UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549

FORM 10-K

ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT 1934
For the fiscal year ended December 31, 20212023
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the transition period from to
Commission File Number: 001-37806

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TWILIO INC.
(Exact name of registrant as specified in its charter)

Delaware26-2574840
(State or other jurisdiction of incorporation or organization)(I.R.S. Employer Identification Number)No.)
101 Spear Street, FirstFifth Floor
San Francisco, California 94105
(Address of principal executive offices) (Zip Code)
(415) 390-2337
(Registrant’s telephone number, including area code)

Securities registered pursuant to Section 12(b) of the act:Act:
Title of each classTrading Symbol(s)Name of each exchange on which registered
Class A Common Stock, par value $0.001 per shareTWLONew York Stock Exchange
Long-Term Stock Exchange
Securities registered pursuant to Section 12(g) of the Act: None


Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act: Yes    No o
Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or 15(d) of the Act: Yes ☐  No x
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.  Yes x  No o
Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).  Yes x  No o
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer”, “smaller reporting company” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filer Accelerated filer
Non-accelerated filer Smaller reporting company
  Emerging growth company

If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.    o
Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒ 
If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements.  o
Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).  o
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes ☐  No x
The aggregate market value of stock held by non-affiliates as of June 30, 20212023 (the last business day of the registrant's most recently completed second quarter) was $51.0$11.1 billion based upon $394.16$63.62 per share, the closing price of the registrant’s Class A common stock on June 30, 2021that date on the New York Stock Exchange. Determination of stock ownership by non-affiliates was made solely for the purpose of responding to this requirement and the registrant is not bound by this determination for any other purpose.

    
On February 15, 2022, 171,702,84620, 2024, 182,060,920 shares of the registrant’s Class A common stock and 9,820,6050 shares of registrant’s Class B common stock were outstanding.
DOCUMENTS INCORPORATED BY REFERENCE
Portions of the registrant's definitive Proxy Statement for the 20222024 Annual Meeting of Stockholders are incorporated herein by reference in Part III of this Annual Report on Form 10-K to the extent stated herein. Such Proxy Statement will be filed with the Securities and Exchange Commission within 120 days of the registrant's fiscal year ended December 31, 2021.2023.


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TWILIO INC.
Annual Report on Form 10-K
For the Fiscal Year Ended December 31, 20212023
TABLE OF CONTENTS

Page
PART I
PART II
PART III
PART IV

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Special Note Regarding Forward-Looking Statements
This Annual Report on Form 10-K contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended (the “Securities Act”), and Section 21E of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), which statements involve substantial risks and uncertainties. Forward-looking statements generally relate to future events or our future financial or operating performance. In some cases, you can identify forward-looking statements because they contain words such as “may,” “can,” “will,” “would,” “should,” “expects,” “plans,” “anticipates,” “could,” “intends,” “target,” “projects,” “contemplates,” “believes,” “estimates,” “predicts,” “forecasts,” “potential,” or “continue” or the negative of these words or other similar terms or expressions that concern our expectations, strategy, plans or intentions. Forward-looking statements contained in this Annual Report on Form 10-K include, but are not limited to, statements about:
the impact of the coronavirus disease of 2019 (“COVID-19”) pandemic onmacroeconomic uncertainties and significant market volatility in the global economy on our customers, partners, employees and business;
our future financial performance, including expectations regarding our revenue, cost of revenue, gross profit, gross margin and operating expenses, our ability to generate positive cash flow and ability to achieve and sustain profitability;profitability on GAAP and non-GAAP bases, the factors affecting our results of operations, and the assumptions underlying such expectations;
the benefits and efficiencies we expect to derive from recent workforce reductions and other cost-saving initiatives, including reducing our global office footprint and stock-based compensation expense;
our business unit reorganization, including its expected costs and benefits, related accounting determinations and the shift in our segment reporting structure, and changes to our leadership structure;
the impact on our business, corporate culture, and employees as a result of our recent leadership transition;
our expectations regarding our Segment (formerly known as Data & Applications) business, including new product releases, increased investment and go-to-market focus to capture market share, and increased revenue growth;
our expectations regarding our Communications business, including anticipated technology trends, such asefficiencies and strategy for streamlining the use of and demand for cloud communications;customer experience, including increased focus on self-service capabilities;
our ability to continue to buildretain and maintain credibility with the global software developer community;increase revenue from existing customers and attract new customers, including enterprises and international organizations;
our ability to attractmaintain reliable service levels for our customers;
our anticipated investments in sales and retain customersmarketing, research and development and additional systems and processes to usesupport our products;growth;
the evolutionanticipated results of technology affecting our products and markets;foreign currency hedging activities;
our ability to introduce newcompete effectively in an intensely competitive market, including our ability to set optimal prices for our products and enhance existing products;adapt and respond effectively to rising costs, rapidly changing technology and evolving customer needs, requirements, and preferences;
potential harm caused by compromises in security, data and infrastructure, including cybersecurity protections;
our ability to comply with modified or new industry standards, laws and regulations applying to our business, including the General Data Protection Regulation (“GDPR”), the Schrems II decision invalidating the EU-US Privacy Shield, the California Consumer Privacy Act of 2018 (“CCPA”) and other privacy or cybersecurity regulations that may be implemented in the future, and Signature-based Handling of Asserted Information Using toKENs (“SHAKEN”) and Secure Telephone Identity Revisited (“STIR”) standards (together, “SHAKEN/STIR”) and other robocalling prevention and anti-spam standards and increased costs associated with such compliance;business;
potential harm caused by compromisesour ability to make progress on our environmental, social and governance (“ESG”) programs, goals and commitments;
our ability to manage changes in security, data and infrastructure, including cybersecurity protections, network service provider fees that we pay in connection with the delivery of communications on our platform;
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investments and resources and costs required to prevent, detect and remediate potential cybersecurity threats, incidents and breaches of ours or our customers’ systems or information;
our ability to optimize our network service provider coverage and connectivity;
our ability to manage changes in network service provider fees that we pay in connection with the delivery of communications on our platform;
our ability to work closely with email inbox service providers to maintain deliverability rates;
our ability to pass on our savings associated with our platform optimization efforts to our customers;
the impact and expected results from changes in our relationships with our larger customers;
our ability to attract and retain enterprises and international organizations as customers for our products;
our ability to form and expand partnerships with technology partners and consulting partners;
anticipated technology trends, such as the use of and demand for cloud communications and customer engagement tools;
our ability to leverage artificial intelligence (“AI”) and machine learning (“ML”) and develop and deliver products that incorporate AI and ML;
our ability to successfully enter into new markets and manage our international expansion;
the attraction and retention of qualified employees and key personnel;
our ability to effectively manage our growth and future expenses and maintain our corporate culture;
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our ability to compete effectively in an intensely competitive market;
the sufficiency of our cash and cash equivalents to meet our liquidity needs;
our anticipated investments in sales and marketing, research and development and additional systems and processes to supportexpectations regarding our growth;share repurchase program;
our ability to maintain, protect and enhance our intellectual property;
our ability to successfully defend litigation brought against us;
our ability to service the interest on our 3.625% senior notes due 2029 (“2029 Notes”), and on our 3.875% notes due 2031 (“2031 Notes,” and together with the 2029 Notes, the “Notes”), and repay such Notes;
our customerscustomers’ and other platform usersusers’ violation of our policies or other misuse of our platform;
our expectations about the impact of climate change, natural disasters, public health epidemics and other natural catastrophic events and man-made problems such as data security breaches or terrorism; and
our ability to successfully integrate acquired businesses and realize the benefits of our past or future strategic acquisitions, divestitures or investments.
We caution you that the foregoing list may not contain all of the forward-looking statements made in this Annual Report on Form 10-K.
You should not rely upon forward-looking statements as predictions of future events. We have based the forward-looking statements contained in this Annual Report on Form 10-K primarily on our current expectations and projections about future events and trends that we believe may affect our business, financial condition, results of operations and prospects.financial condition. The outcome of the events described in these forward-looking statements is subject to risks, uncertainties and other factors described in “Summary of Risk Factors and Uncertainties Associated with Our Business” below in Part I, Item 1A, “Risk Factors,” and elsewhere in this Annual Report on Form 10-K. Moreover, we operate in a very competitive and rapidly changing environment. New risks and uncertainties emerge from time to time, and it is not possible for us to predict all risks and uncertainties that could have an impact on the forward-looking statements contained in this Annual Report on Form 10-K. We cannot assure you that the results, events and circumstances reflected in the forward-looking statements will be achieved or occur, and actual results, events or circumstances could differ materially from those described in the forward-looking statements.
The forward-looking statements made in this Annual Report on Form 10-K relate only to events as of the date on which the statements are made. We undertake no obligation to update any forward-looking statements made in this Annual Report on Form 10-K to reflect events or circumstances after the date of this Annual Report on Form 10-K or to reflect new information or the occurrence of unanticipated events, except as required by law. We may not actually achieve the plans, intentions or expectations disclosed in our forward-looking statements, and you should not place undue reliance on our forward-looking statements. Our forward-looking statements do not reflect the potential impact of any future acquisitions, mergers, dispositions, joint ventures or investments we may make.
Summary of Risk Factors and Uncertainties Associated with Our Business
Our business is subject to numerous risks and uncertainties outside of our control. One, or a combination, of these risks and uncertainties could materially affect any of those matters as to which we have made forward-looking statements and cause our actual results or an actual event or occurrence to differ materially from those results or an event or occurrence described in a forward-looking statement. Some of the principal risks associated with our business include the following:
the impact of the global COVID-19 pandemic;
new and unproven markets for our products and platform;
our ability to effectively manage our rapid growth;
fluctuations in our quarterly results and our ability to meet securities analysts’ and investors’ expectations;
our ability to maintain and enhance our brand and increase market awareness of our company and products;
limitations on the use and adoption of our solutions due to privacy laws, data collection and transfer restrictions and related domestic or foreign regulations;
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our ability to maintain and grow our relationships with existing customers and have them increase their usage of our platform;
our ability to attract new customers in a cost-effective manner;
our ability to develop enhancements to our products and introduce new products that achieve market acceptance;
our ability to compete effectively in the markets in which we participate;
our history of losses and uncertainty about our future profitability;
our ability to increase adoption of our products by enterprises;
our ability to expand our relationships with existing technology partner customers and add new technology partner customers;
significant risks associated with expansion of our international operations;
compliance with applicable laws and regulations;
telecommunications-related regulations and future legislative or regulatory actions;
our ability to obtain or retain geographical, mobile, regional, local or toll-free numbers and to effectively process requests to port such numbers in a timely manner due to industry regulations;
our ability to adapt and respond effectively to rapidly changing technology, evolving industry standards, changing regulations, and changing customer needs, requirements or preferences;
our ability to provide monthly uptime service level commitments of a minimum of 99.95% under our agreements with customers;
any breaches of our networks or systems, or those of AWS or our service providers;
defects or errors in our products;
any loss or decline in revenue from our largest customers;
litigation by third parties for alleged infringement of their proprietary rights;
exposure to substantial liability for intellectual property infringement and other losses from indemnity provisions in various agreements;
our ability to successfully utilize or to integrate acquired businesses and technologies successfully or to achieve the expected benefits of such acquisitions, partnerships and investments;
the loss of our senior management and other key employees;
our use of open source software;
our reliance on SaaS technologies from third parties;
potentially adverse tax consequences on our global operations and structure;
fraudulent usage of or activity relating to our products;
unfavorable conditions in our industry or the global economy;
requirement of additional capital to support our business and its availability on acceptable terms, if at all;
exposure to foreign currency exchange rate fluctuations;
our ability to use our net operating losses and certain other tax attributes to offset future taxable income and taxes;
our failure to maintain an effective system of disclosure controls and internal control over financial reporting;
the risks of pandemics, earthquakes, fire, floods and other natural catastrophic events and of interruption by man-made problems such as power disruptions, computer viruses, data security breaches or terrorism;
volatility of the trading price of our Class A common stock;
potential decline in the market price of our Class A common stock due to substantial future sales of shares;
requirement of a significant amount of cash to service our future debt; and
our ability to raise the funds necessary for the repayment of the 2029 Notes and 2031 Notes for cash.
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PART I
Item 1. Business
Overview
Software
We enable businesses of all sizes to revolutionize how they engage with their customers by delivering seamless, trusted and personalized customer experiences at scale. Our leading customer engagement platform comprises communications application programming interfaces (“APIs”) that enable developers to embed numerous forms of messaging, voice, and email interactions into their customer-facing applications, as well as software products that target specific engagement needs, including our customer data platform, digital engagement centers, marketing campaigns and advanced account security solutions. This combination of flexible APIs and software solutions helps businesses of all sizes and across numerous industries to benefit from smarter and more streamlined engagement at every step of the customer journey, including reduced customer acquisition costs, lasting loyalty and increased customer value. Our platform, which combines our highly customizable communications APIs with customer data management capabilities, allows businesses to break down data silos and build a comprehensive single source for their customer data that is organized into unique profiles that are reinventing nearlyeasily accessible by all their business teams. Empowered with this information and the insights it enables, businesses using our platform can provide robust, personalized and effective communications to their customers at every aspectstage of their customer relationships. The value proposition of our offerings has become stronger and our products have become more strategic to our customers as more and more businesses have prioritized building more personalized and more differentiated customer engagement experiences through digital channels.

In February 2023, we began operating our business today. Yet as developers, we repeatedly encountered an area where we could not innovate—communications. Because communicationin two business units: Twilio Communications (“Communications”) and Twilio Data & Applications (“Data & Applications”), which has since been renamed Twilio Segment. Our Communications business consists of a variety of APIs and software solutions to optimize communications between our customers and their end users. Our key Communications offerings include Messaging, Voice, Email, Flex, Marketing Campaigns, and User Identity and Authentication. Our Segment business consists of software products that enable businesses to leverage their first-party data to create unique customer profiles and achieve more effective customer engagement. Our key Segment offerings are Segment and Engage. Together, our Communications and Segment products power our customer engagement platform. We believe that our two business units are complementary and address adjacent needs and related problems for our customers. Our goal is to create a fundamental human activityflywheel for effective customer engagement by combining Segment’s user profiles with our rich Communications data to drive more personalized and vitalintelligent customer interactions. We believe that our business unit structure enables each business unit to building great businesses, we wantedexecute toward its respective goals with appropriate focus and independence, best positioning us to incorporate communications intoachieve our software applications, but the barriers to innovation were too high. Twilio was started to solve this problem in 2008.
Twilio spent over a decade buildinglong-term plan of creating the leading cloud communicationcustomer engagement platform.

In 2023, we revealed CustomerAI, which refers to generative and predictive artificial intelligence (“AI”) and machine learning (“ML”) capabilities and initiatives that we believe have the potential to increase the power and reach of our platform, butmake every interaction more personalized and intelligent, and accelerate our data and communications is just the beginning. Twilio's vision isflywheel described above, benefiting both our Communications and Segment products.

We have experienced substantial growth in our business since inception, and as of December 31, 2023, we had over 305,000 Active Customer Accounts representing organizations from small and medium-sized business to becomelarge enterprises across a broad range of industries. Our growth has predominantly been organic as a result of new customer acquisition, as well as customers increasing their usage of our products, extending their usage of our products to new applications, or adopting new products that we offer. We have also fueled our growth through strategic acquisitions and integrations of businesses that complemented our pre-existing products and allowed us to expand our platform and to add new customer accounts.
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Our Platform
We aim to deliver the leading customer engagement platform ultimately providing businesses with the holy grail—a single view of the customer journey and the ability to take action, delivering real-time, personalized communications. We believe the future ofthat intelligently orchestrates customer engagement will be written in software byacross the entire customer life cycle. Our platform provides developers of the world—our customers.
Cloud platforms are a category of software that enable developers to build and manage applications without the complexity of creating and maintaining the underlying infrastructure. These platforms have arisen to enable a fast pace of innovation across a range of categories, such as computing and storage. We are the leader in the cloud communications platform category. We enable developerstools to build, scale, and operatedeploy real-time customer engagementcommunications within software applications.applications, while simultaneously offering technology that allows businesses to harness the power of first-party data to improve the experience of their customers. The data that our platform collects can inform interactions across the customer journey to achieve more personalized, timely and impactful engagement. This in turn empowers businesses to build productive one-to-one relationships, at scale, through both easy-to-use APIs and extensible software products like Flex and Engage.
We offerOur platform is connected to our Super Network (“Super Network”), a customer engagement platformsoftware layer that enables our customers’ applications to communicate with software designed to address specific use cases, like account security and contact centers, and a set of Application Programming Interfaces ("APIs") that handles the higher-level communication logic needed for nearly every type of customer engagement. These APIs are focused on the business challenges that a developer is looking to address, allowing our customers to more quickly and easily build better ways to engage with their customers throughout their journey. Our engagement platform also includes a set of APIs that enable developers to embed voice, messaging, video and email capabilities into their applications, and are designed to support almost all the fundamental ways humans communicate, unlocking innovators to address just about any communication market.devices globally. The Super Network is our software layer that allows our customers' software to communicate with connected devices globally. It interconnects with communications networks and inbox serviceservices providers around the world and continually analyzes data to optimize the quality and cost of communications that flow through our platform. The Super Network also contains a set of APIs givingthat gives our customers access to moreadditional foundational components ofoffered through our platform, likesuch as phone numbers and session initiation protocol (“SIP”) Trunking.trunking.
In February 2019 we acquired SendGrid, Inc. (“SendGrid”), the leading email API platform. Email is an important channel for businesses to communicate with their customers and incorporating SendGrid's products intoWe generate revenue from our platform allows us to enable businesses to engage with their customers via email effectivelythrough a combination of usage-based and at scale.
In November 2020 we acquired Segment.io, Inc. (“Segment”), the market-leading customer data platform. Segment provides businesses a unified customer view to better understand their customerssubscription-based fees, which varies by product as indicated below and engage more effectively, enabling us to drive personalization at scale. The acquisition expands and strengthens use cases across customer service, marketing, sales, product and analytics and accelerates Twilio’s journey to build the world’s leading customer engagement platform.
In July 2021 we acquired Zipwhip, Inc., (“Zipwhip”) a leading provider of toll-free messagingdescribed in the United States. Zipwhip’s customizable APIs enable organizations to text enable their existing toll-free phone numbersfurther detail in minutes and seamlessly fit texting into their workflows.
We had over 256,000 Active Customer Accounts as of December 31, 2021, representing organizations big and small, old and young, across nearly every industry, with one thing in common: they are competing by using the power of software to build differentiated customer engagement experiences. With our customer engagement platform, our customers are disrupting existing industries and creating new ones. For example, our customers' software applications use our platform to notify a diner when a table is ready, provide enhanced application security through two-factor authentication to safely recognize a customer, connect potential buyers to real estate agents, and power large, omni-channel contact centers. The range of applications that developers build with the Twilio platform has proven to be nearly limitless.
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Our goal is for Twilio to be in the toolkit of every software developer in the world, from small businesses to major enterprises. Because big ideas often start small, we encourage developers to experiment and iterate on our platform. We love when developers explore what they can do with Twilio, because one day they may have a business problem that they will use our products to solve.
As our customers succeed, we share in their success primarily through our usage-based revenue model. Our revenue grows as customers increase their usage of a product, extend their usage of a product to new applications or adopt a new product. We believe the most useful indicator of this increased activity from our existing customer accounts is our Dollar-Based Net Expansion Rate, which for historical periods through December 31, 2019, compares the revenue from a cohort of Active Customer Accounts, other than Variable Customer Accounts, in a period to the same period in the prior year. As previously announced in our Annual Report on Form 10-K filed with the SEC on March 2, 2020, commencing with the three-month period ended March 31, 2020, we calculate our Dollar-Based Net Expansion Rate by comparing total revenue from a cohort of Active Customer Accounts in a period to the same period in the prior year (the “New DBNE Definition”). When we calculate Dollar‑Based Net Expansion Rate for periods longer than one quarter, we use the average of the applicable quarterly Dollar‑Based Net Expansion Rates for each of the quarters in such period. Under the New DBNE Definition, our Dollar-Based Net Expansion Rate was 131% and 137% for the years ended December 31, 2021 and 2020, respectively. See Part II, Item 7, “Management's“Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key Business Metrics—Dollar-Based Net Expansion Rate.Operations.
Communications
Our Platform Approach
Twilio's mission is to unlock the imagination of builders. Our plan is to be the leading customer engagement platform. We enable builders - the developers of the world - to build, scale and operate real-time communications within software applications, ultimately empowering every developer and company to improve their interactions with their customers. This enables businesses to create novel and creative new consumer experiences that delight their customers and differentiate their companies from their competitors.
Our platform approach enables developers to build this future. Using our software, developers are able to incorporate communications and customer data into applications that span a range of industries and functionalities. Our technology partner customers also embed our products inCommunications solutions they sell to other businesses.
Part of our core strategy is to provide a broad set of lower-level building blocks that can be used to build practically any digital experience. By doing this, we allow developers' creativity to flourish across the widest set of use cases—some of which have not even been invented yet.
What are some of the common customer problems we are solving?
Contact Center. Twilio gives companies complete control and flexibility to rapidly deploy remote agents, digital channels, self-service and integrations for lower costs and higher productivity.
Alerts and Notifications. From delivery notifications to critical emergency alerts, Twilio provides the building blocks to develop critical communications across messaging channels (short message service (“SMS”), multimedia message service (“MMS”), Short Codes, Toll-Free, WhatsApp, Facebook Messenger, and Google Business Messages), voice and email channels.
User Identity Verification. Customers can use a globally optimized multi-channel user verification solution to combat fraud, reduce fake user sign-ups and authorize sensitive account actions.
Field services and contactless delivery. Our customers can use Twilio Conversations to ensure privacy with masked communications, provide granular session control over user permissions, session duration and roles and keep private information private.
Marketing. Email and SMS campaign support to target, nurture and develop new customer relationships.
Customer Loyalty. Customers can send reminders about reward programs through email or messaging to drive repeat purchases through loyalty incentives.
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Twilio For Good. Twilio partners with nonprofit organizations through Twilio.org, our social impact division, to use the power of communications to help solve social challenges, such as an SMS hotline to fight human trafficking, an emergency volunteer dispatch system, appointment reminders for medical visits in developing nations and more.
Our Platform
Segment Customer Data Platform
Our acquisition of Segment added the leading customer data platform to Twilio's platform. While every business needs a complete view of their customers, data is typically siloed across many disparate systems. Segment's platform and APIs allow companies to collect, clean and control their customer data, providing a single view of customers across channels for more effective engagement. When combined with Twilio's communication channels, this insight enables businesses to delight their customers with personalized, timely and impactful communications on the right channel at the right time. The Segment platform includes:
Connections. Collect event data from mobile apps, websites and servers with one API, then pull in contextual data from cloud-based apps like customer relationship management (“CRM”), payment systems and internal databases to build a unified picture of the customer.
Personas. Use identity resolutions to take event data from across devices and channels, merge the data together, and create unified customer profiles to build and enrich audiences, and activate audiences across marketing tools with a single view of the customer.
Privacy. Comply with laws and regulations, such as General Data Protection Regulation (“GDPR”) and the California Consumer Privacy Act of 2018 (“CCPA”), by using first-party data, collected and privatized with Segment, instead of increasingly regulated third-party data.
Protocols. Standardize data collection to create a single source of truth for customer data that is clean, consistent, and compliant, and adheres to a well thought out tracking plan.
Channel APIs
Our Channel APIs consist of softwarehighly customizable APIs and products that can be used individually or in combination to build rich contextual communications within applications. We offer flexible building blocks that enable our customersapplications, allowing developers to build what they need. Our easy-to-use developer APIs provideomnichannel engagements with customers worldwide. Communications also includes our omnichannel digital engagement center, as well as solutions for user identity and authentication and advanced compliance management to support success within a programmatic channelchanging ecosystem of regulations. In the fourth quarter of 2023, we moved Flex and Marketing Campaigns from our Data & Applications (since renamed Segment) business unit to access our software. Our Channel APIsCommunications business unit.
The core offerings of our Communications business include:
MessagingX
Messaging.Twilio Programmable Messaging (“Messaging”) is an API to send and receive SMS, MMS, Toll-Free SMS, and over-the-top (“OTT”) (WhatsApp(e.g., WhatsApp and Facebook Messenger) messages globally.globally over a variety of sender types. It uses intelligent sending features to ensure messages reliably reach end users wherever they are. Our customers builduse this API to address numerous use cases, such as appointment reminders, deliveryincluding account notifications, marketing, account security, mass alerts and order confirmations, and many two-wayas well as multi-party and conversational use cases, such as conversational marketing, sales support and customer care. ProgrammableRevenue generated from Messaging includes:
SMS. Programmatically send and receive SMS messages around the world, supporting localized languages in nearly every market. This includes support for the new 10-digit long code routes in the United States (“U.S.”).is primarily recognized on a usage basis.
MMS.Voice. Exchange picture messages and more over U.S. and Canadian phone numbers from customer applications with built-in image transcoding and media storage.
Toll-Free SMS. Send and receive text messages with the same toll-free number used for voice calls in the U.S. and Canada.
High-Throughput Toll-Free SMS. Starting at 25 messages per second, High-Throughput Toll Free SMS lets you send and receive a higher volume of messages with the same toll-free number used for voice calls in the U.S. and Canada.
OTT channels. Programmatically send, receive and track messages to messaging apps such as WhatsApp and Facebook Messenger.
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We charge on a per-message basis for most of our Programmable Messaging products.
Voice
Twilio Programmable Voice (“Voice”) is an API that allows developers to build solutions to make, manage and receive phone calls globally. They can make, manage and route calls toglobally through a browser, an app, aapplication, phone or anywhere else one can take a call. Developers can also incorporate advanced voice functionality such as text-to-speech, conferencing, recording and transcription. Through advanced call control software, developers can build customized applications that address use cases such as contact centers, call tracking and analytics solutions and anonymized communications.other methods. Our voice software, which works over both the traditional public switched telephone network (“PSTN”) and over Internet Protocol (“VoIP”). Programmable, allows developers to incorporate advanced voice functionality such as text-to-speech, global conferencing, emergency calling, call recording, media streams and others, as well as address use cases such as contact centers, interactive voice response systems, call tracking, analytics solutions and anonymized communications. Revenue generated from Voice includes:
Twilio Voice. Initiate, receive and manage phone calls globally, end to end through traditional voice technology or between web browsers and landlines or mobile phones.is primarily recognized on a usage basis.
Call Recording.Email. Securely record, store, transcribe and retrieve voice calls in the cloud.
Global Conference. Integrate audio conferencing that intelligently routes calls through cloud data centers in the closest geographic region to reduce latency.
Voice Insights. Call quality and performance data at the fingertips of our customers. Beyond details of a single call, every account on Twilio has access to the Voice Insights Dashboard, a powerful tool in Twilio Console that provides out-of-the-box visibility to key performance indicators and data to understand changes in call behavior.
Media Streams. Allows for real-time access to the raw audio stream of your phone calls. Through Media Streams our customers can fork the media of a phone call in real-time, effectively creating a copy of the initial audio stream that can be routed to your own application or to a third party to power advanced capabilities of your choosing.
SHAKEN/STIR. Signature-based Handling of Asserted Information Using toKENs (“SHAKEN”) and Secure Telephone Identity Revisited (“STIR”) standards (together, “SHAKEN/STIR”) is a protocol mandated by the Federal Communications Commission (“FCC”) to combat the rise in unwanted robocalls and unlawful caller ID spoofing. When adopted, carriers can present a trust indicator, like “Caller Verified,” to recipients’ phones. SHAKEN/STIR is free to all Twilio customers and allows them to increase answer rates for their calls by giving their calls the highest attestation under the SHAKEN and STIR caller authentication framework.
Programmable Voice SIP Interfaces. Enables voice infrastructure to be augmented with cloud capabilities.
Emergency Calling. Twilio’s Emergency Calling for SIP API enables emergency call routing to Public Safety Answering Points (“PSAPs”) in the U.S., Canada and the United Kingdom (“UK”).
Bring Your Own Carrier Trunking (“BYOC”). Enables connection of customer’s PSTN carrier to Twilio’s programmable platform.
Email
The Twilio SendGrid Email (“Email”) is an API that solves email delivery challenges at scale, and ensures our customers’ email program lives up to their product experience. Our Email API provides the flexibility for ourenabling customers to build customized solutions as well asand provides helpful shortcuts to streamline integration and optimize theirfor inbox placement. Our Email API allows businesses to integrate with multiple leading development frameworks and client libraries in multiple languages as well as customize various links and domains. It also provides sender authentication, security, mobile support and many other tools. Businesses use our email products for both marketing messages as well asand transactional emails, including shipping notifications, friend requests, password resets and sign-up confirmations. Twilio SendGridRevenue generated from Email API includes:
Integrations. Businesses can integrate our email API with multiple leading development frameworks and client libraries in multiple programming languages.
Internet Protocol (“IP”) Management. Domains and links can be customized, whether sending from shared IP address pools or fromis primarily recognized on a dedicated IP address, to improve reputation management and delivery.subscription basis.
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Deliverability.Marketing Campaigns. Our proprietary Mail Transfer Agent (“MTA”) optimizes for inbox placement while offering tools for sender reputation management and expert deliverability professional services. Our real-time email address validation API checks email address legitimacy before sending to improve deliverability.
Sender Authentication. Our custom Sender Policy Framework and DomainKeys Identified Mail record creationMarketing Campaigns is designed to eliminate domain spoofing and phishing.
Mobile support. Our deep linking functionality enables email engagement for mobile apps.
Security. Our two-factor authentication, API key permissions and Event Webhook Security helps enable secure management of our Email API by our customers.
Video
Programmable Video provides developers with the building blocks to add voice and video to web and mobile applications. Developers can address multiple use cases such as video consultations, telemedicine, distance learning, recruiting, social networking and more by using Programmable Video’s global cloud infrastructure to build on WebRTC. They can use our JavaScript, iOS or Android SDKs, quickstarts and open source sample code to launch applications in minutes, then customize them to meet the unique needs of their use case. With Video Insights, developers can monitor the performance of their video applications directly from the Twilio Console.
Twilio Live
Twilio Live gives developers the tools to create immersive, interactive audio or video live streaming experiences. Low-latency delivery enables speakers and audience members to engage via chat, polls, and inviting audience members “on stage” to speak. Developers can build interactive shopping experiences, broadcast events such as conferences or concerts, fitness, and more using live streaming APIs, SDKs, and sample code optimized for iOS, Android, and all major browsers.
Conversations
The Twilio Conversations API allows developers to build rich, one-to-one and group interactions for customer support and commerce use cases. The unified messaging API provides cross-channel support for SMS and MMS, Chat, WhatsApp, Facebook Messenger, and Google Business Messages – all while archiving message history, preserving participant identity, and reducing time to market with software development kits (“SDKs”) and pre-built mobile and web user interfaces.
Solutions
As we observe the customer engagement use cases that are most common and the workflows our customers find most challenging, we create Solutions. We bring these Solutions to a broader audience, including non-technical customers, in the form of higher level APIs. These solutions are built on top of our Channel APIsEmail infrastructure to offerhelp digital marketers build and send email campaigns at scale. With drag and drop editing, approachable automation and powerful contacts management, Marketing Campaigns helps marketers to attract and retain customers more fully implemented functionalityefficiently. Marketing Campaigns includes email design and templates, list management, dynamic content and email testing. Revenue generated from Marketing Campaigns is primarily recognized on a subscription basis.
Flex. Twilio Flex (“Flex”) is a digital engagement center for the entire customer journey—a specific purpose, such assales tool for pre-purchase conversations, a cloud-based contact center, or two-factor authentication. This saves developers significant time in building their applications. The higher level APIs in this layer of our platform are focused on addressing a massive opportunity to recreate and modernize the field of customer engagement. We charge on a per-seat or per-use basis for our Solutions, which include:
Contact Center
Businesses must continually adapt to stay ahead of customers’ changing expectations. Twilioan in-app digital concierge. Flex is built for the industry’s only fully programmable contact center platform that allowsnew world of tailored customer experiences and omnichannel communications, allowing companies to deploy a broad array of personalized, data-driven customer engagement channels while providing the tools to easily create, change or extend any part of their custom solution. Twiliosolutions. With Flex, enables businesses tocan rapidly deploy a tailored cloud contact centers freecloud-based engagement center that addresses their specific needs. Revenue generated from the limitations of software-as-a-service (“SaaS”) applications.
9Flex is primarily recognized on a subscription basis.



User Verification
Online fraud has exploded from a minor nuisance to a major factor in how businesses operate today requiringIdentity and Authentication. Our User Identity and Authentication (formerly Account Security) solutions include advanced solutions to register, onboardfor registering, onboarding and recognizerecognizing customers. Twilio Verify (“Verify”) is a managed solution that takes carefor multi-channel user verification, which effectively adds security at the point of channel orchestrationnew user activation and management as well as securityonwards, providing a seamless, consistent and business logic.secure login experience. Using our two-factor authentication APIs, (“Twilio Verify”), developersbusinesses can add an extra layer of security to their applications with second-factor passwords sent to a userusers via SMS, voice, email or push notifications. Twilio Verify provides user authentication codes throughRevenue generated from User Identity and Authentication is primarily recognized on a variety of formats based on the developer’s needs. Codes can be delivered through the Authy app on registered mobile phones, desktop or smart devices or via SMS and voice automated phone calls. In addition, authentication can be determined throughusage basis.
Segment
We believe that a push notification on registered smartphones. To allow developers to know exactly who they are sending messages to, Twilio Lookup allows developers to validate number format, device type and provider prior to sending messages or initiating calls.
Marketing Campaigns
Marketing Campaigns is built on top of SendGrid's proven email infrastructure to help digital marketers build and send email campaigns at scale - faster than ever. With drag and drop editing, approachable automation and powerful contacts management, Marketing Campaigns help marketers attract and retain customers more efficiently. Marketing Campaigns include email design and templates, list management, dynamic content and email testing.
Super Network
While developers build applications with our software, Twilio manages the connections between the internet and the global telecommunications network. We call this the Twilio Super Network and itpersonalized, positive customer experience is a global networkkey driver of connections with numerous carriers globallyeffective customer engagement and long-term customer loyalty. Our Segment solutions enable businesses to provide connectivity in approximately 80 countries.
We do not own any physical network infrastructure. We use softwarecreate highly personalized experiences and campaigns across multiple channels using first-party, real-time customer data. They also allow businesses to buildbreak down data silos across their organizations and to leverage a high performance network that optimizes performance for our customers, provides resiliency and redundancy to our platform and helps to minimize disruption from carrier delays or outages. Through handling massive volumessingle unified source of traffic, we are able to detect issues often before our customers or carrier partners do. We receive real-time feedback on handset deliverability through a number of carriers and destinations and we use thiscustomer data for our own routing decisions.their various business teams.
The Twilio Super Network operates a 24/7 global operations center that constantly monitors the carrier networks, alongside Twilio’s dedicated communications engineers who optimize for changing traffic patterns. The Super Network also contains a set of APIs giving our customers access to more foundational componentscore offerings of our platform, like phone numbers, and SIP Trunking. The Super Network featuresSegment business include:
Phone Number Provisioning.Segment. Acquire local, national, mobile and/or toll-free phone numbers on demand in approximately 80 countriesTwilio Segment is a leading customer data platform that provides businesses with the tools to harness the power of first-party data by unifying real-time information collected throughout each customer’s journey into a unique profile. Segment collects, contextualizes and connect them intounlocks the customers’ applications.potential of first-party, real-time data across the customer engagement stack by:
Elastic SIP Trunking. Connect legacy voice applications to our Super Network over IP infrastructurecollecting data from customers’ interactions with globally available phone numberswebsites, mobile apps, digital ads, and pay-as-you-go pricing. Twilio’s Emergency Calling for SIP Trunking feature enables emergency call routing to PSAPs in the U.S., Canada and the UK.more;
Interconnect. combining data from these different sources and systems to form a complete picture of each customer;
Connect privatelycreating a customer profile that can be accessed by every business team within the organization; and
integrating customer data into subsequent interactions to drive personalization across channels.

In addition to creating unified profiles that drive personalized customer interactions, Segment includes privacy and security features that help businesses comply with privacy laws, including the General Data Protection Regulation (“GDPR”) and the California Consumer Privacy Act of 2018 (“CCPA”). Revenue generated from Segment is primarily recognized on a subscription basis.

Engage.Twilio Engage (“Engage”) is an automation platform for the delivery of omnichannel campaigns, which builds upon the unified profiles of our Segment platform to enable enterprise grade securitymarketers to create personalized campaigns and quality of service for Twilio Voiceto manage, measure and Elastic SIP Trunking.
We chargescale them through a single platform. Such campaigns can include personalized messages delivered via native SMS, email, and/or custom channels. Through Engage, businesses can deepen their customer relationships and convert what might otherwise have been isolated interactions into continuous, long-term relationships. Revenue generated from Engage is primarily recognized on a per-minute or per-phone numbersubscription basis. Our Communications products that are embedded into Engage are charged separately on a usage basis for most of our Super Network products.
IoT
The most challenging aspect of connecting previously unconnected devices lies in making the connection reliable and secure enough to perform and add value for years on end. Twilio’s IoT offerings therefore make connectivity simpler and coding of connected devices more reliable so that our customers can focus on building differentiated IoT experiences versus building and maintaining the required infrastructure underneath. Our customers use Twilio IoT for use cases, such fees are recognized as asset or fleet tracking, smart building management, consumer wearables (often pulling in other Twilio products such as Voice, Video, and Flex), predictive maintenance and inventory management.Communications revenue.
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Our Business Model for InnovatorsStrategy
Our goal is to include Twilio indeliver the toolkit of every developer in the world, from small businesses to major enterprises. Because big ideas often start small, developers need the freedom and tools to experiment and iterate on their ideas.
In order to empower developers to experiment, our developer-first business model is low friction, eliminating the upfront costs, time and complexity that typically hinder innovation. Additionally, our model encourages experimentation and enables developers to grow as customers as their ideas succeed. Developers can begin building with a free trial. They have access to self-service documentation and freeleading customer support to guide them through the process. Once developers determine that our software meets their needs, they can flexibly increase consumption and pay based on usage. In short, we acquire developers like consumers and enable them to spend like enterprises.
Our Growth Strategy
engagement platform. We are concentrating on the leader in the cloud communications platform category based on revenue, market sharehighest-impact product areas for our future, and reputation and intend to continue to set the pace for innovation. We also have the leading market share in the Customer Data Platform category. Our overall strategy is to develop great APIs that developers love. These developers are our champions and bring us “in” to companies of every type, most frequently utilizing our messaging and email tools as an entry point. This “in” motion creates initial relationships with customers of all sizes including major enterprises that allow us to move “up” the software stack and provide those companies with software solutions that address their customer engagement requirements from marketing to sales and support. Today, we offer Twilio Campaigns for marketing, Twilio Flex for customer support and Twilio Verify to onboard and recognize customers. The more strategic nature of these software products also allows us to move up the organization chart, interacting with more senior and strategic purchasers. This “in” and “up” strategy is a motion we work on improving every day. We will also continue to invest aggressively in our platform approach, which prioritizes increasing our reach and scale. We intend to pursue the following growth strategies:
Continue Significant InvestmentOptimizing and Growing Communications. In our Communications solutions, we are focusing on improving profitability and growing our market share. To achieve this, we are focused on bolstering our independent software vendor (“ISV”) relationships, improving our self-service capabilities, cross-selling our Communications products, driving product innovation and expanding internationally, while further optimizing our business through simplification of business processes and modernization of our infrastructure.
Winning in Customer Data with Segment. To support growing our Technology Platform.market share, we are focused on Segment’s interoperability across the data ecosystem. We willalso continue to invest in building new softwarepredictive and generative AI to help customers increase the value and impact of Segment in customer engagement. In addition, we are conducting an operational review of our Segment business expected to be completed in March 2024, which will inform our strategy with respect to Segment going forward.
Driving Operating Leverage Across our Business. We are implementing several organizational initiatives targeted at improving efficiencies of our processes, enhancing our fiscal discipline on all levels, optimizing utilization of our distributed workforce, driving agile decision-making frameworks and more. We expect that these initiatives will result in operating cost reductions and increase effectiveness and efficiency within our organization.
Leveraging AI. We are continuing to invest in AI and ML capabilities, including both our CustomerAI capabilities and extendingalso internal applications of AI and ML to automate processes and help our business run more efficiently. We believe AI and ML have the potential to increase the power and reach of our platform, make every interaction more personalized and intelligent, and accelerate our data and communications flywheel, benefiting both our Communications and Segment products.
Competition

The markets for our products are rapidly evolving and are increasingly competitive. In our Communications business, our competitors are primarily (i) communications platform-as-a-service (“CPaaS”) companies that offer communications products and applications, (ii) other software companies that compete with portions of our communications product line, and (iii) regional network service providers that offer limited developer functionality on top of their own physical infrastructure. In our Segment business, our competitors are primarily (i) software-as-a-service (“SaaS”) companies and marketing cloud platform vendors that offer bundled applications and platforms, (ii) customer relationship management (“CRM”) and customer experience vendors and (iii) standalone customer data platform vendors.

The principal competitive factors in these markets include completeness of offering, credibility with customers, global reach, ease of integration and programmability, product features, platform scalability, reliability, deliverability, security and performance, brand awareness and reputation, the strength of sales and marketing efforts, customer support, and the cost of deploying and using products.
We believe that we compete favorably on the basis of the factors listed above and that none of our competitors currently compete directly with us across all of our product offerings. With the introduction of new products and services and new market entrants, we expect competition to bringintensify in the power of contextual customer engagement to a broader range of applications, geographiesfuture.
Research and customers. We have a substantialDevelopment
Our research and development team, comprising approximately 39%efforts are focused on building a trusted, comprehensive customer engagement platform while enhancing our existing products and developing new products and features.
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Our research and development organization is predominantly built around small development teams. Our small development teams foster greater agility, which enables us to develop new, innovative products and make rapid changes to our infrastructure that increase resiliency and operational efficiency. Our development teams designed and built much of our headcountcustomer engagement platform, our core platforms stack, as of December 31, 2021.
Grow Our Developer Community and Accelerate Adoption.  We willwell as our Super Network. These teams continue to enhancefocus on the highest impact product areas for our relationships with developers globallyfuture, which includes focusing on continued innovation in the face of rapid technological change and seekchanging industry practices. We are continuing to increase the number of developers on our platform. In addition to adding new developers,invest in AI and ML capabilities, which we believe there is significant opportunity for revenue growth from developers who already have registered accounts with us but have not yet built their software applications with us, or whose applications are in their infancythe potential to enhance both our Communications and will grow with Twilio into an Active Customer Account. Segment offerings, as well as to automate processes and help our business run more efficiently.
As of December 31, 2021,2023, we had more than 256,000 Active Customer Accounts on2,563 employees in our platform.research and development organization.
Increase Sales and Marketing
Our International Presence.  Our platform serves over 180 countries today, making it as simple to communicate from São Paulo as it is from San Francisco. Customers outside the U.S. are increasingly adopting our platform,sales and for the years ended December 31, 2021 and 2020, revenue from international customer accounts accounted for 34% and 27% of our total revenue, respectively. We are investing to meet the requirements of a broader range of global developers and enterprises. We plan to grow internationally by continuing to expand our operations outside of the U.S. and collaborating with international strategic partners.
Further Penetrate the Enterprises.  We planmarketing teams work closely together to drive greater awareness and adoption of Twilio from enterprises across industries.our platform. We intendleverage our brand, developer network and conferences, such as SIGNAL, to expand our developer and self-service sales motions. We further increase our investment incomplement this with sales development, inside sales, field marketing, and sales and marketingsolutions engineering to meet evolvingsupport enterprise, needs globally, in additionISV, partner, and mid-market sales motions.
Our go-to-market model for our Communications business has three pillars: self-service developers, ISV partners, and enterprise customers. Developers are able to extendingaccess our enterprise-focusedeasy-to-configure APIs, extensive self-service documentation and customer support team, to embed our communications products into their applications during an initial free trial period. Customers can then provide their credit card information to make an upfront prepayment that is drawn down as they use our products. ISVs leverage our Communications APIs to build software and services that they can resell to customers across a varying number of use cases and platform capabilities, likeverticals. Enterprise customers have access to our Twilio Enterprise Plan. Additionally, we believe there is significant opportunitysolutions team to expand our relationships with existing enterprise customers.
Expand Our Partner Channel.  Our Twilio Build partner program is focused on growing our community of technology and consulting partners. Twilio Build's ecosystem of partners offers customers both packaged applications and consulting expertise that make it possible for any customer to innovate with Twilio regardless of region, industry, business model or development resources. To help our partners growsupport their businesses across their customer journey.
Our go-to-market model for our Segment business requires a consultative solution-oriented sales model that emphasizes value-based discovery, technical proof of concept, and innovatecustomer relationship building. We are deliberate in developing these skills and customer relationships leveraging the trust and reputation we have built while solving new and broader problems for our customers. Our sales organization targets technical, marketing and business leaders who are seeking to leverage software to drive superior customer engagement and competitive differentiation.
Additionally, when potential customers do not have the available developer resources to build their customers, this program provides go-to-market support, certification and training programs and a partner success team. We have relationships with a number ofown applications, we refer them to our technology partner customers thatpartners who embed our products in the solutions that they sell to other businesses. We intend to expandbusinesses (such as contact centers and marketing automation), our relationships with existing technology partner customers and to add new technology partner customers. We plan to invest in a range of
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initiatives to encourage increased collaboration with, and generation of revenue from, technology partner customers. We have developed relationships withprofessional services team or outside consulting partners who provide consulting and development services for organizations that have limited software developmentresources or expertise to build our platform into their software applications.applications or technology stacks.
As of December 31, 2023, we had 2,631 employees in our sales and marketing organization.
Customer Support
To make it easy to learn how to use our products, we provide all of our users with comprehensive documentation, how-to guides and tutorials. We intendsupplement and enhance these tools with the participation of our engaged customer community. In addition, we provide support options to continueaddress the individualized needs of our customers. All of our customers get free support and system status notifications. Our customers can also engage with the broader Twilio community to invest inresolve issues.
For our Communications products, we generally offer three paid tiers of support with increasing levels of availability and develop the ecosystemguaranteed response times. Our highest tier plan, intended for our solutions in partnershiplargest customers, includes a designated support engineer, duty manager coverage and quarterly status reviews. Similarly, our subscription products generally feature a base level of customer support plus premium, paid support options. Our support model is global, with consultingcoverage available 24x7. We currently derive an insignificant amount of revenue from fees for customer support.
We also offer professional services which provide in-depth, hands-on, fee-based packages of advisory, software architecture, integration and coding services to existing and prospective customers and partners to accelerate awarenessoptimize their use of the Twilio platform. For Flex and adoption of our platform.
Selectively Pursue AcquisitionsSegment, offerings include services for implementing digital engagement center solutions and Strategic Investments.  We may selectively pursue acquisitions and strategic investments in businesses and technologies that strengthen our platform. From 2015 through 2021, we made several acquisitions which have allowed us to expand our platform and service offerings to include features such as a cloud-based API to seamlessly embed two-factor authentication and phone verification into any application, Web Real-Time-Communication (“Web RTC”) media processing technologies, contact center analytics, software mobile network infrastructure and language recognition capabilities. In addition, our acquisition of SendGrid in February 2019 allowed us to add a leading e-mail API platform to our product offerings, our acquisition of Segment in November 2020 allowed us to add the market-leading customer data platform design. For our other Communications products, offerings include email implementation and deliverability, and configuration and integration of our communications channels.
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Intellectual Property
We rely on a combination of patent, copyright, trademark, trade secret and other intellectual property laws in the United States and other jurisdictions, as well as license agreements, other contractual protections, and internal processes, procedures, and controls, to protect, establish, maintain, and enforce our intellectual property and other proprietary rights technology. We also rely on a number of registered trademarks, applications for trademarks and common law protections afforded to certain unregistered trademarks to protect our brand.
As of December 31, 2023, in the United States, we have been issued 274 patents, which expire between 2029 and 2042. As of such date, we also had 36 issued patents in foreign jurisdictions, all of which are related to our U.S. patents and patent applications. We have also filed various applications for protection of certain aspects of our intellectual property in the United States and internationally. In addition, as of December 31, 2023, we had 55 registered trademarks in the United States and 540 registered trademarks in foreign jurisdictions.
We currently, and will continue to, seek to protect our intellectual property and other proprietary rights by, among other things, implementing, maintaining, and enforcing a policy that requires our employees, independent contractors and certain suppliers involved in developing intellectual property for us or on our behalf to enter into agreements acknowledging that all work product offeringsor other forms of intellectual property generated, created, reduced to practice, conceived, or otherwise developed by them on our behalf are owned by us such that we can use the intellectual property they develop for our business purposes.
Regulatory
We are subject to a number of U.S. federal, U.S. state and foreign laws and regulations that involve matters central to our acquisitionbusiness. These laws and regulations may involve privacy, data protection, data security, intellectual property, competition, telecommunications, broadband, VoIP, consumer protection, export controls, economic sanctions, anti-bribery, anti-corruption, anti-money laundering, taxation, or other subjects. Many of Zipwhipthe laws and regulations to which we are subject are still evolving and we expect to become subject to additional laws and regulations in July 2021 allowed usthe future. The application and interpretation of these laws and regulations often are uncertain, particularly in the new and rapidly evolving industry in which we operate.
Compliance with current and future laws and regulations, and changes in their enforcement and interpretation, may significantly increase our compliance costs and otherwise adversely affect our business and results of operations. For additional information about laws and regulations applicable to expand the toll-free channel, offering developersour business, see Part I, Item 1A, “Risk Factors—Risks Related to Cybersecurity, Data Privacy and businesses another affordable, trusted, high-quality engagement option via messaging-enabled toll-free numbers.Intellectual Property” and “Risk Factors—Risks Related to Legal and Regulatory Matters” in this Annual Report on Form 10-K.
The Twilio Magic
We believe there'sthere is a unique spirit to Twilio, manifested in who we are and how we work together. We value and invest in a positive culture of optimism, innovation, and accountability. Our values, which we call the Twilio Magic, remind us every day who we are at our core and guide how we act and how we make decisions.

We are Builders. We are Owners. We are Curious. We are Positrons.
Twilio.org
We believe communicationsCommunications play a critical role in solving some of the world’s toughest social challenges. From empowering people affected by violence with critical resources, to streamlining staff and volunteer coordination, nonprofits leverage communication technology to help individuals build long term well-being and to help communities recover from humanitarian crises. Through Twilio.org, which is a part of our company and not a separate legal entity, we donate and sell our products at a reduced rate to social impact organizationsnonprofits and provideoffer grant funding to help scale these organizations' mission.missions. In 2015, we reserved 1% of Twilio's common stock to fund Twilio.org. We have periodically replenished that initial reserve and asAs of December 31, 2021, the number of2023, 442,041 shares of Twilio Class A common stock were set aside for Twilio.org operations was 618,857. We started Twilio.org so that more people around the world have the opportunity to thrive.charitable activities. In 2021,2023, over 7,50020,000 active social impact organizationscustomers used Twilio products and funding to reach more than 500546 million people worldwide. 2021 marked another year of living through the COVID-19 pandemic and Twilio products and funding were used by over 1,200 organizations to provide more than 300 million people with vaccine and COVID-19 related information.
Information on our key Environmental, Social and Governance (“ESG”)ESG programs, goals and commitments, and certain metrics can be found in our annual Impact and DEI Report, available on our website at https://investors.twilio.com/governance. Website references throughout this document are provided for convenience only, and the content on the referenced websites is not incorporated by reference into this report. While we believe that our ESG goals align with our long-term growth strategy and financial and operational priorities, they are aspirational and may change, and there can be no assurance that they will be met.
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Our Employees and Human Capital Resources
As of December 31, 2021,2023, we had a total of 7,8675,867 employees, including 2,9642,337 employees located outside of the U.S. NoneAlthough we have works council, statutory and/or collective bargaining employee representation obligations in certain countries outside of the U.S., none of our U.S. employees are represented by a labor union with respect to their employment. Employees in certain of our non-U.S. subsidiaries have the benefits of collective bargaining arrangements at the national level. We consider our relations with our employees to be good and have not experienced interruptions of operations or work stoppages due to labor disagreements.
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Diversity, Equity and Inclusion
We are driving acommitted to embedding and operationalizing diversity, equity, and inclusion (“DEI”) strategy basedacross our business. More information on the principles of antiracism. At Twilio,our approach to DEI and how we use “antiracism” as an umbrella term for actively identifying and eliminating racism/oppression by changing systems, organizational structures, policies, practices, and attitudes, so that power is shared equitably. By educating and empowering Twilions to think and operate through an antiracist lens, we’ll be ablework to build a more diverse workforce, promote equityand inclusive workplace can be found in our annual Impact and DEI reports, available on our website. Website references throughout this document are provided for all communities inconvenience only, and the workplace and foster safe, inclusive environments.
Following our commitment to become an antiracist organization, we begancontent on the work to embed and operationalize antiracism across the business, with a strong focus on education. In 2021, over 100 senior Twilio executives participated in an antiracism workshop, with continued learning planned in 2022. We are growing our partnerships with global organizations to help us find, grow, and keep diverse talent in various demographics, regions, and countries. We are coordinating antiracist learning opportunities through employee resource group (“ERG”) specific programming and events. Lastly, we continue to maintain healthy pay parity, ensuring that employees with the same job and location are paid fairly relative to one another, regardless of gender or race.referenced websites is not incorporated by reference into this report.
We will continue to grow our DEI resources and global footprint to make sure DEI scales along with the business. Most recently, we expanded the DEI team and launched new ERG chapters globally. This will ensure we are translating antiracism and amplifying DEI efforts across all teams and regions.
Compensation and Benefits
Twilio is committed to delivering a comprehensive compensation and benefits program that provides support for all of our employees’ well-being. We provide competitive compensation and benefits to attract and retain talented employees, including offering market-competitive salaries, incentive compensation in the form of bonuses or sales commissions, and equity compensation for our sales teams, and equity. We generally offer full-time employees equity at the time of hire and through annual equity grants, as well as provide an employee stock purchase plan, to foster a strong sense of ownership and engage our employees in being committed to our long-term success.certain employees.
We ensure that our compensation is fair for all employees, regardless of classifications, such as race and gender. We routinely run a rigorous statistical analysis to ensure compensation is fair, taking into account factors that should impact pay, like role, level, location, and performance.
Our full-time employees are eligible to receive, subject to the satisfaction of certain eligibility requirements, our comprehensive benefits package including ourthat includes medical, dental and vision insurance and life and disability insurance plans. In addition, we provide time off as well asand we maintain a tax-qualified 401(k) retirement plan that provides eligible U.S. employees with an opportunity to save for retirement on a tax-advantaged basis. In 2021,2023, we matched 50% of the first 6% of contributions by plan participants, subject to annual contribution limits set forth in the Internal Revenue Code of 1986, as amended.
In structuring these benefit plans, we seek to provide an aggregate level of benefits that are comparable to those provided by similar companies.
COVID-19 Response
To support employee well-being, Twilio established a number of new programs in response to the COVID-19 pandemic and the transition to full-time work from home. We established No Meeting Fridays, created flexible work schedule options, gave employees a home office stipend, a caregiver stipend, free Care.com membership and paid time off through our COVID-19 Support Leave to care for themselves or family members impacted by COVID-19.
Research and Development
Our research and development efforts are focused on building a trusted, smart engagement platform and enhancing our existing products and developing new products and features.
Our research and development organization is predominantly built around small development teams. Our small development teams foster greater agility, which enables us to develop new, innovative products and make rapid changes to our infrastructure that increase resiliency and operational efficiency. Our development teams designed, built and continue to expand our customer engagement platform, our core platforms stack and Super Network.
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As of December 31, 2021, we had 3,103 employees in our research and development organization. We intend to continue to invest in our research and development capabilities to extend our platform and bring the power of contextual communications to a broader range of applications, geographies and customers.
Sales and Marketing
Our sales and marketing teams work together closely to drive awareness and adoption of our platform, accelerate customer acquisition and generate revenue from customers. We have a strategy to grow within our customers that we refer to as our “in and up” strategy. We get in to new customers through our messaging and email products, often directly via developers, then build on those relationships to grow our footprint with broader adoption and higher value products.
Our go-to-market model is primarily focused on initiating customer relationships by reaching and serving the needs of developers. We are a pioneer of developer evangelism and education and have cultivated a large global developer community. We reach developers through community events and conferences, including our annual SIGNAL customer and developer conference, to demonstrate how every developer can create differentiated applications incorporating communications using our products.
Once developers are introduced to our platform, we provide them with a low-friction trial experience. By accessing our easy-to-configure APIs, extensive self-service documentation and customer support team, developers can build our products into their applications and then test such applications during an initial free trial period that we provide. Once they have decided to use our products beyond the initial free trial period, customers provide their credit card information and only pay for the actual usage of our products, for a majority of our products. Our Flex contact center platform is generally offered on a per user, per month basis or on a usage basis per agent hour. Our email API is offered on a monthly subscription basis, while our Marketing Campaigns product is priced based on the number of email contacts stored on our platform and the number of monthly emails sent to those contacts through our email API. Our self-serve pricing matrix is publicly available and it allows for customers to receive tiered discounts as their usage of our products increases. As customers' use of our products grows larger, some enter into negotiated contracts with terms that dictate pricing, and typically include some level of minimum revenue commitments. Historically, we have acquired the substantial majority of our customers through this self-service model. As customers expand their usage of our platform, we expand our relationships with them to include business leaders within their organizations.
We supplement our self-service model with account executives and customer success managers aimed at engaging customers through a direct sales approach to expand usage and ensure satisfaction. To help increase our awareness in the enterprise, we have expanded our marketing efforts through programs like our Twilio Engage roadshow, where we seek to bring business leaders and developers together to discuss the future of customer engagement. We have developed products to support this effort as well, like the Twilio Enterprise Plan, which provides capabilities for advanced security, access management and granular administration. Our sales organization targets technical leaders and business leaders who are seeking to leverage software to drive superior customer engagement and competitive differentiation. As we educate these leaders on the benefits of developing applications incorporating our products to differentiate their business, they often consult with their developers regarding implementation. We believe that developers are often advocates for our products as a result of our developer-focused approach. Our sales organization includes sales development, inside sales, field sales, specialty sales and sales engineering personnel.
When potential customers do not have the available developer resources to build their own applications, we refer them to either our technology partners who embed our products in the solutions that they sell to other businesses (such as contact centers and sales force and marketing automation), or our professional services team or outside consulting partners who provide consulting and development services for organizations that have limited software development expertise to build our platform into their software applications.
As of December 31, 2021, we had 3,661 employees in our sales and marketing organization.
Customer Support
We have designed our products and platform to be self-service and to require minimal customer support. To enable this, we provide all of our users with helper libraries, comprehensive documentation, how-tos and tutorials. We supplement and enhance these tools with the participation of our engaged developer community. In addition, we provide support options to address the individualized needs of our customers. All developers get free support and system status notifications. Our developers can also engage with the broader Twilio community to resolve issues.
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We also offer three paid tiers of support with increasing levels of availability and guaranteed response times. Our highest tier plan, intended for our largest customers, includes a dedicated support engineer, duty manager coverage and quarterly status reviews. Our support model is global, with 24x7 coverage and support offices located throughout the world, with our larger offices located in the U.S., Ireland, Colombia, India, and Singapore. We currently derive an insignificant amount of revenue from fees for customer support.
We also offer professional services which provide in-depth, hands-on, fee-based packages of advisory, software architecture, integration and coding services to existing and prospective customers and partners to optimize their use of the Twilio platform. Our goal is to help our customers achieve business results faster. Offerings include services for implementing contact center solutions, email implementation and deliverability, customer data platform design, and configuration and integration of communications capabilities.
Competition
The market for cloud communication platforms is rapidly evolving and increasingly competitive. We believe that the principal competitive factors in our market are:
completeness of offering;
credibility with developers;
global reach;
ease of integration and programmability;
product features;
platform scalability, reliability, security and performance;
brand awareness and reputation;
the strength of sales and marketing efforts;
customer support; and,
the cost of deploying and using our products.
We believe that we compete favorably on the basis of the factors listed above. We believe that none of our competitors currently competes directly with us across all of our product offerings.
Our competitors fall into four primary categories:
legacy on-premises vendors;
regional network service providers that offer limited developer functionality on top of their own physical infrastructure;
smaller software companies that compete with portions of our product line; and,
SaaS companies and cloud platform vendors that offer prepackaged applications and platforms.
Some of our competitors have greater financial, technical and other resources, greater name recognition, larger sales and marketing budgets and larger intellectual property portfolios. As a result, certain of our competitors may be able to respond more quickly and effectively than we can to new or changing opportunities, technologies, standards or customer requirements. In addition, some competitors may offer products or services that address one or a limited number of functions at lower prices, with greater depth than our products or in geographies where we do not operate. With the introduction of new products and services and new market entrants, we expect competition to intensify in the future. Moreover, as we expand the scope of our platform, we may face additional competition.
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Intellectual Property
We rely on a combination of patent, copyright, trademark and trade secret laws in the U.S. and other jurisdictions, as well as license agreements and other contractual protections, to protect our proprietary technology. We also rely on a number of registered and unregistered trademarks to protect our brand.
As of December 31, 2021, in the U.S., we had been issued 197 patents, which expire between 2029 and 2040. As of such date, we also had 36 issued patents in foreign jurisdictions, all of which are related to U.S. patents and patent applications. We have also filed various applications for protection of certain aspects of our intellectual property in the U.S. and internationally. In addition, as of December 31, 2021, we had 50 trademarks registered in the U.S. and 416 trademarks registered in foreign jurisdictions.
We further seek to protect our intellectual property rights by implementing a policy that requires our employees and independent contractors involved in development of intellectual property on our behalf to enter into agreements acknowledging that all works or other intellectual property generated or conceived by them on our behalf are our property, and assigning to us any rights, including intellectual property rights, that they may claim or otherwise have in those works or property, to the extent allowable under applicable law.
Despite our efforts to protect our technology and proprietary rights through intellectual property rights, licenses and other contractual protections, unauthorized parties may still copy or otherwise obtain and use our software and other technology. In addition, we intend to continue to expand our international operations, and effective intellectual property, copyright, trademark and trade secret protection may not be available or may be limited in foreign countries. Any significant impairment of our intellectual property rights could harm our business or our ability to compete. Further, companies in the communications and technology industries may own large numbers of patents, copyrights and trademarks and may frequently threaten litigation, or file suit against us based on allegations of infringement or other violations of intellectual property rights. We currently are subject to, and expect to face in the future, allegations that we have infringed the intellectual property rights of third parties, including our competitors and non-practicing entities.
Regulatory
We are subject to a number of U.S. federal and state and foreign laws and regulations that involve matters central to our business. These laws and regulations may involve privacy, data protection, intellectual property, competition, telecommunications, broadband, Voice over Internet Protocol (“VoIP”), consumer protection, export taxation or other subjects. Many of the laws and regulations to which we are subject are still evolving and being tested in courts and by regulatory authorities and could be interpreted in ways that could harm our business. In addition, the application and interpretation of these laws and regulations often are uncertain, particularly in the new and rapidly evolving industry in which we operate. Because U.S., federal, state and foreign laws and regulations have continued to develop and evolve rapidly, it is possible that we or our products or our platform may not be, or may not have been, compliant with each such applicable law or regulation.

For example, the General Data Protection Regulation (“GDPR”) and the United Kingdom’s GDPR (“UK GDPR”) impose strict requirements for processing the personal information of individuals located, respectively within the European Economic Area (“EEA”) and the United Kingdom (“UK”). Noncompliance with the GDPR and UK GDPR can result in, for example, bans on data processing and fines of up to the greater of 20 million euros (£17.5 million for the UK GDPR) or 4% of annual global revenue. Further, individuals may initiate litigation related to our processing of their personal information. Given the breadth and depth of changes in data protection obligations, meeting the requirements of GDPR has required significant time and resources, including a review of our technology and systems currently in use against the requirements of GDPR. Our actual or perceived failure to comply with laws, regulations or contractual commitments regarding privacy, data protection and data security could lead to costly legal action, adverse publicity, significant liability and decreased demand for our services, which could adversely affect our business, results of operations and financial condition.
In addition, laws such as the Telephone Consumer Protection Act of 1991 (“TCPA”), restrict telemarketing and the use of automatic SMS text messages without explicit customer consent. The scope and interpretation of the laws that are or may be applicable to the delivery of text messages are continuously evolving and developing. If we do not comply with these laws or regulations, or if our customers fail to do so, we could face direct liability.
Compliance with these laws and regulations has not had, and is not expected to have, a material effect on our capital expenditures, results of operations and competitive position as compared to prior periods, and we do not currently anticipate material capital expenditures for environmental control facilities, of which we currently have none. For additional information
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about government regulation applicable to our business, see Part I, Item 1A, “Risk Factors” in this Annual Report on Form 10-K.
Corporate Information
Twilio Inc. was incorporated in Delaware in March 2008. Our principal executive offices are located at 101 Spear Street, FirstFifth Floor, San Francisco, California 94105, and our telephone number is (415) 390-2337. Our website address is www.twilio.com. Information contained on, or that can be accessed through, our website does not constitute part of this Annual Report on Form 10-K.
Twilio, the Twilio logo and other trademarks or service marks of Twilio appearing in this Annual Report on Form 10-K are the intellectual property of Twilio. Trade names, trademarks and service marks of other companies appearing in this Annual Report on Form 10-K are the intellectual property of their respective holders.
Information about Geographic Revenue
Information about geographic revenue is set forth in Note 1216 of our Notes to Consolidated Financial Statements included in Part II, Item 8, “Financial Statements and Supplementary Data” of this Annual Report on Form 10-K.
Available Information
Our filings are available to be viewed and downloaded free of charge through our investor relations website after we file them with the Securities and Exchange Commission (“SEC”). Our filings include our Annual Report on Form 10-K, Quarterly Reports on Form 10-Q, our Proxy Statement for our annual meeting of stockholders, Current Reports on Form 8-K and other filings with the SEC. Our investor relations website is located at http://investors.twilio.com. The SEC also maintains an Internet website that contains periodic and current reports, proxy statements and other information about issuers, like us, that file electronically with the SEC. The address of that website is www.sec.gov.
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We webcast our earnings calls and certain events we participate in or host with members of the investment community on our investor relations website. Additionally, we provide notifications of news or announcements regarding our financial performance, including SEC filings, investor events, press and earnings releases, and blogs as part of our investor relations website. Further corporate governance information, including our corporate governance guidelines and code of business conduct and ethics, is also available on our investor relations website under the heading “Governance.” The contents of our websites are not intended to be incorporated by reference into this Annual Report on Form 10-K or in any other report or document we file with the SEC, and any references to our websites are intended to be inactive textual references only.
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Item 1A. Risk Factors
Investing in our Class A common stock (“common stock”) involves a high degree of risk. A description of the risks and uncertainties associated with our business is set forth below. You should carefully consider the risks and uncertainties described below, together with all of the other information in this Annual Report on Form 10-K, including Part II, Item 7,the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our consolidated financial statements and related notes, appearing elsewherebefore making a decision to invest in this Annual Report on Form 10-K.our common stock. The risks and uncertainties described below may not be the only ones we face. If any of the risks actually occur, our business, financial condition, results of operations and prospectsfinancial condition could be materially and adversely affected. In that event, the market price of our Class A common stock could decline.decline, and you could lose part or all of your investment.
Risk Factor Summary
Our business operations are subject to numerous risks and uncertainties, including those outside of our control, that could cause our business, results of operations, and financial condition to be harmed, including risks regarding the following:
Risks Related to Our Business and Industry
the impact of macroeconomic uncertainties;
fluctuations in our quarterly results and our ability to meet securities analysts’ and investors’ expectations;
the effectiveness of actions taken to restructure our business in alignment with our strategic priorities;
our business unit reorganization and further changes to our business organization and reporting segments;
our ability to maintain and grow our relationships with existing customers such that they increase their usage of our platform;
our ability to attract new customers in a cost-effective manner;
our ability to increase adoption of our products by enterprises;
our ability to develop new products and enhancements that achieve market acceptance and adapt to changing technology and regulations, industry standards and interoperability requirements;
the evolution of the markets for our products;
our ability to effectively manage our growth;
our ability to compete effectively in intensely competitive markets;
our history of losses and uncertainty about our future profitability;
our ability to hire, integrate and retain highly skilled personnel;
our ability to maintain and enhance our brand and increase market awareness of our company and products;
disruptions or deterioration in quality of service and connectivity by third-party service providers;
failure to set optimal prices for our products;
our international operations;
our reliance on our largest customers to generate a significant amount of our revenue;
our ability to integrate and achieve the expected benefits of acquisitions, partnerships and investments;
Risks Related to Cybersecurity, Data Privacy and Intellectual Property
any breaches of our networks or systems, or those of Amazon Web Services (“AWS”) or our service providers;
our actual or perceived failure to comply with increasingly stringent laws, regulations and obligations relating to privacy, data protection and data security;
our ability to protect our intellectual property rights;
our use of open source software;
our reliance on third-party technology and intellectual property;
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our use of AI technologies in our platform and business;
Risks Related to Legal and Regulatory Matters
our ability to comply with telecommunications-related regulations, and the impact of future legislative or regulatory actions;
our ability to obtain or retain geographical, mobile, regional, local or toll-free numbers and to effectively process requests to port such numbers in a timely manner due to industry regulations;
federal and state legislation and international laws imposing obligations on the senders of commercial emails;
fraudulent or illegal usage of or activity relating to our products;
changes in laws and regulations related to the Internet or its infrastructure;
compliance with applicable laws and regulations, including export control, economic trade sanctions, and anti-corruption regulations;
standards imposed by private entities and inbox service providers that interfere with the effectiveness of our platform;
any legal proceedings or claims against us;
Risks Related to Financial and Accounting Matters
exposure to foreign currency exchange rate fluctuations;
our substantial indebtedness that may decrease our business flexibility;
our ability to obtain additional capital to support our business and its availability on acceptable terms;
the accuracy of our key metrics, and assumptions and estimates used to calculate them;
the accuracy of our estimates and judgments related to our critical accounting policies;
changes in accounting standards that may cause adverse financial reporting fluctuations;
the possibility that our goodwill or intangible assets could become impaired;
our failure to maintain an effective system of disclosure controls and internal control over financial reporting;
Risks Related to Tax Matters
our ability to use our net operating losses and certain other tax attributes to offset future taxable income and taxes;
additional tax liabilities or potentially adverse tax consequences on our global operations and structure;
changes in tax rules and regulations;
Risks Related to Ownership of Our Common Stock
volatility of the trading price of our common stock;
potential decline in the market price of our common stock due to substantial future sales of shares;
the possibility that we may not realize the anticipated long-term stockholder value of our share repurchase program;
securities or industry analysts changing their recommendations regarding our common stock;
anti-takeover provisions contained in our governing documents and the exclusive forum provision in our bylaws;
General Risks
the occurrence of natural catastrophic events and other events beyond our control; and
our initiatives, goals, commitments, and disclosures related to ESG matters.
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Risks Related to Our Business and Our Industry
The global COVID-19 pandemicGlobal economic and political conditions, including macroeconomic uncertainties, may continue to adversely impact our business, results of operations and financial condition.
Global economic and business activities continue to face widespread macroeconomic uncertainties, including changes in the labor market and supply chain disruptions, inflation and monetary supply shifts, volatility in the banking and financial services sectors, and recession risks, which may continue for an extended period. Additionally, the instability in the geopolitical environment in many parts of the world, including from the war in Ukraine and conflict in the Middle East, may continue to cause or exacerbate uncertain economic conditions. These macroeconomic conditions have resulted in, and may continue to result in, decreased business spending by our current and prospective customers and business partners, reduced demand for or usage of our products, lower renewal rates by our customers, longer or delayed sales cycles, including current and prospective customers delaying contract signing or contract renewals, reduced budgets or minimum commitments related to the products that we offer, or delays in customer payments or our ability to collect accounts receivable, all of which could have an adverse impact on our business, results of operations and financial condition.

The rapid spreadcurrent macroeconomic environment has constrained the budgets and financial resources of COVID-19 globallysome of our current and prospective customers, which has caused them to become more budget-conscious and to delay and/or reduce spending. Given that a majority of our revenue is usage-based and impacted by general consumer sentiment and activity, our business may be more immediately and severely impacted by adverse macroeconomic conditions than those that rely primarily on software-as-a-service (“SaaS”) subscription revenue. The current macroeconomic environment has caused certain of our Communications customers to reduce or terminate their usage of our products without notice or termination charges, which has negatively impacted, and, despite recent stabilization in usage volumes, may in the past disrupted,future negatively impact, our Communications revenue. Similarly, the current macroeconomic environment has caused certain of our Segment and other subscription-based customers to renegotiate existing contracts on less advantageous terms to us than those currently in place, reduce or limit their contract value, default on payments due on existing contracts, or fail to renew at the end of their current contract term, which has had, and may continue to disrupt, our day-to-day operations and the operations of our customers, partners and service providers for an indefinite period of time, including ashave, a result of changing public health recommendations, travel restrictions and limitations, the duration, spread and severity and potential recurrence of the virus and its variants, as well as the efficacy of vaccines and vaccine distribution and the timing and trajectory of the economic recovery, all of which could negatively impact our business and results of operations and financial condition. While the global economy is reopening in various parts of the world, some countries and locations are reinstating lockdowns and other restrictions that make a recovery difficult to predict. This may result in differing levels of demand for our products as the priorities, resources, financial conditions and economic outlook of our customers, partners and service providers change, which could adversely affect or increase the volatility of our financial results. Certain industries were initially more negatively impacted by COVID-19, while others were positively impacted. It has been and, until the COVID-19 pandemic is contained, will continue to be more difficult for us to forecast usage levels and predict revenue trends for the more adversely impacted industries. Any prolonged contractions in industries historically impacted by COVID-19, along with any effects on supply chain or on other industries in which our customers, partners and service providers operate, could adversely impact our business, results of operations and financial condition.

Additionally the COVID-19 pandemic has adversely affected global economic and market conditions, including causing labor shortages, supply chain disruptions and inflation, which are likely to continue for an extended period, and which could result in decreased business spending by our customers and prospective customers and business partners and third-party business partners, reduced demand for our solutions, lower renewal rates by our customers, longer or delayed sales cycles, including customers and prospective customers delaying contract signing or contract renewals, or reducing budgets or minimum commitments related to the product and services that we offer, all of which could have an adversenegative impact on our revenue. A prolonged economic slowdown could exacerbate these negative effects on revenue and revenue growth in both our Communications and Segment business operations and financial condition. Specifically, we often enter into annual or multi-year, minimum commitment arrangements with our customers. Ifunits. Additionally, when customers fail to pay us or reduce their spending with us, we may be adversely affected by an inability to collect amounts due, the costcosts of enforcing the terms of our contracts, including through litigation, and/or a reduction in revenue. The continuing pandemic could also resultFor example, in constrained supply or reduced customer demand and willingness to enter into or renew contracts with us, any of which could adversely impact our business, results of operations and overall financial performance in future periods. While we have developed and continue to develop plans to help mitigate the potential negative impact of the pandemic on our business, these efforts may not be effective, and a protracted economic downturn, including due to factors such as labor shortages, supply chain disruptions and inflation, may limit the effectivenessFebruary 2023, one of our mitigation efforts.customers, Oi SA, a Brazilian telecom company, initiated reorganization proceedings in a Brazilian bankruptcy court as well as a secondary proceeding under Chapter 15 in the United States and exposed us to risks on collections of pre-petition receivables and ongoing revenue.

In addition, as companies continue to support a fully remote workforce,Many of our customers are in industries that have been negatively impacted by recent macroeconomic conditions, including customers in social media, cryptocurrencies, retail and begin to adapt to hybrid work environments,e-commerce, consumer packaged goods, direct-to-consumer and as individuals increasingly utilize voice, video and messaging for their communication needs, there will be increased strain and demand for telecommunications infrastructure, including our voice, video and messaging products. Supporting increased demand will require us to make additional investments to increase network capacity, the availability of which may be limited. For example, if the data centers that we relyother industries dependent on for our cloud infrastructureconsumer spending, and the network service providers that we interconnect with are unable to keep up with capacity needs or if governmental or regulatory authorities determine to limit our bandwidth, customers may experience delays, interruptions or outages in service. From time to time, including during the COVID-19 pandemic, our data center suppliers and our network service providers have had some outages which resulted in disruptions to service for someconcentration of our customers. Such traffic management measures could result in customers experiencing delays, interruptions or outages in services. Any of these events could harm our reputation, erode customer trust, cause customers to stop using our products, impair our ability to increase revenue from existing customers, impair our ability to grow our customer base subject uswithin these industries could exacerbate the effects of weakening macroeconomic conditions on our business. For example, we have experienced declines in usage of our Communications products by customers in industries negatively impacted by macroeconomic conditions which, despite recent stabilization in usage volumes, could reoccur or worsen in the future. We have also generally experienced, and expect to continue to experience to varying degrees, longer sales cycles when engaging with current and potential customers in such industries. Our customers include many small and medium-sized businesses, which have been, and may continue to be, adversely affected by the macroeconomic conditions and uncertainties to a greater extent than larger enterprises with greater financial penalties and liabilities under our service level agreements and otherwise harmresources. If the effects of the current macroeconomic environment continue to adversely affect our business resultsand the businesses of operationsour current and financial condition.

To the extent that the COVID-19 pandemic harmsprospective customers, our business, results of operations and financial condition may continue to be harmed, and many of the other risks described in this “Risk Factors” section will be exacerbated.
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We have experienced rapid growthOur quarterly and expect our growth to continue, and if we fail to effectively manage our growth, then our business,annual results of operations and financial condition could be adversely affected.
We have experienced substantial growth in our business since inception. For example, our headcount has grown from 4,629 employees on December 31, 2020 to 7,867 employees on December 31, 2021. We have moved to a virtual on-boarding process since the imposition of COVID-19 restrictions on certain business activities. In addition, we are rapidly expanding our international operations. Our international headcount grew from 1,369 employees as of December 31, 2020 to 2,964 employees as of December 31, 2021. We expect to continue to expand our international operationsfluctuated in the future. We have also experienced significant growth in the number of customers, usage and amount of data that our platform and associated infrastructure support. This growth has placedpast and may continue to place significant demands on our corporate culture, operational infrastructure and management, particularly in light of virtual on-boarding.

We believe that our corporate culture has been a critical component of our success. We have invested substantial time and resources in building our team and nurturing our culture. As we expand our businessdo so in the U.S. and non-U.S. regions and mature asfuture. As a public company,result, we may find it difficult to maintain our corporate culture while managing this growth. In addition, the COVID-19 pandemic may have long-term effects on the nature of the office environment and remote working. Our employees generally continue to work from home as we continue a phased reopening of offices and, in February 2021, we announced a new Open Work hybrid work approach, under which most employees will have a choice about where and how they work. We face uncertainty as to whether Open Work, and any adjustments we may make to our model, will meet the needs and expectations of our workforce. Any failure to preserve the key aspects of our culture as we manage our anticipated growth and organizational changes could hurt our chance for future success, including our ability to recruit and retain employees, and effectively focus on and pursue our corporate objectives. This, in turn, could adversely affect our business, results of operations and financial condition.
In addition, as we have rapidly grown, our organizational structure has become more complex. In order to manage these increasing complexities, we will need to continue to scale and adapt our operational, financial and management controls, as well as our reporting systems and procedures. The expansion of our systems and infrastructure will require us to commit substantial financial, operational and management resources before our revenue increases and without any assurances that our revenue will increase.
Finally, if this growth continues, it could strain our ability to maintain reliable service levels for our customers. If we fail to achieve the necessary level of efficiency in our organization as we grow, then our business, results of operations and financial condition could be adversely affected.
Our quarterly results may fluctuate, and if we fail to meet securities analysts’ and investors’ expectations, thenwhich could cause the trading price of our Class A common stock and the value of your investment could decline substantially.to decline.
Our quarterly and annual results of operations including the levels of our revenue, cost of revenue, gross margin and operating expenses, have fluctuated from quarter to quarter in the past and may continue to vary significantlydo so in the future. These fluctuations are a result offuture due to a variety of factors, many of which are outside of our control,control. These fluctuations and the related impacts to any earnings guidance we may be difficultissue from time to predict and may or may not fully reflecttime could cause the underlying performance of our business. If our quarterly results of operations or forward-looking quarterly and annual financial guidance fall below the expectations of investors or securities analysts, then the trading price of our Class A common stock could decline substantially. Someto change significantly or experience declines. In addition to the other risks described in this “Risk Factors” section, some of the important factors that may causeresult in fluctuations to our results of operations to fluctuate from quarter to quarter include:
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the impact of COVID-19 on our customers, partners and service providers, our pace of hiring and the global economy in general;
our ability to retain and increase revenue from existing customers and attract new customers;
fluctuations in demand for, pricing of, or usage of, our products, including due to the effects of global macroeconomic conditions, competition, and differing levels of demand for our products based on changing customer priorities, resources, financial conditions and economic outlook;
general economic conditions, including a downturn or recession, rising inflation and interest rates, and geopolitical uncertainty and instability;
changes in the organization of our business units;
the amount and timing of revenue fromcosts, and any adverse effects associated with, our Active Customer Accounts;workforce reductions;
our ability to attract and retain enterprisesnew customers, obtain renewals from existing customers and international organizations ascross-sell or otherwise increase revenue from existing customers;
our ability to introduce new products and enhance existing products;
our ability to leverage more of our self-service capabilities for customers;
competition and the actions of our competitors, including pricing changes and the introduction of new technologies, products, services and geographies;
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changes in laws, industry standards, regulationssignificant security breaches or regulatory enforcement in the United Statesincidents impacting our platform, or internationally, such as the invalidation of the EU-U.S. Privacy Shield by the Court of Justice of the European Union, the implementation and enforcement of new global privacy laws, such as the General Data Protection Regulation (“GDPR”), the California Consumer Privacy Act of 2018 (“CCPA”) and Brazil's General Data Protection Law (Lei Geral de Proteção de Dados Pessoais) (Law No. 13,709/2018), and the adoption of SHAKEN/STIR and other robocalling prevention and anti-spam standards, all of which increase compliance costs;
changesinterruptions to the policies or practicesdelivery and use of third-party platforms, such as the Apple App Store and the Google Play Store, including with respect to Apple’s Identifier for Advertisers (IDFA), which helps advertisers assess the effectiveness of their advertising efforts, and with respect to transparency regarding data processing;
the number of new employee hires during a particular period;
changes in network service provider fees that we pay in connection with the delivery of communications on our platform;products;
changes in cloud infrastructure, network services and other third-party technology, including the fees that we pay in connection with the operation of our platform;
changes in our pricing as a result of our optimization efforts or otherwise;
reductions in pricing as a result of negotiations with our larger customers;charged by their providers;
the rate of expansion and productivity of our sales force, including our enterprise sales force, which has been a focus of our recent expansion efforts;
changes in the size and complexity of our customer relationships;force;
the length and complexity of the sales cycle for certain of our services, especially for sales to larger enterprises, government and regulated organizations;products or customers;
changechanges in the mix of products that our customers use during a particular period;
changeseasonal trends in consumer activity;
changes in the revenue mix or amount of U.S. and international products;products sold in the United States versus internationally;
the amount and timing of operating costs and capital expenditures related to the operations and expansion of our business, including investments in our international expansion, additional systems and processes and research and development of new products and services;
significant security breaches of, technical difficulties with, or interruptions to, the delivery and use of our products on our platform;business;
expenses in connection with mergers, acquisitions, dispositions, or other strategic transactions and the follow-on costs of integration;transactions;
the timing of customer payments and any difficulty in collectingour ability to collect accounts receivable from customers;
general economic conditions that may adversely affect a prospective customer’s ability or willingness to adopt our products, delay a prospective customer’s adoption decision, reduce the revenue that we generate from the use of our products or affect customer retention;
labor shortages, supply chain disruptions and risingincreases in inflation and our ability to control costs, including our operating expenses;
our ability to attractthe amount and retain qualifiedtiming of costs associated with recruiting, training and integrating new employees, and key personnel;retaining existing employees;
changes in foreign currency exchange rates and our ability to effectively hedge our foreign currency exposure;
extraordinary expenses such as litigation or other dispute-related settlement payments;
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changes in laws, industry standards and regulations that affect our business;
sales tax and other tax determinations by authorities in the jurisdictions in which we conduct business;
the impact of new accounting pronouncements; and
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fluctuations in stock-based compensation expense.expenses.
The occurrence of one or more of the foregoing and other factors may cause our results of operations to vary significantly. As such, we believe that quarter-to-quarter comparisons ofcomparing our operating results of operationson a period-to-period basis may not be meaningful and should not be relied upon as an indication of future performance. In addition, a significant percentage of our operating expenses is fixed in nature and is based on forecasted revenue trends. Accordingly, in the event of a revenue shortfall, we may not be able to mitigate the negative impact on our net income (loss) and margins in the short term. If we fail to meet or exceed the expectations of investors or securities analysts, then the trading price of our Class A common stock could fall substantially, and we could face costly lawsuits, including securities class action suits.
Additionally, global pandemics such as COVID-19 as well as certain large scale events, such as major elections and sporting events, can significantly impact usage levels on our platform,suits, which, has, andin turn, could in the future, cause fluctuations in our results of operations. We expect that significantly increased usage of all communications platforms, including ours, during certain seasonal and one-time events could impact delivery and quality of our products during those events. We also tend to experience increased expenses in connection with the hosting of SIGNAL, which we plan to continue to host annually. Such annual and one-time events may cause fluctuations in our results of operations and may impact both our revenue and operating expenses.
If we are not able to maintain and enhance our brand and increase market awareness of our company and products, then our business, results of operations and financial condition may be adversely affected.
We believe that maintaining and enhancing the “Twilio” brand identity and increasing market awareness of our company and products, particularly among developers, is critical to achieving widespread acceptance of our platform, to strengthen our relationships with our existing customers and to our ability to attract new customers. The successful promotion of our brand will depend largely on our continued marketing efforts, our ability to continue to offer high quality products, and our ability to successfully differentiate our products and platform from competing products and services. Our brand promotion and thought leadership activities may not be successful or yield increased revenue. In addition, independent industry analysts often provide reviews of our products and competing products and services, which may significantly influence the perception of our products in the marketplace. If these reviews are negative or not as strong as reviews of our competitors’ products and services, then our brand may be harmed.
From time to time, our customers have complained about our products, such as complaints about our pricing and customer support. If we do not handle customer complaints effectively, then our brand and reputation may suffer, our customers may lose confidence in us and they may reduce or cease their use of our products. In addition, many of our customers post and discuss on social media about Internet-based products and services, including our products and platform. Our success depends, in part, on our ability to generate positive customer feedback and minimize negative feedback on social media channels where existing and potential customers seek and share information. If actions we take or changes we make to our products or platform upset these customers, then their online commentary could negatively affect our brand, reputation and customer trust. Complaints or negative publicity about us, our products or our platform could adversely impact our ability to attract and retain customers, and otherwise harm our business, results of operations and financial condition.
The promotion ofActions that we are taking to restructure our brand also requires us to make substantial expenditures, and we anticipate that these expenditures will increase asbusiness in alignment with our market becomes more competitive and as we expand into new markets. To the extent that these activities increase revenue, this revenue stillstrategic priorities may not be enoughas effective as anticipated.
In December 2023, we reduced our workforce by approximately 5%, after reducing our workforce by approximately 11% and approximately 17% in September 2022 and February 2023, respectively. While our reductions in force and other efforts to offsetrestructure our business were designed to streamline operations, reduce operating costs, improve operating margins, and realign our selling capacity, we may encounter challenges in the increased expensesexecution of these efforts that could prevent us from recognizing the intended benefits of such efforts or otherwise adversely affect our business, results of operations and financial condition.
As a result of the reductions in force, we have incurred, and may continue to incur, additional costs in the short term, including butcash expenditures for employee transitions, notice period and severance payments, employee benefits and related facilitation costs, as well as non-cash expenditures related to vesting of share-based awards. These additional cash and non-cash expenditures could have the effect of reducing our operating margins. Our reductions in force may result in unintended consequences, including employee attrition beyond our intended reduction in force; damage to our corporate culture and decreased employee morale among our remaining employees; diversion of management attention; damage to our reputation as an employer, which could make it more difficult for us to hire new employees in the future; and the loss of institutional knowledge and expertise of departing employees. If we experience any of these adverse consequences, our reductions in force and other restructuring efforts may not limitedachieve or sustain their intended benefits, or the benefits, even if achieved, may not be adequate to meet our long-term profitability and operational expectations, which could adversely affect our business, results of operations and financial condition. In addition, our reductions in force and other restructuring efforts could lead us to fail to meet, or cause delays in meeting, our operational and growth targets. While positions have been eliminated, functions that they performed remain necessary to our operations, and we may be unsuccessful in effectively and efficiently distributing the duties and obligations of departed employees among our remaining employees. The reduction in our workforce could also prevent us from pursuing new opportunities and initiatives or require us to adjust our growth strategy. As part of our reductions in force, we have reduced the size of our sales force to drive further efficiencies in our sales operations. With a smaller workforce, we are relying more heavily on our self-service model to drive sales of our Communications products to customers that do not require direct account coverage. Our self-service capabilities may not be as successful as we anticipate, and similarly, our efforts to accelerate Segment sales may not be effective or may take longer than we expect to drive growth. If we experience any of these adverse consequences, our reductions in force and other restructuring efforts may not achieve or sustain their intended benefits, or the benefits, even if achieved, may not be adequate to meet our long-term profitability and operational expectations, which could adversely affect our business, results of operations and financial condition.
As we continue to identify areas of cost savings and operating efficiencies, we may consider implementing further measures to reduce operating costs and improve operating margins. We may not be successful in implementing such initiatives, including as a result of recent inflationary pressures.factors beyond our control. If we are unable to realize the anticipated savings and efficiencies from our reductions in force, other restructuring efforts and future strategic initiatives, our business, results of operations and financial condition could be harmed.
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The market forIn the first quarter of 2023, we reorganized our products and platform continues to evolve, and may decline or experience limited growth, and is dependent in part on developers continuing to adopt our platform and use our products.
We were founded in 2008,business into business units, and we have been developingsince adopted a two-segment reporting structure and providingfurther modified our business units and reporting segments. These changes may be disruptive to our business and may not have the desired effects.
In the first quarter of 2023, we reorganized our business into two business units—Communications and Data & Applications—to enable us to develop the organization and systems to successfully operate a cloud‑multi-product business and to better align our sales resources with customer and market opportunities. In addition, as the business units were created based platform that enables developerson how management views and organizationsevaluates our business, beginning with the quarter ended June 30, 2023, we changed our operating and reporting segment structure from one reportable segment to integrate voice, messaging, videotwo reportable segments and email communications capabilities into their software applications.revised our prior period presentation to conform to the new segments. In the fourth quarter of 2023, we modified the organization of our business units by moving Flex and Marketing Campaigns from Data & Applications to Communications, and we subsequently renamed Data & Applications to Segment.
Our business unit reorganization and changes in our segment reporting structure have required, and will continue to require, significant expenditures, allocation of valuable management resources, and significant demands on our operational and financial infrastructure. This market continues to evolve and is subjectcould lead to a number of risks, including: actual or perceived disruption of service or reduction in service standards to our customers; the failure to preserve adequate internal controls as we reorganize our general and uncertainties. We believeadministrative functions, including our information technology and financial reporting infrastructure; the failure to preserve partnership, sales and other important relationships and to resolve conflicts that may arise; loss of sales as we eliminate certain sales positions, reorganize our revenue currently constitutes a significant portionsales teams into business units, and improve and expand our use of self-service capabilities; failure to develop effective cross-selling motions between the businesses; failure of the total revenuebusiness units to drive efficiencies and leverage; diversion of management attention from ongoing business activities and core business objectives in this market,order to manage operational changes; and therefore,the failure to maintain our corporate culture, employee morale and productivity, and to retain highly skilled employees due to reductions in our workforce and changes in leadership structure. Because of these and other factors, we believe that our future successcannot predict whether we will depend in large part onrealize the growth, if any,purpose and evolution of this market. If developers and organizations do not recognize the need for andanticipated benefits of our productsbusiness reorganizations and platform, they may decide to adopt alternative productssegment reporting changes, and services to satisfy some portion of their business needs. In order to grow our businessany similar changes in the future, and extend our market position,if we intend to focus on educating developers and other potential customers about the benefits of our products and platform, expanding the functionality of our products and bringing new technologies to market to increase market acceptance and use of our platform. Our ability to expand the market that our products and platform address depends upon a number of factors, including the cost, performance and perceived value associated with such products and platform. The market for our products and platform could fail to grow significantly or there could be a reduction in demand for our products as a result of a lack of developer acceptance, technological challenges, competing products and services, decreases in spending by current and prospective customers, weakening economic conditions, including due to labor shortages, supply chain disruptions and inflationary pressures, and other causes. If our market doesdo not, experience significant growth or demand for our products decreases, then our business, results of operations and financial condition could be adversely affected.
Our actual or perceived failureWe are currently conducting an operational review of our Segment business, which we expect to comply with increasingly stringent laws, regulationscomplete in March 2024 and contractual obligations relating to privacy, data protection and data securitywhich could harm our reputation and subject us to significant fines and liability or loss of business.
We and our customers are subject to numerous domestic (for example, CCPA in California) and foreign (for example, the GDPR in the EU) privacy, data protection and data security laws and regulations that restrict the collection, use, disclosure and processing of personal information, including financial and health data. These laws and regulations are evolving, are being tested in courts, may result in increasing regulatory and public scrutiny of our practices relating to personal information and may increase our exposure to regulatory enforcement action, sanctions and litigation.
The CCPA imposes obligations on businesses to which it applies.These obligations include, but are not limited to, providing specific disclosures in privacy notices and affording California residents certain rights related to their personal information.The CCPA allows for statutory fines for noncompliance. In addition, it is anticipated that the California Privacy Rights Act of 2020 (“CPRA”), effective January 1, 2023, will expand the CCPA.Similar laws have been enacted or been proposed at the state and federal levels.For example, Virginia and Colorado have each passed laws similar to but different from the CPRA that take effect in 2023.If we become subject to new privacy, data protection and data security laws, the risk of enforcement action against us could increase because we may become subject to additional obligations, and the number of individuals or entities that can initiate actions against us may increase (including individuals, via a private right of action, and state actors).
Outside the United States, an increasing number of laws, regulations, and industry standards apply to privacy, data protection and data security.For example, the GDPR and the United Kingdom’s GDPR (“UK GDPR”) impose strict requirements for processing the personal information of individuals located, respectively within the European Economic Area (“EEA”) and the United Kingdom (“UK”). For example, under the GDPR, government regulators may impose temporary or definitive bans on data processing, as well as fines.Further, individuals may initiate litigation relatedfurther changes to our processing of their personal information. As another example,Segment business.
There is no guarantee that investors, analysts or the General Data Protection Law (Lei Geral de Proteção de Dados Pessoais,market will understand or “LGPD”) (Law No. 13,709/2018) may applyfavorably view the changes we make to our operations.The LGPD broadly regulates processing of personal information of individualsfinancial reporting in Brazil and imposes compliance obligations and penalties comparable to those of the GDPR.
Further, the interpretation and application of new domestic and foreign laws and regulations in many cases is uncertain, and our legal and regulatory obligations in such jurisdictions are subject to frequent and unexpected changes, including the potential for various regulatory or other governmental bodies to enact new or additional laws or regulations, to issue rulings that invalidate prior laws or regulations, or to increase penalties significantly.


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Similarly, with our registration as an interconnected VoIP providerconnection with the Federal Communications Commission (“FCC”), we also must comply with privacy laws associated with customer proprietary network information (“CPNI”) rules inshift from one to two segments or that any such changes will have the U.S. If we faildesired effect. Failure of investors or analysts to maintain compliance with these requirements, we could be subjectunderstand our revised segment reporting structure may negatively affect their ability to regulatory audits, civilunderstand our business and criminal penalties, fines and breach of contract claims, as well as reputational damage, which could impact the willingness of customers to do business with us.
In addition to our legal obligations, our contractual obligations relating to privacy, data protection and data security have become increasingly stringent due to changes in laws and regulations and the expansion of our offerings. Certain privacy, data protection and data security laws, such as the GDPR and the CCPA, require our customers to impose specific contractual restrictions on their service providers. In addition, we have begun to support customer workloads that involve the processing of protected health information and are required to sign business associate agreements (“BAAs”) with customers that subject us to the requirements under the U.S. Health Insurance Portability and Accountability Act of 1996 and the U.S. Health Information Technology for Economic and Clinical Health Act as well as state laws that govern health information.
Our actual or perceived failure to comply with laws, regulations or contractual commitments regarding privacy, data protection and data security could lead to costly legal action, adverse publicity, significant liability, and decreased demand for our services,operating results, which could adversely affect our stock price. In addition, we test for goodwill impairment at the reporting unit level and consider the difference between the fair value of a reporting unit and its carrying value when determining whether any impairment exists. There can be no assurance that changes to our segment reporting structure and business results of operations and financial condition.
As a cumulative example of these risks, becauseunits will not result in impairment charges in future periods, which could harm our primary data processing facilities are currently in the U.S., we have experienced hesitancy, reluctance, or refusal by European or multinational customers to continue to use our services due to the potential risk posed to such customers as a result of the Court of Justice July 2020 ruling in the “Schrems II” case, as well as related guidance from the European Data Protection Board. For example, absent appropriate safeguards or other circumstances, the GDPR and laws in Switzerland and the UK generally restrict the transfer of personal information to countries outside of the EEA, such as the United States, that the European Commission does not consider as providing an adequate level of privacy, data protection and data security. If we cannot implement a valid mechanism for cross-border data transfers, we may face increased exposure to regulatory actions, substantial fines, and injunctions against processing or transferring personal information from Europe or elsewhere.The inability to import personal information to the United States could significantly and negatively impact our business operations; limit our ability to collaborate with parties that are subject to data privacy and security laws; or require us to increase our personal information processing capabilities in Europe and/or elsewhere at significant expense. We and our customers are at risk of enforcement actions taken by an EU data protection authority during such time Twilio continues to require data transfers from the EEA for the provision of our services. While we are actively working to increase our data processing capabilities in Europe and other countries to limit or eliminate the need for data transfers out of the EEA, if we are unable to increase those capabilities quickly enough, and other valid solutions for personal information transfers to the United States or other countries are not available or are difficult to implement in the interim, we will likely face continuing reluctance from European and multinational customers to use our services and increased exposure to regulatory actions, substantial fines and injunctions against processing or transferring personal information from Europe.operating results.
Our business depends on customers increasing their use of our products, and a loss of customers or decline in their use of our products could adversely affect our business, results of operations and financial condition.

Our revenue grows as customers increase their usage of a product, extend their usage of a product to new applications or adopt a new product that we offer. The majority of our revenue is usage-based and our ability to grow and generate incremental revenue depends, in part, on our ability to maintain and grow our relationships with existing customers (including any customers acquired in connection with our acquisitions) and to have them increase their usage of our platform.products. If our customers do not increase their use of our products, then our revenue may decline and our results of operations may be harmed. Customers are charged based on the usageor grow at rates lower than expected. Most of our products. Most of ourusage-based customers do not have long-term contractual financial commitments to us and, therefore, most of our customers may reduce or cease their use of our products at any time without penalty or termination charges. Our subscription-based customers generally base their contract value on anticipated usage, and if their anticipated levels of usage are not met, they may reduce their contract value or choose not to renew their contract upon its expiration.
Customers may terminate or reduce their use of our products for any number of reasons, including if they are not satisfieddissatisfaction with our products or with the value proposition of our products, or our abilityinability to meet their needs and expectations, their use of competitors’ products, macroeconomic conditions, or due to the introductionreductions in their budgets. Additionally, prior instances of new competing products by competitors. For example, on February 26, 2021, a critical feature enablement service on our platform became overloaded, which resulted in connection issues across multiple productsdisruptions in our cloud communications platform that affected our customers for a limited number of hours. The service disruption had a widespread impact onimpacted our customers’ ability to use products on our platform for up to several ofhours at a time. Issues with our products. We incurredproducts have caused, and may in the future cause, us to incur certain costs associated with offering credits to our affected customers, but the overall impact was not material to our business. To protect our system from similar disruptionswhich have had, and in the near term, wefuture may have, significantly increasedan adverse impact on customer satisfaction and our server capacity and added additional caching layersability to accommodate usage spikes. We also have undertaken longer term improvements to mitigate against future service disruptions, but there can be no guarantee that these actionsretain or improvements will be effective in preventing or reducing such service disruptions.attract customers.
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Additionally, we believe our ability to provide customers with high-quality, effective customer support services at all stages of the process is a crucial component of maintaining customer satisfaction, generating increased customer usage of our products and ultimately retaining customers. If we are unable to effectively assist our customers, it could adversely affect our ability to retain existing customers and could disincentivize prospective customers from adopting our products. The resources we dedicate to customer service at a particular time may prove insufficient, such as in the event we are unable to respond quickly enough to accommodate short-term increases in demand for customer support. We cannotalso may be unable to modify the nature, scope and delivery of our customer support in order to compete with changes in the support services provided by our competitors. Our sales are highly dependent on our business reputation and on positive recommendations from our customers. If we are unable to provide high-quality customer support, or if there is a market perception that we do not maintain high-quality customer support, it could erode the trust of current and potential customers and adversely affect our reputation.
Customer usage of our products depends on factors generally outside of our control, including macroeconomic conditions, so it is difficult to accurately predict customers’ usage levels, and thelevels. The loss of customers or reductions in their usage levels of our products may each have a negative impact on our business, results of operations and financial condition and may cause ourcondition. Our Dollar-Based Net Expansion Rate has recently declined as compared to prior periods, and it may continue to decline in the future if customers are not satisfied with our products and related customer service experience, the value proposition of our products or our ability to meet their needs and expectations.expectations, or due to macroeconomic conditions or reductions in customers’ budgets. If a significant number of customers cease using, or reduce their usage of our products, including due to cost-saving measures in the face of macroeconomic uncertainty or changes in the competitive landscape, then we may be required to spend significantly more on sales and marketing than we currently plan to spendexpect in order to maintain or increase revenue from customers. Such additional sales and marketing expenditures could adversely affect our business, results of operations and financial condition.
If we are unable to attract new customers or sell additional products to our existing customers in a cost‑effectivecost-effective manner, then our business, results of operations and financial condition would be adversely affected.
In order toTo grow our business, we must continue to attract new customers in a cost-effective manner, increase revenue from existing customers, and increase gross profits, each of which depends in part on our ability to increase adoption and usage of our products, and successfully market new products, including products with higher gross margins, in a cost-effective manner. We use a variety of marketing channels to promote our products and platform, such as developer events and developer evangelism, as well as search engine marketing and optimization. We periodically adjust the mix of our other marketing programs such asoptimization, regional customer events, email campaigns, billboard advertising and public relations initiatives. If the costs of the marketing channels we use increase, dramatically, then we may choose to use alternative and less expensive channels, which may not be as effective as the channels we currently use. As we add to or change the mix of our marketing strategies, we may need to expand into more expensive channels than those we are currently in, which could adversely affect our business, results of operations and financial condition. We will incur marketing expenses before we are able to recognize any revenue that the marketing initiatives may generate, and these expenses may not result in increased revenue or brand awareness. We have made in the past, and may make in the future, significant expenditures and investments of time and resources in new marketing campaigns and sales motions, and we cannot guarantee that any such investments will lead to wider adoption of our products or to the cost-effective acquisition of additional customers. In addition, new products that we develop may require increasingly sophisticated and more costly sales efforts and result in a longer sales cycle. If we are unable to maintain effective marketing programs, then our ability to efficiently attract new customers could be adversely affected, and we may not be able to attract the number and types of new customers we are seeking. In addition, we are continuing to improve and expand our advertising and marketing expenses could increase substantially, anduse of self-service capabilities, particularly for our resultsCommunications API customers, which may not be as effective as we anticipate in driving adoption or increased usage of operations may suffer.
our products. If we do not develop enhancementsare unable to successfully increase adoption and usage of our existing and new products, or if our efforts to increase the usage of our products and introduce new products that achieve market acceptance,are more expensive or time-consuming than we expect, then our business, results of operations and financial condition couldwould be adversely affected.
If we are unable to increase adoption of our products by enterprises, our business, results of operations and financial condition may be adversely affected.
Historically, a majority of our revenue has been generated as a result of software developers adopting our Communications API products through our self-service model. Our ability to increase our customer base, especially among enterprises, and achieve broader market acceptance of our products will depend, in part, on our ability to effectively organize, focus and train our sales, marketing and other employees. Our ability to convince enterprises to adopt our products will depend, in part, on our ability to attract and retain sales employees with experience selling to enterprises. We believe that there is significant competition for experienced sales professionals with the skills and technical knowledge that we require. Even if we are successful in hiring qualified sales employees, new hires require significant training and experience before they achieve full productivity, particularly for sales efforts targeted at enterprises and new territories. Our recent hires and planned hires may not become as productive as quickly as we expect, and we may encounter difficulties or be unable to hire or retain sufficient numbers of qualified individuals in the future in the markets where we do business. Because we do not have a long history of targeting our sales efforts at enterprises, we cannot predict whether, or to what extent, our sales will increase as we organize and train our sales force or how long it will take for sales employees to become productive.
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As we seek to increase the adoption of our products by enterprises, including Segment and Engage, which are primarily aimed at complex customer data platform implementations at larger companies, we expect to incur higher costs and longer sales cycles. In the enterprise market segment, the decision to adopt our products may require the approval of multiple technical and business decision makers, including legal, security, compliance, procurement, operations and information technology (“IT”). In addition, while enterprise customers may quickly deploy our products on a limited basis, before they will commit to deploying our products at scale, they often require extensive education about our products and significant customer support time and also engage in protracted pricing and contract negotiations, which may be exacerbated by changing inflationary pressure and reduced IT budgets and may result in higher costs and longer sales cycles. In addition, sales cycles for enterprises are inherently more complex and less predictable than the sales through our self-service model, and some enterprise customers may not use our products enough to generate revenue that justifies the cost to obtain such customers. These complex and resource-intensive sales efforts could place additional strain on our product and engineering resources. Further, enterprises, including some of our existing customers, may choose to develop their own solutions that do not include our products. They may also demand reductions in pricing as their usage of our products increases, notwithstanding increased costs incurred by us to provide such products, which could have an adverse impact on our gross margin. Additionally, we have experienced, and may continue to experience, certain of our customers failing to renew their contracts with us, reducing or limiting their contract values, and engaging in longer sales cycles as these customers focus on general cost reductions in the face of macroeconomic uncertainty. As a result of our limited experience selling and marketing to enterprises, our efforts to sell to these potential customers may not be successful. If we are unable to increase the revenue that we derive from enterprises, then our business, results of operations and financial condition may be adversely affected.
Our future success depends, in part, on our ability to develop new products and product enhancements that achieve market acceptance, as well as adapt and respond effectively to rapidly changing technology and regulations, dynamic industry standards, and evolving interoperability requirements.
Our ability to attract new customers and increase revenue from existing customers depends in large part on our ability to enhance and improve our existing products increase adoption and usageto introduce compelling new products that reflect the changing nature of our productsmarkets, technology, industry standards, and introduce new products.customer needs and preferences. The success of any enhancements or new products we introduce depends on several factors, including timely completion, adequate quality testing, actual performance quality, market-accepted pricing levels and overall market acceptance. Enhancements and new products that we develop may not be introduced in a timely or cost-effective manner, may contain errors or defects, may require reworking features and capabilities, may have interoperability difficulties with our platform or other products or may not achieve the broad market acceptance necessary to generate significant revenue.revenue or increase our gross profits. Furthermore, our ability to increase the usage of our products depends, in part, on the development of new use cases for our products, which is typically driven by our developer community and may be outside of our control. We also have invested,
The markets for our products, including the market for communications in general and may continuecloud communications in particular, are subject to invest,rapid technological change, evolving industry standards, and changing regulations, as well as changing customer needs, requirements and preferences. These are all uncertain and we cannot predict the consequences, effects, or introduction of new, disruptive, emerging technologies or the manner and pace at which our markets develop over time, and our ability to compete in the acquisitionthese markets depends on predicting and adapting to these changing circumstances. The success of complementary businesses, technologies, services, productsour business will depend, in part, on our ability to adapt and other assets that expand the productsrespond effectively to these changes on a timely basis, and anticipating these factors requires that we can offer our customers. We may make theseallocate significant resources without any guarantee that any such investments without being certain that theyand efforts will result in initial or enhanced adoption of our products in the marketplace. For example, with the development of next-generation solutions that utilize new and advanced features, including AI and ML, we expect to commit significant resources to developing new products and enhancements incorporating AI and ML, and there is no guarantee that our investments and efforts will result in wider adoption of our products in the marketplace. If new technologies emerge that are able to deliver competitive products and services at lower prices, more efficiently, more conveniently or enhancementsmore securely or if new products are introduced into the market that will be accepted bycould render our existing or prospective customers. Ourproducts obsolete, such technologies and products could adversely impact our ability to generatecompete effectively and may lead to customers reducing or terminating their usage of additionalour products. For example, if user authentication practices evolve to reduce or eliminate the use of one-time passwords, our revenue could be adversely affected.
Additionally, the success of our existing products and any new products we introduce depends, in part, on our ability to integrate them with third-party products used by us or our customers. The providers of such third-party products may modify the features, functionality, pricing, and other terms and conditions with respect to such products in a manner adverse to us and to our customers that use such third-party products in connection with our products. If we are unable to maintain the integrations between our products and such third-party products, our ability to meet the needs and expectations of our current and prospective customers could be adversely affected, which could adversely affect our business. Our platform must integrate with and leverage a variety of infrastructure, network, hardware, mobile and software platforms and technologies, and we need to continuously modify and enhance our products and platform to adapt to changes and innovation in these technologies. For
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example, Apple, Google, Yahoo and other cell-phone operating system providers or inbox service providers have developed, and may in the future develop, new applications or functions intended to filter spam and unwanted phone calls, messages or emails. Third party platforms may also implement changes to their privacy policies or practices that may adversely impact us or our customers. In addition, our network service providers may adopt new filtering technologies in an effort to combat spam or robocalling. Such technologies may inadvertently filter desired messages or calls to or from our customers. If cell-phone operating system providers, network service providers, our customers or their end users adopt new software platforms or infrastructure, we may be required to develop new versions of our products to work with those new platforms or infrastructure. This development effort may require increasingly sophisticatedsignificant resources, which would adversely affect our business, results of operations and more costly sales effortsfinancial condition. Any failure of our products and resultplatform to operate effectively with evolving or new platforms and technologies could reduce the demand for our products. If we are unable to respond to these changes in a longer sales cycle. In addition, adoptioncost-effective manner, our products may become less marketable and less competitive or obsolete, and our business, results of new products or enhancements may put additional strain on our customer support team, whichoperations and financial condition could require us to make additional expenditures related to further hiring and training. be adversely affected.
If we are unable to successfully enhance our existing products to meet evolving customer requirements,and cost-effectively increase adoption and usage of our existing products, develop and drive adoption of new products, maintain integrations with third-party products, or if our efforts to increase the usage of our products are more expensive than we expect, thenanticipate and keep pace with changes in technology, customers’ needs, customers’ expectations, and industry standards, our business, results of operations and financial condition would be adversely affected.
The markets for our products continue to evolve and may decline or experience limited growth.
The markets for our products continue to evolve, which makes our business and future prospects difficult to evaluate. If current and prospective customers do not recognize the need for and benefits of our products and platform, they may decide to adopt alternative products and services to satisfy some portion of their business needs. In order to grow our business and extend our market position, we intend to focus on educating developers and enterprises about the benefits of our products and platform, expanding and improving the functionality of our products and bringing new technologies to market to increase market acceptance and use of our platform. Our growth will depend, in part, on our ability to expand the markets that our products address. Our ability to do so depends upon a number of factors, including the cost, performance and perceived value associated with such products and platform. The markets for our products and platform could fail to grow significantly, or at all, or there could be a reduction in demand for our products as a result of any number of factors, including a lack of customer acceptance, technological challenges, competing products and services, decreases in spending by current and prospective customers, weakening macroeconomic conditions, and other causes. If these markets do not experience significant growth or demand for our products decreases, then our business, results of operations and financial condition could be adversely affected.
If we fail to effectively manage our growth, then our business, results of operations and financial condition could be adversely affected.
Although we cannot provide any assurance that our business will continue to grow at the same rate or at all in the future, we have experienced substantial growth in our business and operations in recent years, which has placed, and may continue to place, significant demands on our management and our operational and financial resources, especially as we continue to focus on improving our operating efficiency. Although we have conducted workforce reductions in the past, we may experience employee growth in the future. We have also experienced significant growth in the number of customers, usage and amount of data that our platform and associated infrastructure support. As a result of this growth, our organizational structure is becoming more complex as we improve our operational, financial and management controls as well as our reporting systems and procedures. The expansion of our systems and infrastructure, as well as the changes arising from our business reorganizations, has required, and will continue to require, us to commit substantial financial, operational, and technical resources. Our revenue may not increase as a result of our investments in these areas and, if revenue does increase, it may not increase enough to offset these investments, or it may take several periods before we begin to see the benefits of these investments. If we are unable to adequately manage our growth and other business changes in a manner that preserves the key aspects of our corporate culture, including as a result of our past reductions in force and the reorganization of our business, the quality and performance of our products may suffer, which could negatively affect our brand, reputation and ability to retain and attract customers and employees. Finally, if we are unable to maintain reliable service levels for our customers or if the level of efficiency in our organization suffers as we grow and transform our operating model, then our business, results of operations and financial condition could be adversely affected.

We continue to scale the capacity of, and enhance the capability and reliability of, our technical infrastructure to support increased activity on our platform. Any failure to maintain performance, reliability, security, integrity and availability of our products and infrastructure to the satisfaction of our customers may harm our reputation and our ability to retain existing customers or attract new customers. If we fail to efficiently scale and manage our infrastructure, or if our customers experience service disruptions or outages, our business, financial condition and operating results may be adversely impacted.
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The markets in which we participate isare intensely competitive, and if we do not compete effectively, our business, results of operations and financial condition could be harmed.
The marketmarkets for cloud communications isour products are rapidly evolving, significantly fragmented and highly competitive, with relatively low barriers to entry in some segments. The principal competitive factors in our market include completeness of offering, credibility with developers,customers, global reach, ease of integration and programmability, product features, platform scalability, reliability, deliverability, security and performance, brand awareness and reputation, the strength of sales and marketing efforts, customer support, as well asand the cost of deploying and using products. In our products. OurCommunications business, our competitors fall into four primary categories:
legacy on-premises vendors;
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are primarily (i) CPaaS companies that offer communications products and applications, (ii) other software companies that compete with portions of our communications product line, and (iii) regional network service providers that offer limited developer functionality on top of their own physical infrastructure;
smaller softwareinfrastructure. In our Segment business, our competitors are primarily (i) SaaS companies that compete with portions of our product line; and
software-as a-service (“SaaS”) companies and marketing cloud platform vendors that offer prepackagedbundled applications and platforms.

platforms, (ii) CRM and customer experience vendors and (iii) standalone customer data platform vendors.
Some of our competitors and potential competitors are larger and have greater name recognition, longer operating histories, more established customer relationships, larger budgets, lower operating costs, and significantly greater resources than we do. In addition, they have the operating flexibility to bundle competing products and services at little or no perceived incremental cost, including offering them at a lower price as part of a larger sales transaction. As a result, our competitors may be able to respond more quickly and effectively than we can to new or changing opportunities, technologies, standards, customer requirements or customer requirements. In addition, somechanging economic conditions. Our competitors may also offer products or services that address one or a limited number of functions at lower prices, with greater depth than our products or in different geographies. Our current and potential competitors may develop and market new products and services with comparable functionality to our products, and this could lead to us having to decrease prices in order to remain competitive. Customers utilize our products in many ways and use varying levels of functionality that our products offer or are capable of supporting or enabling within their applications. Customers that use many of the features of our products or use our products to support or enable core functionality for their applications may have difficulty or find it impractical to replace our products with a competitor’s products or services, while customers that use only limited functionality may be able to replace our products more easily with competitive offerings. Our customers also may choose to build some of the functionality our products provide or establish direct connectivity with network service providers, which may limit or eliminate their demand for our products.
With the introduction of new products and services and new market entrants, we expect competition to intensify in the future. In addition, some of our customers may choose to use our products and our competitors’ products at the same time. Further, customers and consumers may choose to adopt other forms of electronic communications or alternative communication platforms.

Moreover, asAs we expand the scope of our products, we may face additional competition and, in some cases, may find our products in competition with those of our customers, which could cause them to replace our products with competitive offerings. If one or more of our competitors were to merge or partner with another of our competitors or our suppliers, the change in the competitive landscape could also adversely affect our ability to compete effectively. For example, certain of our competitors have engaged in acquisition activity in 2021 and maywe expect that our competitors will continue to do soevaluate the acquisition of companies and technologies that could increase competition with our products in the future.In addition, some of our competitors have lower list prices than us, which may be attractive to certain customers even if those products have different or lesser functionality. If we are unable to maintain our current pricing due to competitive pressures, our margins will be reduced and our business, results of operations and financial condition would be adversely affected. In addition, pricingPricing pressures and increased competition generally could result in reduced revenue, reduced margins, increased losses or the failure of our products to achieve or maintain widespread market acceptance, any of which could harm our business, results of operations and financial condition.
Our business, results of operations and financial condition also depends, in part, on our ability to establish and maintain relationships through resellers, distributors, and strategic partners. A portion of our revenue is derived from sales made by these partners and any one of them may later decide to sell their own products or those of third parties that may be competitive with our products. A loss or reduction in sales of our products through these third-party intermediaries could adversely affect our revenue and other results of operations.
We have a history of losses and may not achieve or sustain profitability in the future.
We have incurred net losses in each year since our inception, including net losses of $949.9 million, $491.0 million$1.0 billion, $1.3 billion and $307.1$949.9 million in the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively. We had an accumulated deficit of $2.1$5.1 billion as of December 31, 2021.2023. We will need to generate and sustain increased revenue levels, and manage our operating expenses, in future periods to become profitable and achieve our stated profitability goals and, even if we do, we may not be able to maintain or increase our level of profitability. We expect to continue to expend substantial financial and other resources on, among other things:
investments in our engineering team,team; improvements in security and data protection,protection; the development of new products, features and functionality and enhancements to our platform;
sales and marketing, including the continued expansion of our direct sales organization and marketing programs, especially for enterprises and for organizations outside of the United States, and expanding our programs directed at increasing our brand awareness among current and new developers;
marketing; expansion of our operations and infrastructure, both domestically and internationally; and
general administration, including legal, accounting and other expenses related to being a public company.
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Our efforts to grow our business may be costliermore costly than we expect, and we may not be able to increase our revenue enough to offset our increasedassociated operating expenses. We may incur significant losses in the future for a number of reasons, including the other risks described herein, and unforeseen expenses, difficulties, complications and delays and other unknown events. If we are unable to achieve and sustain profitability, or if we incur significant losses, the value of our business and Class A common stock may significantly decrease.
If we are unable
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We depend largely on the continued services of highly skilled personnel, including our senior management and other key employees, and the inability to increase adoption of our products by enterprises,attract, integrate or retain such employees could adversely affect our business, results of operations and financial condition may be adversely affected.condition.
Historically, we have reliedOur future performance depends on the adoptioncontinued services and contributions of highly skilled personnel, including our senior management and other key employees, to execute on our business plan, to develop our products by software developers through our self-service model for a majority of our revenue. Our abilityand platform, to increase our customer base, especially among enterprises, and achieve broader market acceptance ofdeliver our products will depend, in part, on our ability to effectively organize, focus and train our sales and marketing employees.
Our ability to convince enterprises to adopt our products will depend, in part, on our abilitycustomers, to attract and retain sales employees with experience sellingcustomers and to enterprises.identify and pursue opportunities to expand our business. We believe that there is, significantand will continue to be, intense competition for highly skilled management, technical, sales and other employees with experience in our industry. In addition, we have conducted reductions in force and experienced sales professionalsand may continue to experience employee attrition, which could significantly delay or prevent the achievement of our business objectives, and any resulting influx of new employees may require us to expend time, attention and resources to recruit and retain employees, restructure parts of our organization and train and integrate new personnel. If we fail to effectively manage attrition, and to hire, integrate and adequately incentivize our personnel, our efficiency and ability to meet our operational and growth targets, as well as our corporate culture, employee morale, productivity and retention, could suffer, and our business and operating results would be adversely impacted.
Additionally, loss of services of senior management or other key employees could significantly delay or prevent the achievement of our development and strategic objectives. In January 2024, our co-founder, Jeff Lawson, resigned as Chief Executive Officer and as a member of our board of directors, and Khozema Shipchandler, our former President, Twilio Communications, was appointed as Chief Executive Officer and as a member of our board of directors. We will incur various expenses in connection with the skillstransition and technical knowledgewe may face challenges in connection with the transition, such as potential changes to our strategy, corporate culture, and other changes in our management structure or roles. Any of our executive officers may terminate employment with us at any time with no advance notice. We have experienced, and may continue to experience, high attrition among our senior management team and key employees. The replacement of any of our senior management or other key employees will involve significant time and costs, and any loss of services of any such key employee for any reason could significantly delay or prevent the achievement of our business objectives and could adversely affect our business, results of operations and financial condition.
The labor market for our business is subject to external factors that we require. Ourare beyond our control, including our industry’s highly competitive market for skilled workers and leaders. We must provide competitive compensation packages and a high-quality work environment to hire, retain and motivate employees. Volatility in, or the actual or perceived lack of performance of, our stock price may affect our ability to achieve significant revenue growthattract, motivate and retain key employees. In September 2022, February 2023 and December 2023, we implemented reductions in the future will depend, in part,force, which may have an impact on our ability to recruit, trainhire, retain and retain a sufficient number of experienced sales professionals, particularly those with experience selling to enterprises. In addition, even ifmotivate employees. If we are successful in hiringunable to retain and motivate our existing employees and attract qualified sales employees new hires require significant training and experience before they achieve full productivity, particularly for sales efforts targeted at enterprises and new territories. Our recent hires and planned hires may not become as productive as quickly as we expect, andto fill key positions, we may be unable to hire or retain sufficient numbers of qualified individuals inmanage our business effectively, including the future in the markets where we do business. Because we do not have a long history of targeting our sales efforts at enterprises, we cannot predict whether, or to what extent, our sales will increase as we organizedevelopment, marketing and train our sales force or how long it will take for sales employees to become productive.
As we seek to increase the adoptionsale of our products, by enterprises, including products like Flex, which is primarily aimed at complex contact center implementations at larger companies, we expect to incur higher costs and longer sales cycles. In the enterprise market segment, the decision to adoptcould adversely affect our products may require the approvalbusiness, results of multiple technical and business decision makers, including legal, security, compliance, procurement, operations and IT. In addition, while enterprise customers may quickly deploy our products on a limited basis, before they will commit to deploying our products at scale, they often require extensive education about our products and significant customer support time, engage in protracted pricing negotiations and seek to secure readily available development resources. In addition, sales cycles for enterprises are inherently more complex and less predictable than the sales through our self-service model, and some enterprise customers may not use our products enough to generate revenue that justifies the cost to obtain such customers. In addition, these complex and resource intensive sales efforts could place additional strain on our product and engineering resources. Further, enterprises, including some of our customers, may choose to develop their own solutions that do not include our products. They also may demand reductions in pricing as their usage of our products increases, which could have an adverse impact on our gross margin. As a result of our limited experience selling and marketing to enterprises, our efforts to sell to these potential customers may not be successful. financial condition.
If we are unablenot able to maintain and enhance our brand and increase the revenue that we derive from enterprises,market awareness of our company and products, then our business, results of operations and financial condition may be adversely affected.
If we are unableWe believe that maintaining and enhancing the “Twilio” brand identity and increasing market awareness of our company and products, particularly among developers and enterprises, is critical to expandachieving widespread acceptance of our platform, to strengthening our relationships with our existing technology partner customers and addto our ability to attract new technology partner customers, our business, results of operations and financial condition could be adversely affected.
We believe that the continued growthcustomers. The successful promotion of our business depends in part upon developingbrand will depend largely on our continued marketing efforts, our ability to continue to offer high-quality products, and expanding strategic relationships with technology partner customers. Technology partner customers embed our softwareability to successfully differentiate our products in their solutions, such as software applications for contact centers and sales forceplatform from competing products and marketing automation,services. Our brand promotion and then sell such solutions to other businesses. When potential customers dothought leadership activities may not havebe successful or yield increased revenue. In addition, independent industry analysts often provide reviews of our products and competing products and services, which may significantly influence the available developer resources to build their own applications, we refer them to either our technology partners who embedperception of our products in the solutions that they sell to other businessesmarketplace. If these reviews are negative or our consulting partners who provide consulting and development services for organizations that have limited software development expertise to build our platform into their software applications.
As partnot as strong as reviews of our growth strategy, we intend to expand our relationships with existing technology partner customerscompetitors’ products and add new technology partner customers. If we fail to expand our relationships with existing technology partner customers or establish relationships with new technology partner customers in a timely and cost-effective manner, or at all,services, then our business, results of operations and financial condition could be adversely affected. Additionally, even if we are successful at building these relationships but there are problems or issues with integrating our products into the solutions of these customers, our reputation and ability to grow our businessbrand may be harmed.
The promotion of our brand also requires us to make substantial expenditures, and we anticipate that these expenditures will increase as our markets become more competitive and as we expand into new markets. To the extent that these activities increase revenue, this revenue still may not be enough to offset the increased expenses we incur.
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To deliver our products, we rely on network service providers and internet service providers for our network service and connectivity, and disruption or deterioration in the quality of these services or changes in network service provider fees that we pay in connection with the delivery of communications on our platform could adversely affect our business, results of operations and financial condition.
We currently interconnect with fixed and mobile network service providers around the world to enable the use by our customers of our products over their networks. Although we are in the process of acquiring authorization in many countries for direct access to phone numbers and for the provision of voice and messaging services on the networks of fixed and mobile network service providers, we expect that we will continue to rely on network service providers for these services. Where we don'tdo not have direct access to phone numbers, our reliance on network service providers has reduced our operating flexibility, ability to make timely service changes and control quality of service. In addition, the fees that we are charged by network service providers may change daily or weekly whileand we do not typically change our customers’ pricing as rapidly.
At times, networkcan be subject to the imposition of additional fees, penalties, or other administrative or technical requirements, and even service providers have instituted additional feesinterruption, due to regulatory, competitive, or other industry related changes that increaseover which we have little to no control. We typically do not change our network costs. customers’ pricing as rapidly and, as a result, such fee increases could adversely affect our business and results of operations.
For example, in early 2020, arecent years, multiple major U.S. mobile carriercarriers have introduced a new Application to Person ("A2P")A2P SMS service offeringofferings that addsadded a new fee for A2P SMS messages delivered to itstheir respective subscribers, and, from time to time, other U.S. mobile carriers have added or are in the process of adding similar fees. While we have historically responded to these types of fee increases through a combination of further negotiating efforts with our network service providers, absorbing the increased costs or changing our pricespassing the fees through to customers, there is no guarantee that we will continue to be able to do sorespond in these ways in the future without a material negative impact to our business. In the case ofPassing these new carriers A2P SMS fees after a short phase-in period where we absorbed the fees, we began on May 1, 2021 to pass these fees directly through to our customers who are sending SMS messages to these carriers' subscribers. We expect that this will increasetypically has the effect of increasing our Communications revenue and cost of revenue, but willtypically does not impact the gross profit dollars received for sending these messages. However, mathematically this will havemessages and, as a result, has a negative impact on our gross margins. Additionally, our ability to respond to any new fees may be constrained if all network service providers in a particular market impose equivalent fee structures, if the magnitude of the fees is disproportionately large when compared to the underlying prices paid by our customers, or if the market conditions limit our ability to increase the price we charge our customers.
Furthermore, many of these network service providers do not have long-term committed contracts with us and may interrupt services or terminate their agreements with us without notice. If a significant portion of our network service providers stop providing us with access to their infrastructure, fail to provide these services to us on a cost-effective basis, cease operations, or otherwise terminate these services, the delay caused by qualifying and switching to other network service providers could be time consuming and costly and could adversely affect our business, results of operations and financial condition. Further, if problems occur with our network service providers, it may cause errors, service outages, or poor qualitypoor-quality communications withon our products, and we could encounter difficulty identifying the source of the problem. The occurrence of errors, service outages, or poor qualitypoor-quality communications on our products, whether caused by our platform or a network service provider, may result in the loss of our existing customers or the delay of adoption of our products by potential customers and may adversely affect our business, results of operations and financial condition.
Further, we sometimes access network services through intermediaries who have direct access to network service providers. Although we are in the process of securing direct connections with network service providers in many countries, we expect that we will continue to rely on intermediaries for these services.services for some period of time. These intermediaries sometimes have offerings that directly compete with our products and may stop providing services to us on a cost-effective basis. If a significant portion of these intermediaries stop providing services or stop providing services on a cost-effective basis, our business could be adversely affected.
We also interconnect with internet service providers around the world to enable the use of our email products by our customers, and we expect that we willto continue to rely on internet service providers for network connectivity going forward. Our reliance on internet service providers reduces our control over quality of service and exposes us to potential service outages and rate fluctuations. IfThe occurrence of poor-quality of service or service outages on our products may result in the loss of our existing customers or the delay of adoption of our products by potential customers and may adversely affect our business, results of operations and financial condition. Similarly, if a significant portion of our internet service providers stop providing us with access to their network infrastructure, fail to provide access on a cost-effective basis, cease operations, or otherwise terminate access, the delay caused by qualifying and switching to other internet service providers could be time consuming and costly and could adversely affect our business, results of operations, and financial condition.
Our future success depends in part on
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Failure to set optimal prices for our ability to drive the adoptionproducts could adversely impact our business, results of operations and financial condition.
For certain of our products, we primarily charge our customers based on their usage of such products. One of the challenges of this usage-based pricing model is the variability of the fees that we pay to network service providers over whose networks we transmit communications. Such network fees can vary daily or weekly and are affected by volume and other factors that may be outside of our control, and which are difficult to predict. This can result in us incurring increased costs that we may be unable or unwilling to pass through to our customers, which could adversely impact our business, results of operations and financial condition. If we elect to pass through increased fees to our customers, it could adversely affect our relationship with our customers and our customers may look for lower cost alternatives.
We adjust the pricing models for our products from time to time and expect that we will continue to do so. Many of our usage-based customers enter into contracts with negotiated pricing, and our subscription customers are also subject to negotiated pricing. As competitors introduce new products or services that compete with ours or reduce their prices, we may be unable to attract new customers or retain existing customers based on our historical pricing. If we are required or choose to reduce our prices, it could adversely affect our business, results of operations and financial condition.
Our international customers.operations expose us to risks inherent in global operations.
In the years ended December 31, 2021, 20202023, 2022 and 2019,2021, we derived 34%, 27%34% and 29%32% of our revenue respectively, from customer accounts located outside the United States.States, respectively. The future success of our business will depend, in part, on our ability to strategically maintain and expand our customer base worldwide. While we have been rapidly expanding our sales efforts internationally, our experience
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in selling our products outside of the United States is, and our ability to conduct business in local currencies in certain jurisdictions may be or is, limited. Furthermore, our developer-first business model may not be successful or have the same traction outside the United States. As a result, our investment in marketing our products to these potential customers may not be successful. If we are unable to increase the revenue that we derive from international customers, then our business, results of operations and financial condition may be adversely affected.
We are continuing to expand our international operations, which exposes us to significant risks.
We are continuing to expand our international operations to increase our revenue from customers outside of the United States as part of our growth strategy. Between December 31, 2020 and December 31, 2021, our international headcount grew from 1,369 employees to 2,964 employees. We expect to open additional international offices and hire employees to work at these offices in order to reach new customers and gain access to additional technical talent. Operating in international markets requires significant resources and management attention and will subjectsubjects us to regulatory, economic and political risks in addition to those we already face in the United States. Because of our limited experience with international operations or with developing and managing sales in international markets, our international expansion efforts may not be successful.
In addition, we will face risks in doing business internationally that could adversely affect our business, including:
any long–term impact from the United Kingdom’s withdrawal from the European Union, commonly referredinflation and actions taken by central banks to as Brexit, which formally took effect on January 31, 2020.In particular, any such long-term impact from Brexit on our business and operations will depend, in part, on the outcome of the U.K.'s continuing negotiations on a number of matters not definitively addressed in the UK-EU Trade and Cooperation Agreement and may require us to expend significant time and expense to make adjustments to our business and operations;counter inflation;
the difficulty of managing and staffing international operations and the increased operations, travel, infrastructure and legal compliance costs associated with servicing international customers and operating numerous international locations;
our ability to effectively price our products in competitive international markets;
new and different sources of competition or other changes to our current competitive landscape;
understanding and reconciling different technical standards, data privacy and telecommunications regulations, registration and certification requirements outside the United States, which could prevent customers from deploying our products or limit their usage;
our ability to comply with the GDPR and Brazil's General Data Protection Law (Lei Geral de Proteção de Dados Pessoais) (Law No. 13,709/2018), and laws, regulations and industry standards relating to data privacy, data protection, data localization and data security enacted in countries and other regions in which we operate or do business;
potentially greater difficulty collecting accounts receivable and longer payment cycles;
higher or more variable network service provider fees outside of the United States;
the need to adapt and localize our products and support for specific countries;
understanding, reconciling, and implementing technical controls to address, different technical standards, data privacy and telecommunications regulations, and registration and certification requirements outside the needUnited States, which could prevent customers from deploying our products or limit their usage;
our ability to offer customercomply with laws, regulations and industry standards relating to data privacy, data protection, data localization and data security, as well as sustainability and other ESG matters, enacted in countries and other regions in which we operate or do business, and the associated costs and management attention required to support in various languages;such compliance;
difficulties in understanding and complying with local laws, regulations and customs in non-U.S. jurisdictions;
compliance with export controls and economic sanctions regulations administered by U.S. and foreign governmental entities in jurisdictions in which we operate, including the Department of Commerce's Bureau of Industry and Security and the Treasury Department’s Office of Foreign Assets Control;
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compliance with various anti-bribery and anti-corruption laws such as the U.S. Foreign Corrupt Practices Act, as amended (“FCPA”) and United Kingdom Bribery Act of 2010;
changes in international trade policies, tariffs and other non-tariff barriers, such as quotas and local content rules;
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more limited protection for intellectual property rights in some countries;
adverse tax consequences;
fluctuations in currency exchange rates, which could increase the price of our products outside of the United States, increase the expenses of our international operations and expose us to foreign currency exchange rate risk;
currency control regulations, which might restrict or prohibit our conversion of other currencies into U.S. dollars;
restrictions on the transfer of funds;
deterioration of political relations between the United States and other countries;
the impact of natural disasters and public health epidemics or pandemics such as COVID-19 on employees, contingent workers, partners, travel and the global economy and the ability to operate freely and effectively in a region that may be fully or partially on lockdown; and
political or social unrest, or economic instability, conflict or war in a specific country or region in which we, our customers, partners or service providers operate, which could have an adverse impact on our operations in that location.the region or otherwise have a material impact on regional or global economies, any or all of which could adversely affect our business.
Also, due to costs from our international expansion effortsoperations and network service provider fees outside of the United States, which generally are higher than domestic rates, our Communications gross margin for international customers is typically lower than our Communications gross margin for domestic customers. As a result, our Communications gross margin has been, and may continue to be, adversely impacted and fluctuate as we expandby our operations and customer base worldwide.
international operations. Our failure to manage any of these risks successfully could harm our international operations, and adversely affect our business, results of operations and financial condition.
We currently generate significant revenue from our largest customers, and the loss or decline in revenue from any of these customers could harm our business, results of operations and financial condition.
In the years ended December 31, 2023, 2022 and 2021, our 10 largest Active Customer Accounts generated an aggregate of 10%, 12% and 11% of our revenue, respectively. If any of these customers, or other large customers, do not continue to use our products, use fewer of our products, or use our products in a more limited capacity, or not at all, our business, results of operations and financial condition could be adversely affected. Additionally, the usage of our products by customers that do not have long-term contracts with us may change between periods. Those with no long-term contract with us may reduce or fully terminate their usage of our products at any time without notice, penalty or termination charges, which may adversely impact our results of operations.
We may not realize potential benefits from our acquisitions, partnerships and investments because of difficulties related to integration, the achievement of synergies, and other challenges.
We have acquired and invested in businesses and technologies that are complementary to our business through acquisitions, partnerships or investments, and we expect to continue to selectively evaluate strategic opportunities in the future. There can be no assurances that our businesses can be combined in a manner that allows for the achievement of substantial benefits. Any integration process may require significant time and resources, and we may not be able to manage the process successfully as our ability to acquire and integrate larger or more complex companies, products, or technology in a successful manner is unproven. If we are not able to successfully integrate these acquired businesses with ours or pursue our customer and product strategy successfully, the anticipated benefits of such acquisitions may not be realized fully or may take longer than expected to be realized. Further, it is possible that there could be a loss of our key employees and customers, disruption of ongoing businesses or unexpected issues, higher than expected costs and an overall post-completion process that takes longer than originally anticipated. In addition, the following issues, among others, must be addressed in order to realize the anticipated benefits of our acquisitions, partnerships or investments:
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combining the acquired businesses’ corporate functions with our corporate functions;
combining acquired businesses with our existing business in a manner that permits us to achieve the synergies anticipated to result from such acquisitions, the failure of which would result in the anticipated benefits of our acquisitions not being realized in the time frame currently anticipated or at all;
maintaining existing agreements with customers, distributors, providers, talent and vendors and avoiding delays in entering into new agreements with prospective customers, distributors, providers, talent and vendors;
determining whether and how to address possible differences in corporate cultures and management philosophies;
integrating the companies’ compliance, administrative and IT infrastructure;
developing products and technology that allow value to be unlocked in the future;
evaluating and forecasting the financial impact of such acquisitions, partnerships and investments, including accounting charges; and
effecting potential actions that may be required in connection with obtaining regulatory approvals.
In addition, at times the attention of certain members of our management and resources may be focused on integration of the acquired businesses and diverted from day-to-day business operations, which may disrupt our ongoing business.
We have incurred, and may continue to incur, significant, nonrecurring costs in connection with our acquisitions, partnerships and investments and integrating our operations with those of the acquired businesses, including costs to maintain employee morale and to retain key employees. Management cannot ensure that the elimination of duplicative costs or the realization of other efficiencies will offset the transaction and integration costs in the near term or at all.

From time to time we may also divest or stop investing in certain businesses or products. For example, in the second quarter of 2023, we sold our Internet of Things assets and liabilities, and in the third quarter of 2023, we sold our ValueFirst business. The sale of a business or product may require us to restructure operations and/or terminate employees, and could expose us to unanticipated ongoing obligations and liabilities, including as a result of our indemnification obligations. Additionally, such transactions could disrupt our customer, supplier and/or employee relationships and divert management and our employees’ time and attention. During the pendency of a divestiture, we may be subject to risks related to a decline in the business, loss of employees, customers, or suppliers, and that the transaction may not close, which could have an adverse effect on the business to be divested and on us. Additionally, we may experience harm to our financial results, including loss of revenue, and we may not realize the expected benefits and cost savings of these actions and our operating results may be adversely impacted.
Risks Related to Cybersecurity, Data Privacy and Intellectual Property
Breaches of or incidents impacting our networks or systems, or those of AWS or our service providers, could degrade our ability to conduct our business, compromise the integrity of our products, platform and data, result in significant loss or unavailability of data and the theft of our intellectual property, damage our reputation, expose us to liability to third parties and require us to incur significant additional costs to maintain the security of our networks and data.
We depend upon our IT systems to conduct virtually all of our business operations, ranging from our internal operations and research and development activities to our marketing and sales efforts and communications with our customers and business partners. We have in the past and may in the future be subject to a variety of evolving threats, including but not limited to social-engineering attacks (including through phishing attacks), malicious code (such as viruses and worms), malware (including as a result of advanced persistent threat intrusions), denial-of-service attacks (such as credential stuffing), personnel misconduct or error, ransomware attacks, supply-chain attacks, software bugs, server malfunctions, software or hardware failures, loss or unavailability of data or other information technology assets, adware, telecommunications failures, earthquakes, fires, floods, natural disasters, and other similar threats.
Individuals or entities may attempt to penetrate the security of our platform, or of our network or systems, and to cause harm to our business operations, including by misappropriating our proprietary information or that of our customers, employees and business partners or to cause interruptions of our products and platform. In particular, cyberattacks and other malicious internet-based activity continue to increase in frequency and in magnitude generally, and cloud-based companies have been
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targeted in the past. In addition to threats from traditional computer hackers, malicious code, software vulnerabilities, supply chain attacks and vulnerabilities through our third-party partners, employees theft or misuse, password spraying, phishing, smishing, vishing, credential stuffing and denial-of-service attacks, we also face threats from sophisticated organized crime, nation-state, and nation-state supported actors who engage in attacks (including advanced persistent threat intrusions) that add to the risk to our systems (including those hosted on AWS or other cloud services), internal networks, our customers’ systems and the information that they store and process. Ransomware and cyber extortion attacks, including those perpetrated by organized criminal threat actors, nation-states, and nation-state-supported actors, are becoming increasingly prevalent and severe and can lead to significant interruptions in our operations, loss of data and income, reputational harm, and diversion of funds. Extortion payments may alleviate or reduce the negative impact of a ransomware attack, but we may be unwilling or unable to make such payments due to, for example, applicable laws or regulations prohibiting such payments. Because the techniques used to access, disrupt or sabotage devices, systems and networks change frequently and may not be recognized until launched against a target, we may be required to make further investments over time to protect data and infrastructure as cybersecurity threats develop, evolve and grow more complex over time. We may also be unable to anticipate these techniques, and we may not become aware in a timely manner of any security breach or incident, which could exacerbate any damage we experience.
Additionally, we depend upon our employees and contractors to appropriately handle confidential and sensitive data, including customer data, and to deploy our IT resources in a safe and secure manner that does not expose our network systems to security breaches or incidents or the loss, alteration, unavailability, or other unauthorized processing of data. We have been and expect to be subject to cybersecurity threats and incidents, including denial-of-service attacks, employee errors or individual attempts to gain unauthorized access to information systems. We also continue to incorporate AI solutions and features into our platform, which may result in security incidents or otherwise increase cybersecurity risks. Further, AI technologies may be used in connection with certain cybersecurity attacks, resulting in heightened risks of security breaches and incidents. Any data security incidents, including internal malfeasance or inadvertent disclosures by our employees or a third party’s fraudulent inducement of our employees to disclose information, unauthorized access or usage, the introduction of viruses or other malicious code or any other breach or incident or disruption of our platform, systems, or networks or those of our service providers, such as AWS, could result in loss, corruption, unavailability, or other unauthorized processing of confidential information, and any such event, or the perception that it has occurred, may result in damage to our reputation, erosion of customer trust, loss of customers, litigation, regulatory investigations, fines, penalties and other liabilities. For example, in June and August 2022, we became aware that threat actors had conducted sophisticated social engineering campaigns against some of our employees after having obtained employee names and cell phone numbers from unknown sources. The attack identified in August, which involved smishing text messages that purported to be from our IT department, resulted in the threat actor obtaining some of our employees’ credentials and access to certain data of approximately 209 customers out of our total customer base of approximately 270,000 at that time. We notified and worked with our affected customers. We also notified appropriate regulators and addressed their questions about the incident. We also took steps to remediate the incident, including enhancing our security training, improving our two factor authentication requirements, implementing additional layers of control within our VPN, reducing access to certain internal applications and tools, and increasing the refresh frequency for access to certain internal applications. Industry reports indicate that the threat actors also attacked other technology, telecommunication and cryptocurrency companies.
Furthermore, we are required to comply with laws and regulations that require us to maintain the security of personal information and we may have contractual and other legal obligations to notify customers, regulators, government agencies, impacted individuals or other relevant stakeholders of security breaches. Such disclosures are costly, and the disclosures or the failure to comply with such requirements could lead to adverse consequences. If we (or a third party upon whom we rely) experience a security incident or are perceived to have experienced a security incident, we may experience adverse consequences. These consequences may include: government enforcement actions and other actions or proceedings (for example, investigations, audits, and inspections), and related fines, penalties, required remedial actions, or other obligations and liabilities; additional reporting requirements and/or oversight; restrictions on processing or transferring data (including personal data); claims, demands, and litigation (including class claims); indemnification obligations; monetary fund diversions; interruptions in our operations (including availability of data); financial loss and other similar harms. Actual and perceived security incidents and attendant consequences could also lead to negative publicity and reputational harm, may cause our customers to lose confidence in the effectiveness of our security measures and require us to expend significant capital and other resources to respond to and/or mitigate the security incident. Accordingly, if our cybersecurity measures or those of AWS or our service providers fail to protect against unauthorized access, attacks (which may include sophisticated cyberattacks), or if our employees or contractors compromise or mishandle data, then our reputation, customer trust, business, results of operations and financial condition could be adversely affected.
While we maintain errors, omissions and cyber liability insurance policies covering certain security and privacy damages, we cannot be certain that our existing insurance coverage will continue to be available on acceptable terms or will be
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available, and in sufficient amounts, to cover the potentially significant losses that may result from a security incident or breach or that the insurer will not deny coverage as to any future claim.
Our actual or perceived failure to comply with increasingly stringent laws, regulations and contractual obligations relating to privacy, data protection and data security could harm our reputation and subject us to significant fines and liability or loss of business.
We and our customers are subject to numerous domestic (for example, the California Consumer Privacy Act of 2018 (“CCPA”)) and foreign (for example, the General Data Protection Regulation (“GDPR”) in the European Union (“EU”)) privacy, data protection and data security laws and regulations that restrict the collection, use, disclosure and processing of personal information, including financial and health data. These laws and regulations are expanding globally, evolving, are being tested in courts, may result in increasing regulatory and public scrutiny of our practices relating to personal information and may increase our exposure to regulatory enforcement action, sanctions and litigation. The breadth and depth of changes in data protection obligations has required significant time and resources, including a review of our technology and systems currently in use against the requirements of GDPR.
The CCPA (as amended by the California Privacy Rights Act of 2020) imposes obligations on businesses to which it applies. These obligations include, but are not limited to, providing specific disclosures in privacy notices and affording California residents (both consumers and employees) certain rights related to their personal information. The CCPA allows for statutory fines for noncompliance. Similar laws have been enacted or been proposed at the state and federal levels. For example, Connecticut, Utah, Virginia and Colorado have each passed laws similar to but different from the CCPA that took effect in 2023; Florida, Montana, Oregon and Texas have enacted similar legislation that becomes effective in 2024; Tennessee, Delaware, New Jersey and Iowa have passed such a law that will take effect in 2025; and Indiana has enacted similar legislation that will become effective in 2026. If we become subject to new privacy, data protection and data security laws, the risk of enforcement action against us could increase because we may become subject to additional obligations, and the number of individuals or entities that can initiate actions against us may increase, including individuals, via a private right of action, and state actors.
Outside the United States, an increasing number of laws, regulations, and industry standards apply to privacy, data protection and data security. For example, the GDPR, the United Kingdom’s Data Protection Act 2018 (“UK GDPR”) and the new Swiss Federal Act on Data Protection, impose strict requirements for processing the personal information of individuals protected by the legislation, whether their data is processed within or outside the European Economic Area (“EEA”), the United Kingdom (“UK”) and Switzerland, respectively (such jurisdictions, collectively, “Europe”). For example, the GDPR imposes significant requirements regarding the processing of individuals’ personal information, including in relation to transparency, lawfulness of processing, individuals’ privacy rights, compliant contracting, data minimization, data breach notification, data re-usage, data retention, security of processing and international data transfers. Under the GDPR and UK GDPR, government regulators may impose temporary or definitive bans on data processing or data transfers, require a company to delete data, as well as impose significant fines, potentially ranging up to 20 million Euros under the GDPR, 17.5 million GBP under the UK GDPR, or 4% of a company’s worldwide revenue, whichever is higher. Further, individuals may initiate compensation claims or litigation related to our processing of their personal information. Other privacy laws in Europe impose strict requirements around marketing communications and the deployment of cookies on users’ devices. As another example, Brazil’s General Data Protection Law (Lei Geral de Proteção de Dados Pessoais, or “LGPD”) (Law No. 13,709/2018) may apply to our operations. The LGPD broadly regulates processing of personal information of individuals in Brazil and imposes compliance obligations and penalties comparable to those of the GDPR. Additionally, we expect an increase in the regulation of the use of AI and ML in products and services. For example, in Europe, the proposed Artificial Intelligence Act (“AI Act”), once adopted, could impose onerous obligations related to the development, placing on the market and use of AI-related systems. We may have to change our business practices to comply with obligations under these or other new and evolving regimes.
Further, the interpretation and application of new domestic and foreign laws and regulations in many cases is uncertain, and our legal and regulatory obligations in such jurisdictions are subject to frequent and unexpected changes, including the potential for various regulatory or other governmental bodies to enact new or additional laws or regulations, to issue rulings that invalidate prior laws or regulations, or to increase penalties significantly. For example, the EU’s Digital Services Act, Digital Markets Act and Data Act recently entered into force. Also, the UK Parliament is currently debating the Data Protection and Digital Information (No. 2) Bill which, if enacted, will introduce certain changes to the UK’s data protection laws.
Similarly, with our registration as an interconnected VoIP provider for certain products with the Federal Communications Commission (“FCC”), we also must comply with privacy laws associated with customer proprietary network information rules in the United States. If we fail or are perceived to have failed to maintain compliance with these requirements,
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we could be subject to regulatory audits, civil and criminal penalties, fines and breach of contract claims, as well as reputational damage, which could impact the willingness of customers to do business with us.
In addition to our legal obligations, our contractual obligations relating to privacy, data protection and data security have become increasingly stringent due to changes in laws and regulations and the expansion of our offerings. Certain privacy, data protection and data security laws, such as the GDPR and the CCPA, require our customers to impose specific contractual restrictions on their service providers. In addition, we support customer workloads that involve the processing of protected health information and are required to sign business associate agreements with customers that subject us to requirements under the federal Health Insurance Portability and Accountability Act of 1996, as amended by the Health Information Technology for Economic and Clinical Health Act of 2009, as well as state laws that govern health information.
Our actual or perceived failure to comply with laws, regulations, contractual commitments, or other actual or asserted obligations, including certain industry standards, regarding privacy, data protection and data security could lead to costly legal action, adverse publicity, significant liability, inability to process data, and decreased demand for our services, which could adversely affect our business, results of operations and financial condition.
As a cumulative example of these risks, because our primary data processing facilities are in the United States, we have experienced hesitancy, reluctance, or refusal by European or multinational customers to continue to use our services due to the potential risks posed as a result of the Court of Justice’s July 2020 ruling in the “Schrems II” case, as well as related guidance from regulators and the recent enforcement action against Meta by the Irish Data Protection Commission. For example, absent appropriate safeguards or other circumstances, the GDPR and laws in Switzerland and the UK generally restrict the transfer of personal information to countries outside of the EEA, Switzerland and the UK such as the United States. On July 10, 2023, the European Commission adopted its adequacy decision for the EU-U.S. Data Privacy Framework. Based on this decision, personal information can flow from the EU to U.S. companies participating in the EU-U.S. Data Privacy Framework without having to put in place additional data protection safeguards. We are certified under the EU-U.S. Data Privacy Framework, the UK Extension to the EU-U.S. Data Privacy Framework, and the Swiss-U.S. Data Privacy Framework. If we cannot maintain a valid mechanism for cross-border data transfers, we and our customers may face increased exposure to regulatory actions, substantial fines, and injunctions against processing or transferring personal information from Europe or elsewhere. The inability to transfer personal information to the United States could significantly and negatively impact our business operations; limit our ability to collaborate with parties that are subject to data privacy and security laws; or require us to increase our personal information processing capabilities in Europe and/or elsewhere at significant expense. In addition, outside of Europe, other jurisdictions have proposed and enacted laws relating to cross-border data transfer or requiring personal information, or certain subcategories of personal information, to be stored in the jurisdiction of origin. If we are unable to increase our data processing capabilities and storage in Europe and other countries to limit or eliminate the need for data transfers out of Europe and other applicable countries quickly enough, and valid solutions for personal information transfers to the United States or other countries are not available or are difficult to implement in the interim, we will likely face continuing reluctance from European and multinational customers to use our services and increased exposure to regulatory actions, substantial fines and injunctions against processing or transferring personal information across borders.
Evolving laws, regulations, and other actual and asserted obligations relating to privacy, data protection, and data security, as well as any new or evolving obligations relating to the use of AI and ML technologies, could reduce demand for our platform, increase our costs, impair our ability to grow our business, or restrict our ability to store and process data or, in some cases, impact our ability to offer our service in some locations and may subject us to liability. Further, in view of new or modified federal, state or foreign laws and regulations, industry standards, contractual obligations and other actual and asserted obligations, or any changes in their interpretation, we may find it necessary or desirable to fundamentally change our business activities and practices or to expend significant resources to modify our practices and platform and otherwise adapt to these changes. We may be unable to make such changes and modifications in a commercially reasonable manner or at all, and our ability to develop new products and features could be limited.
We could incur substantial costs in protecting or defending our intellectual property rights, and any failure to protect our intellectual property could adversely affect our business, results of operations and financial condition.
Our success depends, in part, on our ability to protect our brand and the proprietary methods and technologies that we develop under patent and other intellectual property laws. We rely on a combination of patents, copyrights, trademarks, service marks, trade secret laws and other intellectual property laws, contractual provisions, and internal processes, procedures, and controls in an effort to establish, maintain, enforce, and protect our intellectual property and proprietary rights. However, the steps we take to protect our intellectual property may be inadequate. While we have been issued patents in the United States and other countries and have additional patent applications pending, we may be unable to obtain patent protection for the technology covered in our patent applications. In addition, any patents issued to us in the future may not provide us with
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competitive advantages or may be successfully challenged by third parties. Further, the laws of some countries do not protect intellectual property or proprietary rights to the same extent as the laws of the United States, and mechanisms for enforcement of such rights in some foreign countries may be inadequate. To the extent we expand our international activities, our exposure to unauthorized copying and use of our products and proprietary information may increase. Accordingly, despite our efforts, we may be unable to prevent third parties from infringing upon or misappropriating our technology and intellectual property.
We also rely, in part, on contractual confidentiality obligations we impose on our business partners, employees, consultants, advisors, customers and others in our efforts to protect our proprietary technology, processes and methods. These obligations may not effectively prevent unauthorized disclosure or use of our confidential information, and it may be possible for unauthorized parties to copy or access our software or other proprietary technology or information, or to develop similar products independently without us having an adequate remedy for unauthorized use or disclosure of our confidential information. In addition, others may independently discover our trade secrets and proprietary information, and in these cases, we may not be able to assert any trade secret rights against those parties.
We may be required to spend significant resources to monitor, enforce, maintain, and protect our intellectual property and proprietary rights. Litigation brought to protect and enforce our intellectual property or proprietary rights could be costly, time-consuming and distracting to management, result in a diversion of significant resources, or the narrowing or invalidation of portions of our intellectual property. Our efforts to enforce our intellectual property or proprietary rights may be met with defenses, counterclaims and countersuits attacking the validity and enforceability of such rights. Our failure to meaningfully protect our intellectual property and proprietary rights, could have an adverse effect on our business, results of operations and financial condition.
We have been sued and may, in the future, be sued by third parties for alleged infringement of their intellectual or other proprietary rights, which could adversely affect our business, results of operations and financial condition.
There is considerable patent and other intellectual property development activity in our industry. We may also introduce or acquire new products or technologies, including in areas where we historically have not participated, which could increase our exposure to intellectual property infringement claims brought by third parties. Our future success depends, in part, on not infringing the intellectual property or proprietary rights of others and we may be unaware of such rights that may cover some or all of our technology or intellectual property. We have from time to time been subject to claims that our products or platform and underlying technology are infringing upon third-party intellectual property or proprietary rights. We may be subject to such claims in the future and we may be found to be infringing upon such rights. Any claims or litigation could cause us to incur significant expenses (including settlement payments and costs associated with litigation) and, if successfully asserted against us, could require that we pay substantial damages or ongoing royalty payments, prevent us from offering our products, or require that we comply with other unfavorable terms.
Additionally, our agreements with customers and other third parties typically include indemnification or other provisions under which we agree to indemnify or are otherwise liable to them for losses suffered or incurred by them as a result of claims of intellectual property infringement. Although we typically limit our liability with respect to such obligations through such agreements, we may still incur substantial liability related to our indemnification obligations.
Regardless of the merits or ultimate outcome of any claims of infringement, misappropriation, or violation of intellectual or other proprietary rights that have been or may be brought against us or that we may bring against others, these types of claims, disputes, and lawsuits are time-consuming and expensive to resolve, divert management’s time and attention, and could harm our reputation. Litigation is inherently unpredictable and we cannot predict the timing, nature, controversy or outcome of disputes brought against us or assure you that the results of any of these actions will not have an adverse effect on our business, results of operations or financial condition.
Our use of open source software could negatively affect our ability to sell our products and subject us to possible litigation.
Our products and platform incorporate open source software, and we expect to continue to incorporate open source software in our products and platform in the future. Few of the licenses applicable to open source software have been interpreted by courts, and there is a risk that these licenses could be construed in a manner that could impose unanticipated conditions or restrictions on our ability to commercialize our products and platform. Although we have implemented policies to regulate the use and incorporation of open source software into our products and platform, we cannot be certain that we have not incorporated open source software in our products or platform in a manner that is inconsistent with such policies. If we fail to comply with open source licenses, we may be subject to certain requirements, including requirements that we offer our products that incorporate the open source software for no cost, that we make available the source code for any modifications or
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derivative works we create based upon, incorporating or using the open source software and that we license such modifications or derivative works under the terms of applicable open source licenses. If an author or other third party that distributes such open source software were to allege that we had not, or have not, complied with the terms and conditions of the license for such open source software, we could be required to incur significant legal expenses defending against such allegations and could be subject to significant damages, enjoined from generating revenue from customers using products that contained the open source software and required to comply with onerous conditions or restrictions on these products. In any of these events, we and our customers could be required to seek licenses from third parties in order to continue offering our products and platform and to re-engineer our products or platform or discontinue offering our products to customers in the event re-engineering cannot be accomplished on a timely basis. Any of the foregoing could require us to devote additional research and development resources to re-engineer our products or platform, damage our reputation, give rise to increased scrutiny regarding our use of open source software, result in customer dissatisfaction and may adversely affect our business, results of operations and financial condition.
We rely on technology and intellectual property of third parties, the loss of which could limit the functionality of our products and disrupt our business.
We use technology and intellectual property licensed from third parties in certain of our products and our platform, and we expect to license additional third-party technology and intellectual property in the future. Licensed technology and intellectual property may not continue to be available on commercially reasonable terms, or at all. The loss of the right to license and distribute third-party technology could limit the functionality of our products or platform and could require us to redesign our products or platform. In addition, if the third-party technology and intellectual property we use has errors, security vulnerabilities, or otherwise malfunctions, the functionality of our products and platform may be negatively impacted, our customers may experience reduced service levels, and our business may be adversely affected.
For example, we outsource a substantial majority of our cloud infrastructure to AWS, which hosts our products and platform. Our customers need to be able to reliably access our platform, without material interruption or degradation of performance. AWS runs its own platform that we access, and we are, therefore, vulnerable to service interruptions at AWS. We have experienced, and expect that we may experience interruptions, delays and outages in service and availability in the future due to a variety of factors, including infrastructure changes, human or software errors, website hosting disruptions and capacity constraints. Capacity constraints could be caused by a number of potential causes, including technical failures, natural disasters, public health epidemics or pandemics, fraud or security attacks. In addition, if our security, or that of AWS, is compromised, our products or platform become unavailable, or if our users are unable to use our products within a reasonable amount of time or at all, any one of which may be due to circumstances beyond our control, then our business, results of operations and financial condition could be adversely affected. In some instances, we may encounter difficulties or otherwise not be able to identify the cause or causes of these performance problems within a period of time acceptable to our customers. It may become increasingly difficult to maintain and improve our platform performance and to troubleshoot performance issues, especially during peak usage times, as our products become more complex and the usage of our products increases. To the extent that we do not effectively address capacity constraints, either through AWS or alternative providers of cloud infrastructure, or through other factors that may result in interruptions, delays and outages in service and availability of our products and/or services, our business, results of operations and financial condition may be adversely affected. In addition, if Amazon.com, Inc. (“Amazon”) requires that we comply with unfavorable terms in order to continue our use of AWS or if Amazon implements any changes in its service levels for AWS, the changes may adversely affect our ability to meet our customers’ requirements, result in negative publicity which could harm our reputation and brand and may adversely affect the usage of our platform.
The substantial majority of the services we use from AWS are for cloud-based reserve service capacity and, to a lesser extent, storage and other optimization offerings. AWS enables us to order and reserve service capacity in varying amounts and sizes distributed across multiple regions. We access AWS infrastructure through standard IP connectivity protocols. AWS provides us with computing and storage capacity pursuant to an agreement that continues until terminated by either party. AWS may terminate the agreement if we fail to cure a breach of the agreement within 30 days of our being notified of the breach and, in some cases, AWS may suspend the agreement immediately for cause upon notice. Although we expect that we could procure similar services from other third parties, if any of our arrangements with AWS are terminated, we could experience interruptions to our platform and encounter difficulties in our ability to make our products reliably accessible by customers, as well as delays and additional expenses in procuring, implementing, and transitioning to alternative cloud infrastructure services. Any of the above circumstances or events may harm our reputation, erode customer trust, cause customers to stop using or reduce their usage of our products, discourage customers from renewing their contracts, impair our ability to increase revenue from existing customers, impair our ability to grow our customer base, subject us to financial penalties and liabilities under our service level agreements and otherwise harm our business, results of operations and financial condition.
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The use of AI technologies in our platform and our business may not produce the desired benefits, and may result in increased liability, reputational harm, or other adverse consequences.
We continue to incorporate additional AI solutions and features into our platform and our business, including CustomerAI, and these solutions and features may become more important to our operations or to our future growth over time. We expect to rely on AI solutions and features to help drive future growth in our business, but there can be no assurance that we will realize the desired or anticipated benefits from AI. Our investments in AI solutions and features have and may continue to negatively impact our cost of revenue and gross margins, particularly for our Segment business, until we are able to increase revenue enough to offset these investments. We may also fail to properly implement or market our AI solutions and features. Our competitors or other third parties may incorporate AI into their products, offerings, and solutions more quickly or more successfully than us, which could impair our ability to compete effectively and adversely affect our results of operations. Our ability to effectively implement and market our AI solutions and features will depend, in part, on our ability to attract and retain employees with AI expertise, and we expect significant competition for professionals with the skills and technical knowledge that we will require. Additionally, our offerings based on AI may expose us to additional claims, demands and proceedings by private parties and regulatory authorities and subject us to legal liability as well as brand and reputational harm. For example, our business, financial condition and results of operations may be adversely affected if content or recommendations that AI solutions or features assist in producing are or are alleged to be deficient, inaccurate, or biased, or if such content, recommendations, solutions, or features or their development or deployment (including the collection, use, or other processing of data used to train or create such AI solutions or features) are found to have or alleged to have infringed upon or misappropriated third-party intellectual property rights or violated applicable laws, regulations, or other actual or asserted legal obligations to which we are or may become subject. The legal, regulatory, and policy environments around AI are evolving rapidly, and we may become subject to new and evolving legal and other obligations. These and other developments may require us to make significant changes to our use of AI, including by limiting or restricting our use of AI, and which may require us to make significant changes to our policies and practices, which may necessitate expenditure of significant time, expense, and other resources. AI also presents emerging ethical issues, and if our use of AI becomes controversial, we may experience brand or reputational harm.
Risks Related to Legal and Regulatory Matters
Certain of our products are subject to telecommunications‑relatedtelecommunications-related regulations, and future legislative or regulatory actions could adversely affect our business, results of operations and financial condition.
As a provider of communications products, we are subject to existing or potential FCC regulations relating to privacy, telecommunications, consumer protection and other requirements. In addition, the extension of telecommunications regulations to our non-interconnected VoIP services could result in additional federal and state regulatory obligations and taxes. We are also in discussions with certain jurisdictions regarding potential sales and other taxes for prior periods that we may owe. In the event any of these jurisdictions disagree with management’s assumptions and analysis, the assessment of our tax exposure could differ materially from management's current estimates, which may increase our costs of doing business and negatively affect the prices our customers pay for our services. If we do not comply with FCC rules and regulations, we could be subject to FCC enforcement actions, fines, loss of licenses and possibly restrictions on our ability to operate or offer certain of our products. For example, on January 25, 2023, we received a “cease-and-desist” letter from the FCC related to reported fraudulent traffic on our messaging platform. We subsequently removed the identified traffic. In response to written questions from the FCC, we sent a follow-up letter to the agency on February 10, 2023 detailing our fraud mitigation practices and various planned improvements to reduce future risks. There has been no further communication from the agency on this matter. Any enforcement action by the FCC, which may be a public process, would hurt our reputation in the industry, could erode customer trust, possibly impair our ability to sell our VoIP, other telecommunications products and/or other services to customers and could adversely affect our business, results of operations and financial condition.
Certain of our products are subject to a number of FCC regulations and laws that are administered by the FCC. Among others, we must comply (in whole or in part) with:
the Communications Act of 1934, as amended, which regulates communications services and the provision of such services;
the Telephone Consumer Protection Act, which limits the use of automatic dialing systems for calls and texts, artificial or prerecorded voice messages and fax machines;
the Communications Assistance for Law Enforcement Act, which requires covered entities to assist law enforcement in undertaking electronic surveillance;
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requirements to safeguard the privacy of certain customer information;
payment of annual FCC regulatory fees and contributions to FCC-administered funds based on our interstate and international revenues; and
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rules pertaining to access to our services by people with disabilities and contributions to the Telecommunications Relay Services fund.
In addition, Congress and the FCC are attempting to mitigate the scourgeprevalence of robocalls by requiring participation in a technical standard called SHAKEN/STIR,Signature-based Handling of Asserted Information Using toKENs (“SHAKEN”) and Secure Telephone Identity Revisited (“STIR”) (together, “SHAKEN/STIR”), which allows voice carriers to authenticate caller ID, prohibiting malicious spoofing. The FCC also has open proceedings relating to robocalls and robotexts. While we do not currently expect the FCC to require more than the robocall and robotexting measures that we have started to implement, if the FCC were to implement new regulations or requirements that limited the types of customers allowed to use our platform or overly burdensome requirements for our customers, those actions could limit the customers that we are able to serve.
Similarly, in May 2021, the Biden Administration issued an Executive Order requiring federal agencies to implement additional information technology security measures, including, among other things, requiring agencies to adopt multifactor authentication and encryption for data at rest and in transit to the maximum extent consistent with Federal records laws and other applicable laws. The National Institute of Standards and Technology issued a Secure Software Development Framework (SSDF) on September 30, 2021 and Software Supply Chain Security Guidance (incorporating the SSDF), on February 4, 2022, and on March 7, 2022, the Office of Management and Budget directed federal agencies to incorporate both documents into their software lifecycle and acquisitions practices. The Executive Order willalso may lead to the development of additional secure software development practices and/or criteria for a consumer software labeling program, the criteria which will reflect a baseline level of secure practices, for software that is developed and sold to the U.S. federal government. Software developers will be required to provide visibility into their software and make security data publicly available. Due to this Executive Order, federal agencies may require us to modify our cybersecurity practices and policies, thereby increasing our compliance costs. If we are unable to meet the requirements of the Executive Order, our ability to work with the U.S. government may be impaired and may result in a loss of revenue.
If we do not comply with any current or future rules or regulations that apply to our business, we could be subject to substantial fines and penalties, and we may have to restructure our offerings, exit certain markets or raise the price of our products. In addition, any uncertainty regarding whether particular regulations apply to our business, and how they apply, could increase our costs or limit our ability to grow.
As we continue to expand internationally, we have become subject to telecommunications laws and regulations in the foreign countries where we offer our products. Internationally, we currently offer our products in overmore than 180 countries.countries and territories.
Our international operations are subject to country-specific governmental regulation and related actions that have increased and will continue to increase our compliance costs or impact our products and platform or prevent us from offering or providing our products in certain countries. Moreover, the regulation of communications platform-as-a-service (“CPaaS”)CPaaS companies like us is continuing to evolve internationally and many existing regulations may not fully contemplate the CPaaS business model or how they fit into the communications regulatory framework. As a result, interpretation and enforcement of regulations often involve significant uncertainties. In many countries, including those in the European Union, a number of our products or services are subject to licensing and communications regulatory requirements which increases the level of scrutiny and enforcement by regulators. Future legislative, regulatory or judicial actions impacting CPaaS services could also increase the cost and complexity of compliance and expose us to liability. For example, in some countries, some or all of the services we offer are not considered regulated telecommunications services, while in other countries they are subject to telecommunications regulations, including but not limited to payment into universal service funds, licensing fees, provision of emergency services, provision of information to support emergency services and number portability. Specifically, the Australian Communications and Media Authority in 2019 issued a formal finding against several companies, including our Company, for failure to upload data into a centralized database for emergency services and, in the future, regulatory authorities in other jurisdictions in which we operate may also determine that we are a telecommunications company subject to similar regulations. Failure to comply with these regulations could result in our Company being issued remedial directions to undertake independent audits and implement effective systems, processes and practices to ensure compliance, significant fines or being prohibited from providing telecommunications services in a jurisdiction.
In addition, from time to time we implement Know-Your-Customer and/or Know-Your-Traffic related processes in the jurisdictions in which we operate, which may create friction for our customers, require management attention, and increase our compliance costs.
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Moreover, certain of our products may be used by customers located in countries where voice and other forms of IPInternet Protocol (“IP”) communications may be illegal or require special licensing or in countries on a U.S. embargo list. Even where our products are reportedly illegal or become illegal or where users are located in an embargoed country, users in those countries may be able to continue to use our products in those countries notwithstanding the illegality or embargo. We may be subject to penalties or governmental action if consumers continue to use our products in countries where it is illegal to do so or if we use a local partner to provide services in a country and the local partner does not comply with applicable governmental regulations. Any such penalties or governmental action may be costly and may harm our business and damage our brand and reputation. We may be required to incur additional expenses to meet applicable international regulatory requirements or be required to raise the prices of services, or restructure or discontinue those services if required by law or if we cannot or will not meet those requirements. Any of the foregoing could adversely affect our business, results of operations and financial condition.
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If we are unable to obtain or retain geographical, mobile, regional, local or tollfreetoll-free numbers, or to effectively process requests to port such numbers in a timely manner due to industry regulations, our business and results of operations may be adversely affected.
Our future success depends in part on our ability to obtain allocations of geographical, mobile, regional, local and toll-free direct inward dialing numbers or phone numbers as well as short codes and alphanumeric sender IDs (collectively, “Numbering Resources”) in the United States and foreign countries at a reasonable cost and without overly burdensome restrictions. Our ability to obtain allocations of, assign and retain Numbering Resources depends on factors outside of our control, such as applicable regulations, the practices of authorities that administer national numbering plans or of network service providers from whom we can provision Numbering Resources, such as offering these Numbering Resources with conditional minimum volume call level requirements, the cost of these Numbering Resources and the level of overall competitive demand for new Numbering Resources.
In addition, in order to obtain allocations of, assign and retain Numbering Resources in the EU or certain other regions, we are often required to be licensed by local telecommunications regulatory authorities, some of which have been increasingly monitoring and regulating the categories of Numbering Resources that are eligible for provisioning to our customers. We have obtained licenses and are in the process of obtaining licenses in various countries in which we do business, but in some countries, the regulatory regime around provisioning of Numbering Resources is unclear, subject to change over time, and sometimes may conflict from jurisdiction to jurisdiction. Furthermore, these regulations and governments’ approach to their enforcement, as well as our products and services, are still evolving and we may be unable to maintain compliance with applicable regulations, or enforce compliance by our customers, on a timely basis or without significant cost. Also, compliance with these types of regulation may require changes in products or business practices that result in reduced revenue. Due to our or our customers'customers’ assignment and/or use of Numbering Resources in certain countries in a manner that violates applicable rules and regulations, we have been subjected to government inquiries and audits, and may in the future be subject to significant penalties or further governmental action, and in extreme cases, may be precluded from doing business in that particular country. We have also been forced to reclaim Numbering Resources from our customers as a result of certain events of non-compliance. These reclamations result in loss of customers, loss of revenue, reputational harm, erosion of customer trust, and may also result in breach of contract claims, all of which could have an adverse effect on our business, results of operations and financial condition.
Due to their limited availability, there are certain popular area code prefixes that we generally cannot obtain. Our inability to acquire or retain Numbering Resources for our operations may make our voice and messaging products less attractive to potential customers in the affected local geographic areas. In addition, future growth in our customer base, together with growth in the customer bases of other providers of cloud communications, has increased, which increases our dependence on needing sufficiently large quantities of Numbering Resources. It may become increasingly difficult to source larger quantities of Numbering Resources as we scale and we may need to pay higher costs for Numbering Resources, and Numbering Resources may become subject to more stringent regulation or conditions of usage such as the registration and on-going compliance requirements discussed above.
Additionally, in some geographies, we support number portability, which allows our customers to transfer their existing phone numbers to us and thereby retain their existing phone numbers when subscribing to our voice and messaging products. Transferring existing numbers is a manual process that can take up to 15 business days or longer to complete. Any delay that we experience in transferring these numbers typically results from the fact that we depend on network service providers to transfer these numbers, a process that we do not control, and these network service providers may refuse or substantially delay the transfer of these numbers to us. Number portability is considered an important feature by many potential customers, and if we fail to reduce any related delays, then we may experience increased difficulty in acquiring new customers.
Any of the foregoing factors could adversely affect our business, results of operations and financial condition.
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If we fail to adapt and respond effectively to rapidly changing technology, evolving industry standards, changing regulations, and changing customer needs, requirements or preferences, our products may become less competitive.
The market for communications in general, and cloud communications in particular, is subject to rapid technological change, evolving industry standards, changing regulations, as well as changing customer needs, requirements and preferences. The success of our business will depend, in part, on our ability to adapt and respond effectively to these changes on a timely basis. If we are unable to develop new products that satisfy our customers and provide enhancements and new features for our existing products that keep pace with rapid technological and industry change, including but not limited to SHAKEN/STIR and applicable industry standards, our business, results of operations and financial condition could be adversely affected. If new technologies emerge that are able to deliver competitive products and services at lower prices, more efficiently, more conveniently or more securely, such technologies could adversely impact our ability to compete effectively.
Our platform must integrate with a variety of network, hardware, mobile and software platforms and technologies, and we need to continuously modify and enhance our products and platform to adapt to changes and innovation in these technologies. For example, Apple, Google and other cell-phone operating system providers or inbox service providers have developed and, may in the future develop, new applications or functions intended to filter spam and unwanted phone calls, messages or emails. Third party platforms may also implement changes to their privacy policies or practices that may impact us or our customers. In addition, our network service providers may adopt new filtering technologies in an effort to combat spam or robocalling. Such technologies may inadvertently filter desired messages or calls to or from our customers. If cell-phone operating system providers, network service providers, our customers or their end users adopt new software platforms or infrastructure, we may be required to develop new versions of our products to work with those new platforms or infrastructure. This development effort may require significant resources, which would adversely affect our business, results of operations and financial condition. Any failure of our products and platform to operate effectively with evolving or new platforms and technologies could reduce the demand for our products. If we are unable to respond to these changes in a cost-effective manner, our products may become less marketable and less competitive or obsolete, and our business, results of operations and financial condition could be adversely affected.
We substantially rely upon Amazon Web Services to operate our platform, and any disruption of or interference with our use of Amazon Web Services would adversely affect our business, results of operations and financial condition.
We outsource a substantial majority of our cloud infrastructure to Amazon Web Services (“AWS”), which hosts our products and platform. Our customers need to be able to access our platform at any time, without interruption or degradation of performance. AWS runs its own platform that we access, and we are, therefore, vulnerable to service interruptions at AWS. We have experienced, and expect that in the future we may experience interruptions, delays and outages in service and availability due to a variety of factors, including infrastructure changes, human or software errors, website hosting disruptions and capacity constraints. Capacity constraints could be due to a number of potential causes, including technical failures, natural disasters, pandemics such as COVID-19, fraud or security attacks. In addition, if our security, or that of AWS, is compromised, or our products or platform are unavailable or our users are unable to use our products within a reasonable amount of time or at all, then our business, results of operations and financial condition could be adversely affected. In some instances, we may not be able to identify the cause or causes of these performance problems within a period of time acceptable to our customers. It may become increasingly difficult to maintain and improve our platform performance, especially during peak usage times, as our products become more complex and the usage of our products increases. To the extent that we do not effectively address capacity constraints, either through AWS or alternative providers of cloud infrastructure, our business, results of operations and financial condition may be adversely affected. In addition, any changes in service levels from AWS may adversely affect our ability to meet our customers’ requirements, result in negative publicity which could harm our reputation and brand and may adversely affect the usage of our platform.
The substantial majority of the services we use from AWS are for cloud-based server capacity and, to a lesser extent, storage and other optimization offerings. AWS enables us to order and reserve server capacity in varying amounts and sizes distributed across multiple regions. We access AWS infrastructure through standard IP connectivity. AWS provides us with computing and storage capacity pursuant to an agreement that continues until terminated by either party. AWS may terminate the agreement for cause upon notice and upon our failure to cure a breach within 30 days from the date of such notification and may, in some cases, suspend the agreement immediately for cause upon notice. Although we expect that we could receive similar services from other third parties, if any of our arrangements with AWS are terminated, we could experience interruptions on our platform and in our ability to make our products available to customers, as well as delays and additional expenses in arranging alternative cloud infrastructure services.
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Any of the above circumstances or events may harm our reputation, erode customer trust, cause customers to stop using our products, impair our ability to increase revenue from existing customers, impair our ability to grow our customer base, subject us to financial penalties and liabilities under our service level agreements and otherwise harm our business, results of operations and financial condition.
We typically provide monthly uptime service level commitments of a minimum of 99.95% under our agreements with customers. If we fail to meet these contractual commitments, then our business, results of operations and financial condition could be adversely affected.
Our agreements with customers typically provide for service level commitments. If we suffer extended periods of downtime for our products or platform and we are unable to meet these commitments, then we are contractually obligated to provide a service credit, which is typically 10% of the customer’s amounts due for the month in question. For example, on February 26, 2021, a critical feature enablement service on our platform became overloaded, which resulted in connection issues across multiple products in our cloud communications platform that affected our customers for a limited number of hours. The service disruption had a widespread impact on our customers’ ability to use several of our products. We incurred certain costs associated with offering credits to our affected customers, but the overall impact was not material to our business. We may also ultimately lose or see reduced utilization of our products by one or more customers as a result of the outage. In addition, the performance and availability of AWS or other service providers that provide our cloud infrastructures is outside of our control and, therefore, we are not in full control of whether we meet our service level commitments. As a result, our business, results of operations and financial condition could be adversely affected if we suffer unscheduled downtime that exceeds the service level commitments we have made to our customers. Any extended service outages could adversely affect our business and reputation and erode customer trust.
Breaches of our networks or systems, or those of AWS or our service providers, could degrade our ability to conduct our business, compromise the integrity of our products, platform and data, result in significant data losses and the theft of our intellectual property, damage our reputation, expose us to liability to third parties and require us to incur significant additional costs to maintain the security of our networks and data.
We depend upon our IT systems to conduct virtually all of our business operations, ranging from our internal operations and research and development activities to our marketing and sales efforts and communications with our customers and business partners. We may be subject to a variety of evolving threats, including but not limited to social-engineering attacks (including through phishing attacks), malicious code (such as viruses and worms), malware (including as a result of advanced persistent threat intrusions), denial-of-service attacks (such as credential stuffing), personnel misconduct or error, ransomware attacks, supply-chain attacks, software bugs, server malfunctions, software or hardware failures, loss of data or other information technology assets, adware, telecommunications failures, earthquakes, fires, floods and other similar threats.
Individuals or entities may attempt to penetrate our network security, or that of our platform, and to cause harm to our business operations, including by misappropriating our proprietary information or that of our customers, employees and business partners or to cause interruptions of our products and platform. In particular, cyberattacks and other malicious internet-based activity continue to increase in frequency and in magnitude generally, and cloud-based companies have been targeted in the past. In addition to threats from traditional computer hackers, malicious code, software vulnerabilities, supply chain attacks and vulnerabilities through our third-party partners, employees theft or misuse, password spraying, phishing, credential stuffing and denial-of-service attacks, we also face threats from sophisticated organized crime, nation-state, and nation-state supported actors who engage in attacks (including advanced persistent threat intrusions) that add to the risk to our systems (including those hosted on AWS or other cloud services), internal networks, our customers’ systems and the information that they store and process. Ransomware and cyber extortion attacks, including those perpetrated by organized criminal threat actors, nation-states, and nation-state-supported actors, are becoming increasingly prevalent and severe and can lead to significant interruptions in our operations, loss of data and income, reputational harm, and diversion of funds.Extortion payments may alleviate or reduce the negative impact of a ransomware attack, but we may be unwilling or unable to make such payments due to, for example, applicable laws or regulations prohibiting such payments. The COVID-19 pandemic and our remote workforce also pose increased risks to our IT systems and data. While we devote significant financial and employee resources to implement and maintain security measures, because the techniques used by such individuals or entities to access, disrupt or sabotage devices, systems and networks change frequently and may not be recognized until launched against a target, we may be required to make further investments over time to protect data and infrastructure as cybersecurity threats develop, evolve and grow more complex over time. We may also be unable to anticipate these techniques, and we may not become aware in a timely manner of such a security breach, which could exacerbate any damage we experience. Additionally, we depend upon our employees and contractors to appropriately handle confidential and sensitive data, including customer data, and to deploy our IT resources in a safe and secure manner that does not expose our network systems to security breaches or the loss of data. We have been and expect to be subject to cybersecurity threats and incidents, including denial-of-service attacks, employee errors or individual attempts to gain unauthorized access to information systems. Any data security incidents, including internal malfeasance or inadvertent disclosures by our employees or a third party's fraudulent inducement of our employees to disclose
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information, unauthorized access or usage, virus or similar breach or disruption of us or our service providers, such as AWS, could result in loss of confidential information, damage to our reputation, erosion of customer trust, loss of customers, litigation, regulatory investigations, fines, penalties and other liabilities. For example, in 2020, SolarWinds Inc., one of our third party software service providers, was subject to a data security incident. We have completed our investigations of this incident and concluded that there was no adverse impact to us.
Furthermore, we are required to comply with laws and regulations that require us to maintain the security of personal information and we may have contractual and other legal obligations to notify customers or other relevant stakeholders of security breaches. Such disclosures are costly, and the disclosures or the failure to comply with such requirements could lead to adverse consequences. If we (or a third party upon whom we rely) experience a security incident or are perceived to have experienced a security incident, we may experience adverse consequences. These consequences may include: government enforcement actions (for example, investigations, fines, penalties, audits, and inspections); additional reporting requirements and/or oversight; restrictions on processing data (including personal data); litigation (including class claims); indemnification obligations; negative publicity; reputational harm; monetary fund diversions; interruptions in our operations (including availability of data); financial loss and other similar harms. Security incidents and attendant consequences could lead to negative publicity, may cause our customers to lose confidence in the effectiveness of our security measures and require us to expend significant capital and other resources to respond to and/or mitigate the security breach. Accordingly, if our cybersecurity measures or those of AWS or our service providers, fail to protect against unauthorized access, attacks (which may include sophisticated cyberattacks), compromise or the mishandling of data by our employees and contractors, then our reputation, customer trust, business, results of operations and financial condition could be adversely affected.
While we maintain errors, omissions and cyber liability insurance policies covering certain security and privacy damages, we cannot be certain that our existing insurance coverage will continue to be available on acceptable terms or will be available, and in sufficient amounts, to cover the potentially significant losses that may result from a security incident or breach or that the insurer will not deny coverage as to any future claim.
Defects or errors in our products could diminish demand for our products, harm our business and results of operations and subject us to liability.
Our customers use our products for important aspects of their businesses, and any errors, defects or disruptions to our products and any other performance problems with our products could damage our customers’ businesses and, in turn, hurt our brand and reputation and erode customer trust. We provide regular updates to our products, which have in the past contained, and may in the future contain, undetected errors, failures, vulnerabilities and bugs when first introduced or released. Real or perceived errors, failures or bugs in our products could result in negative publicity, loss of or delay in market acceptance of our platform, loss of competitive position, lower customer retention or claims by customers for losses sustained by them. In such an event, we may be required, or may choose, for customer relations or other reasons, to expend additional resources to help correct the problem. In addition, we may not carry insurance sufficient to compensate us for any losses that may result from claims arising from defects or disruptions in our products. As a result, our reputation and our brand could be harmed, and our business, results of operations and financial condition may be adversely affected.
We currently generate significant revenue from our largest customers, and the loss or decline in revenue from any of these customers could harm our business, results of operations and financial condition.
In the years ended December 31, 2021, 2020 and 2019, our 10 largest Active Customer Accounts generated an aggregate of 11%, 14% and 13% of our revenue, respectively. In the event that any of our large customers do not continue to use our products, use fewer of our products, or use our products in a more limited capacity, or not at all, our business, results of operations and financial condition could be adversely affected. Additionally, the usage of our products by customers that do not have long-term contracts with us may change between periods. Those with no long-term contract with us may reduce or fully terminate their usage of our products at any time without notice, penalty or termination charges, which may adversely impact our results of operations.
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If we are unable to develop and maintain successful relationships with consulting partners, our business, results of operations and financial condition could be adversely affected.
We believe that continued growth of our business depends in part upon identifying, developing and maintaining strategic relationships with consulting partners. As part of our growth strategy, we intend to further develop partnerships and specific solution areas with consulting partners. If we fail to establish these relationships in a timely and cost‑effective manner, or at all, then our business, results of operations and financial condition could be adversely affected. Additionally, even if we are successful at developing these relationships but there are problems or issues with the integrations or enterprises are not willing to purchase through consulting partners, our reputation and ability to grow our business may be adversely affected.
Any failure to offer high quality customer support may adversely affect our relationships with our customers and prospective customers, and adversely affect our business, results of operations and financial condition.
Many of our customers depend on our customer support team to assist them in deploying our products effectively to help them to resolve post‑deployment issues quickly and to provide ongoing support. If we do not devote sufficient resources or are otherwise unsuccessful in assisting our customers effectively, it could adversely affect our ability to retain existing customers and could prevent prospective customers from adopting our products. We may be unable to respond quickly enough to accommodate short‑term increases in demand for customer support. We also may be unable to modify the nature, scope and delivery of our customer support to compete with changes in the support services provided by our competitors. Increased demand for customer support, without corresponding revenue, could increase costs and adversely affect our business, results of operations and financial condition. Our sales are highly dependent on our business reputation and on positive recommendations from developers. Any failure to maintain high quality customer support, or a market perception that we do not maintain high quality customer support, could erode customer trust and adversely affect our reputation, business, results of operations and financial condition.
Failure to set optimal prices for our products could adversely impact our business, results of operations and financial condition.
For certain of our products, we primarily charge our customers based on their use of such products ("usage-based pricing"). One of the challenges to our usage-based pricing is that the fees that we pay to network service providers over whose networks we transmit communications can vary daily or weekly and are affected by volume and other factors that may be outside of our control and difficult to predict. This can result in us incurring increased costs that we may be unable or unwilling to pass through to our customers, which could adversely impact our business, results of operations and financial condition.
We expect that we may need to change our pricing from time to time. In the past, we have sometimes reduced our prices either for individual customers in connection with long‑term agreements or for a particular product. Further, as competitors introduce new products or services that compete with ours or reduce their prices, we may be unable to attract new customers or retain existing customers based on our historical pricing. As we expand internationally, we also must determine the appropriate price to enable us to compete effectively internationally. Moreover, enterprises, which are a primary focus for our direct sales efforts, may demand substantial price concessions. In addition, if the mix of products sold changes, including for a shift to IP‑based products, then we may need to, or choose to, revise our pricing. As a result, in the future we may be required or choose to reduce our prices or change our pricing model, which could adversely affect our business, results of operations and financial condition.
We have been sued and may, in the future, be sued by third parties for alleged infringement of their proprietary rights, which could adversely affect our business, results of operations and financial condition.
There is considerable patent and other intellectual property development activity in our industry. We may also introduce or acquire new products or technologies, including in areas where we historically have not participated, which could increase our exposure to third party intellectual property claims. Our future success depends, in part, on not infringing the intellectual property rights of others and we may be unaware of the intellectual property rights of others that may cover some or all of our technology. Our competitors or other third parties have claimed and may, in the future, claim that our products or platform and underlying technology are infringing upon their intellectual property rights, and we may be found to be infringing upon such rights. For example, Telesign Corporation (“Telesign”) sued us in 2015 and 2016 alleging that we infringed four U.S. patents. The patent infringement allegations in the lawsuits related to our two‑factor authentication use case, Authy, and an API tool to find information about a phone number. On October 19, 2018, a United States District Court in the Northern District of California entered judgment in our favor on all asserted claims, which was affirmed on appeal. We intend to vigorously defend ourselves against such lawsuits. During the course of these lawsuits, there may be announcements of the results of hearings and
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motions and other interim developments related to the litigation. If securities analysts or investors regard these announcements as negative, the trading price of our Class A common stock may decline.
Any claims or litigation could cause us to incur significant expenses and, if successfully asserted against us, could require that we pay substantial damages or ongoing royalty payments, prevent us from offering our products, or require that we comply with other unfavorable terms. We may also be obligated to indemnify our customers or business partners in connection with any such litigation and to obtain licenses or modify our products or platform, which could further exhaust our resources. Litigation is inherently uncertain and even if we were to prevail in the event of claims or litigation against us, any claim or litigation regarding intellectual property could be costly and time‑consuming and divert the attention of our management and other employees from our business. Patent infringement, trademark infringement, trade secret misappropriation and other intellectual property claims and proceedings brought against us, whether successful or not, could harm our brand, business, results of operations and financial condition.
Indemnity provisions in various agreements potentially expose us to substantial liability for data breach, intellectual property infringement and other losses.
Our agreements with customers and other third parties typically include indemnification or other provisions under which we agree to indemnify or otherwise be liable to them for losses suffered or incurred as a result of claims of intellectual property infringement, loss or exposure of confidential or sensitive data, damages caused by us to property or persons or other liabilities relating to or arising from our products or platform or other acts or omissions. The term of these contractual provisions often survives termination or expiration of the applicable agreement. Large indemnity payments or damage claims from contractual breach could harm our business, results of operations and financial condition. Although typically we contractually limit our liability with respect to such obligations, we may still incur substantial liability related to them. Any dispute with a customer with respect to such obligations could have adverse effects on our relationship with that customer and other current and prospective customers, demand for our products and adversely affect our business, results of operations and financial condition.
We could incur substantial costs in protecting or defending our intellectual property rights, and any failure to protect our intellectual property could adversely affect our business, results of operations and financial condition.
Our success depends, in part, on our ability to protect our brand and the proprietary methods and technologies that we develop under patent and other intellectual property laws in the U.S. and in non-U.S. jurisdictions so that we can prevent others from using our inventions and proprietary information. As of December 31, 2021, in the United States, we had been issued 197 patents, which expire between 2029 and 2040. As of such date, we also had 36 issued patents in non-U.S. jurisdictions, all of which are related to U.S. patents and patent applications. We have also filed various applications for protection of certain aspects of our intellectual property in the United States and internationally. There can be no assurance that additional patents will be issued or that any patents that have been issued or that may be issued in the future will provide significant protection for our intellectual property. As of December 31, 2021, we had 50 registered trademarks in the United States and 416 registered trademarks in non-U.S. jurisdictions. If we fail to protect our intellectual property rights adequately, our competitors might gain access to our technology and our business, results of operations and financial condition may be adversely affected.
There can be no assurance that the particular forms of intellectual property protection that we seek, including business decisions about when to file patent applications and trademark applications, will be adequate to protect our business. We could be required to spend significant resources to monitor and protect our intellectual property rights. Litigation has in the past, and may be necessary in the future, to enforce our intellectual property rights, determine the validity and scope of our proprietary rights or those of others, or defend against claims of infringement or invalidity. Such litigation could be costly, time‑consuming and distracting to management, result in a diversion of significant resources, the narrowing or invalidation of portions of our intellectual property and have an adverse effect on our business, results of operations and financial condition. Our efforts to enforce our intellectual property rights may be met with defenses, counterclaims and countersuits attacking the validity and enforceability of our intellectual property rights or alleging that we infringe the counterclaimant’s own intellectual property. Any of our patents, copyrights, trademarks or other intellectual property rights could be challenged by others or invalidated through administrative process or litigation.
We also rely, in part, on confidentiality agreements with our business partners, employees, consultants, advisors, customers and others in our efforts to protect our proprietary technology, processes and methods. These agreements may not effectively prevent disclosure of our confidential information, and it may be possible for unauthorized parties to copy our software or other proprietary technology or information, or to develop similar software independently without our having an adequate remedy for unauthorized use or disclosure of our confidential information. In addition, others may independently discover our trade secrets and proprietary information, and in these cases, we would not be able to assert any trade secret rights against those parties. Costly and time‑consuming litigation could be necessary to enforce and determine the scope of our
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proprietary rights, and failure to obtain or maintain trade secret protection could adversely affect our competitive business position.
In addition, the laws of some countries do not protect intellectual property and other proprietary rights to the same extent as the laws of the United States. To the extent we expand our international activities, whether through acquisitions, international product development, regulatory compliance of local data sovereignty, or improving our services (e.g. reducing latency or ensuring redundancy) our exposure to unauthorized copying, transfer and use of our proprietary technology or information may increase.
We cannot be certain that our means of protecting our intellectual property and proprietary rights will be adequate or that our competitors will not independently develop similar technology. If we fail to meaningfully protect our intellectual property and proprietary rights, our business, results of operations and financial condition could be adversely affected.
We may acquire or invest in companies, which may divert our management’s attention and result in debt or dilution to our stockholders. We may be unable to integrate acquired businesses and technologies successfully or achieve the expected benefits of such acquisitions or investments.
We actively evaluate and consider potential strategic transactions, including acquisitions of, or investments in, businesses, technologies, services, products and other assets in the future. For example, in November 2020, we acquired Segment for a total purchase price of $3.0 billion, of which approximately $2.5 billion represented the value of our Class A common stock issued at closing. The estimated transaction value of $3.2 billion, as previously announced, included certain shares of Class A common stock and assumed equity awards that are subject to future vesting. Accordingly, at closing, our stockholders incurred substantial dilution. Any future acquisitions or strategic transactions may result in additional dilution or require us to take on debt in order to finance any such transactions. For further risks related to our acquisitions, please see below under “Risks Related to our Acquisitions.” We also may enter into relationships with other businesses to expand our products and platform, which could involve preferred or exclusive licenses, additional channels of distribution, discount pricing or investments in other companies, such as our recent proposed minority investment of $500.0 million to $750.0 million in Syniverse Corporation.
Any acquisition, investment or business relationship may result in unforeseen operating difficulties and expenditures. In particular, we may encounter difficulties or delays in assimilating or integrating the businesses, technologies, products, employees or operations of the acquired companies, particularly if the key employees of the acquired company choose not to work for us, their products or services are not easily adapted to work with our platform, or we have difficulty retaining the customers of any acquired business due to changes in ownership, management or otherwise. In addition, we may discover liabilities or deficiencies associated with the assets or companies we acquire or ineffective or inadequate controls, procedures or policies at an acquired business that were not identified in advance, any of which could result in significant unanticipated costs. Acquisitions also may disrupt our business, divert our resources or require significant management attention that would otherwise be available for development of our existing business. Moreover, the anticipated benefits of any acquisition, investment or business relationship may not be realized or we may be exposed to unknown risks or liabilities.
Negotiating these transactions can be time consuming, difficult and expensive, and our ability to complete these transactions may often be subject to approvals that are beyond our control. Consequently, these transactions, even if announced, may not be completed. For one or more of those transactions, we may:
issue additional equity securities that would dilute our existing stockholders;
use cash that we may need in the future to operate our business;
incur large charges or substantial liabilities;
incur debt on terms unfavorable to us or that we are unable to repay;
encounter difficulties retaining key employees of the acquired company or integrating diverse software codes or business cultures;
invest in securities that are illiquid or decline in value;
encounter difficulties retaining the acquired company's customers; or
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become subject to adverse tax consequences, substantial depreciation, or deferred compensation charges.
The occurrence of any of these foregoing could adversely affect our business, results of operations and financial condition.
We depend largely on the continued services of our senior management and other key employees, the loss or incapacitation of any of whom could adversely affect our business, results of operations and financial condition.
Our future performance depends on the continued services and contributions of our senior management and other key employees to execute on our business plan, to develop our products and platform, to deliver our products to customers, to attract and retain customers and to identify and pursue opportunities. The loss of services of senior management or other key employees could significantly delay or prevent the achievement of our development and strategic objectives. In particular, we depend to a considerable degree on the vision, skills, experience and effort of our co‑founder and Chief Executive Officer, Jeff Lawson. None of our executive officers or other senior management are bound by a written employment agreement and any of them may terminate employment with us at any time with no advance notice. The replacement of any of our senior management would likely involve significant time and costs, and such loss could significantly delay or prevent the achievement of our business objectives. The loss of the services of any of our senior management or other key employees for any reason could adversely affect our business, results of operations and financial condition.
If we are unable to hire, retain and motivate qualified employees, our business will suffer.
Our future success depends, in part, on our ability to continue to attract and retain highly skilled employees. We believe that there is, and will continue to be, intense competition for highly skilled management, technical, sales and other employees with experience in our industry. In addition, we have experienced and may continue to experience employee turnover as a result of the ongoing “great resignation” occurring throughout the U.S. economy. New employees require training, take time before they achieve full productivity, and may not become as productive as we expect, and we may be unable to hire or retain sufficient numbers of qualified individuals. In addition, our new Open Work hybrid approach to work, announced in February 2021, may not meet the expectations of our workforce. Further, labor is subject to external factors that are beyond our control, including our industry’s highly competitive market for skilled workers and leaders, cost inflation, the COVID-19 pandemic and workforce participation rates. We must provide competitive compensation packages and a high quality work environment to hire, retain and motivate employees.If we are unable to retain and motivate our existing employees and attract qualified employees to fill key positions, we may be unable to manage our business effectively, including the development, marketing and sale of our products, which could adversely affect our business, results of operations and financial condition. To the extent we hire employees from competitors, we also may be subject to allegations that they have been improperly solicited or divulged proprietary or other confidential information. Volatility in, or lack of performance of, our stock price may also affect our ability to attract and retain key employees. If we are unable to retain our employees, our business, results of operations and financial condition could be adversely affected.
United States federal and state legislation and international laws impose certain obligations on the senders of commercial emails, which could minimize the effectiveness of our platform, and establish financial penalties for non-compliance, which could increase the costs of our business.
The Federal Controlling the Assault of Non-Solicited Pornography and Marketing Act of 2003 or the CAN-SPAM Act,(the “CAN-SPAM Act”) establishes certain requirements for commercial email messages and transactional email messages and specifies penalties for the transmission of email messages that are intended to deceive the recipient as to source or content. Among other things, the CAN-SPAM Act, obligates the sender of commercial emails to provide recipients with the ability to “opt-out” of receiving future commercial emails from the sender. In addition, some states have passed laws regulating commercial email practices that are significantly more restrictive and difficult to comply with than the CAN-SPAM Act. For example, Utah and Michigan prohibit the sending of email messages that advertise products or services that minors are prohibited by law from purchasing or that contain content harmful to minors to email addresses listed on specified child protection registries. Some portions of these state laws may not be preempted by the CAN-SPAM Act. In addition, certain non-U.S. jurisdictions in which we operate have enacted laws regulating the sending of email that are more restrictive than U.S. laws. For example, some foreign laws prohibit sending broad categories of email unless the recipient has provided the sender advance consent (or "opted-in"“opted-in”) to receipt of such email. If we were found to be in violation of the CAN-SPAM Act, applicable state laws governing email not preempted by the CAN-SPAM Act or foreign laws regulating the distribution of email, whether as a result of violations by our customers or our own acts or omissions, we could be required to pay large penalties, which would adversely affect our financial condition, significantly harm our business, injure our reputation and erode customer trust. The terms of any injunctions, judgments, consent decrees or settlement agreements entered into in connection with enforcement actions or investigations against our
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company in connection with any of the foregoing laws may also require us to change one or more aspects of the way we operate our business, which could impair our ability to attract and retain customers or could increase our operating costs.
Our customers’ and other users’ violation of our policies or other misuse of our platform to transmit unauthorized, offensive or illegal messages, spam, phishing scams, and website links to harmful applications or for other fraudulent or illegal activity could damage our reputation, and we may face a risk of litigation and liability for illegal activities on our platform and unauthorized, inaccurate, or fraudulent information distributed via our platform.
The actual or perceived improper sending of text messages or voice calls may subject us to potential risks, including liabilities or claims relating to consumer protection laws and regulatory enforcement, including fines. For example, the Telephone Consumer Protection Act of 1991 (“TCPA”) restricts telemarketing and the use of automatic SMS text messages without explicit customer consent. TCPA violations can result in significant financial penalties, as businesses can incur penalties or criminal fines imposed by the FCC or be fined up to $1,500 per violation through private litigation or state attorneys general or other state actor enforcement.Class action suits are the most common method for private enforcement. This has resulted in civil claims against our company and requests for information through third‑partythird-party subpoenas. The scope and interpretation of the laws that are or may be applicable to the delivery of text messages or voice calls are continuously evolving and developing. If we do not comply with these laws or regulations or if we become liable under these laws or regulations due to the failure of our customers to comply with these laws by obtaining proper consent, we could face direct liability.
Moreover, despite our ongoing and substantial efforts to limit such use, certain customers may use our platform to transmit unauthorized, offensive or illegal messages, calls, spam, phishing scams, and website links to harmful applications, reproduce and distribute copyrighted material or the trademarks of others without permission, and report inaccurate or fraudulent data or information. These issues also arise with respect to a portion of those users who use our platform on a free trial basis or upon initial use. These actions are in violation of our policies, in particular, our Acceptable Use Policy. For example, on January 25, 2023, we received a cease-and-desist letter from the FCC alleging that we were transmitting illegal robocall traffic that originated from an independent software vendor customer and their end user customer. In response, we suspended the customers’ accounts and sent the FCC a follow-up letter on February 10, 2023 detailing our fraud mitigation practices and various planned improvements to reduce future risks. There has been no further communication from the agency on this matter. Failure to respond appropriately to the FCC’s allegations could allow domestic carriers to begin blocking all voice traffic transmitting from our network. However, our efforts to defeat spamming attacks, illegal robocalls and other fraudulent activity will not prevent all such attacks and activity. Such use of our platform could damage our reputation and we could face claims for damages, regulatory enforcement, copyright or trademark infringement, defamation, negligence, or fraud. Furthermore, enacting more stringent controls on our customers’ use of our platform to combat such violations of our Acceptable Use Policy could increase friction for our legitimate customers and decrease their use of our platform.
Moreover, ourOur customers’ and other users’ promotion of their products and services through our platform might not comply with federal, state, and foreign laws or of contractual requirements imposed by carriers, such as the CTIA Shortcode Agreement, The Campaign Registry, and associated policies. We rely on contractual representations made to us by our customers that their use
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of our platform will comply with our policies and applicable law, including, without limitation, our email and messaging policies. Although we retain the right to verify that customers and other users are abiding by certain contractual terms, our Acceptable Use Policy and our email and messaging policies and, in certain circumstances, to review their email, messages and distribution lists, our customers and other users are ultimately responsible for compliance with our policies, and we do not systematically audit our customers or other users to confirm compliance with our policies. We cannot predict whether our role in facilitating our customers’ or other users’ activities will result in violations of carrier policies which could result in fines, administrative delays, or service interruptions. We also cannot predict whether our role in facilitating our customers’ or other users’ activities would expose us to liability under applicable state or federal law, or whether that possibility could become more likely if changes to current laws regulating content moderation, such as Section 230 of the Communications Decency Act, are enacted. There are various Congressional, FCC and executive efforts to eliminate or restrict the scope of the protections under Section 230, which limits the liability of internet platforms for third-party content that is transmitted via those platforms and for good-faith moderation of offensive content. In addition, Florida and Texas adopted statutes intended to reduce or eliminate the protections granted under Section 230, although implementation of both statutes has been stayed by federal courts, and similar legislation was introduced in other states in 2021. Even if claims asserted against us do not result in liability, we may incur substantial costs in investigating and defending such claims. If we are found liable for our customers’ or other users’ activities, we could be required to pay fines or penalties, redesign business methods or otherwise expend resources to remedy any damages caused by such actions and to avoid future liability.
Our use of open source software could negatively affect our ability to sellAdditionally, our products may be subject to fraudulent usage, including but not limited to revenue share fraud, domestic traffic pumping, subscription fraud, premium text message scams and subject usother fraudulent schemes. Although our customers are required to possible litigation.
Our productsset passwords or personal identification numbers to protect their accounts, third parties have in the past been, and platform incorporate open source software,may in the future be, able to access and we expectuse their accounts through fraudulent means. Furthermore, spammers attempt to continue to incorporate open source software inuse our products to send targeted and platform in the future. Few of the licenses applicable to open source software have been interpreted by courts, and there is a risk that these licenses could be construed in a manner that could impose unanticipated conditions or restrictions on our ability to commercialize our products and platform. Moreover, although we have implemented policies to regulate the use and incorporation of open source software into our products and platform, weuntargeted spam messages. We cannot be certain that
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we have not incorporated open source software our efforts to defeat spamming attacks will be successful in eliminating all spam messages from being sent using our products or platform inplatform. In addition, a manner that is inconsistent with such policies. If we fail to comply with open source licenses, we may be subject to certain requirements, including requirements that we offercybersecurity breach of our products that incorporate the open source software for no cost, that we make available source code for modifications or derivative works we create based upon, incorporating or using the open source software and that we license such modifications or derivative works under the terms of applicable open source licenses. If an author or other third party that distributes such open source software were to allege that we had not complied with the conditions of one or more of these licenses, we could be required to incur significant legal expenses defending against such allegations and could be subject to significant damages, enjoined from generating revenue from customers using products that contained the open source software and required to comply with onerous conditions or restrictions on these products. In any of these events, we and our customers could be required to seek licenses from third parties in order to continue offering our products and platform and to re‑engineer our products or platform or discontinue offering our products to customers in the event re‑engineering cannot be accomplished on a timely basis. Any of the foregoing could require us to devote additional research and development resources to re‑engineer our products or platform,customers’ systems could result in customer dissatisfaction and mayexposure of their authentication credentials, unauthorized access to their accounts or fraudulent calls on their accounts, any of which could adversely affect our business, results of operations and financial condition.
Changes in laws and regulations related to the Internet or changes in the Internet infrastructure itself may diminish the demand for our products, and could adversely affect our business, results of operations and financial condition.

The future success of our business depends upon the continued use of the Internet as a primary medium for commerce, communications and business applications. Federal, state or foreign government bodies or agencies have in the past adopted, and may in the future adopt, laws or regulations affecting the use of the Internet as a commercial medium. Changes in these laws or regulations could require us to modify our products and platform in order to comply with these changes. In addition, government agencies or private organizations have imposed and may impose additional taxes, fees or other charges for accessing the Internet or commerce conducted via the Internet. These laws or charges could limit the growth of Internet‑relatedInternet-related commerce or communications generally or result in reductions in the demand for Internet‑basedInternet-based products and services such as our products and platform. In particular, a re-adoption
The current legislative and regulatory landscape regarding the regulation of “network neutrality”the Internet is subject to uncertainty. For example, in January 2018, the FCC released an order that repealed the “open Internet rules, in the United States,” often known as “net neutrality,” which President Biden supported during his campaign, could affect the services used by us and our customers. California’s state network neutrality law went into effect afterIn response to this decision California and a federal district court denied a motion for preliminary injunction on March 10, 2021, and that decision was affirmed by the U.S. Court of Appeals for the Ninth Circuit on January 28, 2022. A number of other states have adoptedimplemented their own net neutrality rules which mirrored parts of the repealed federal regulations. In October 2023, the FCC voted to begin the process of reinstating substantially all of the net neutrality rules that had been in place prior to the 2018 repeal. We cannot predict the actions the FCC may take, whether any new FCC order or are adoptingstate initiatives regulating providers will be modified, overturned, or consideringvacated by legal action, federal legislation, or executive actionsthe FCC itself, or the degree to which further regulatory action – or inaction – may adversely affect our business. Should the FCC not reinstate net neutrality or if state initiatives codifying similar protections are modified, overturned, or vacated, internet service providers may be able to limit our users’ ability to access our platform or make our platform a less attractive alternative to our competitors’ applications. On the other hand, if limits are imposed on the types of traffic that would regulateU.S. domestic carriers can carry over their broadband networks, it could adversely affect the conductamount of broadband providers. carrier-originated traffic that we carry. In a related regulatory context, while the EU requires equal access to internet content, under its Digital Single Market initiative the EU may impose additional requirements that could increase our costs. If new FCC, EU, or other rules directly or inadvertently impose costs on online providers like our business, our expenses may rise. Were any of these outcomes to occur, our ability to retain existing users or attract new users may be impaired, our costs may increase, and our business may be significantly harmed.
In addition, the use of the Internet as a business tool could be adversely affected due to delays in the development or adoption of new standards and protocols to handle increased demands of Internet activity, security, reliability, cost, ease‑of‑use,ease-of-use, accessibility and quality of service. The performance of the Internet and its acceptance as a business tool has been adversely affected by “viruses,” “worms,” and similar malicious programs. If the use of the Internet is reduced as a result of these or other issues, then demand for our products could decline, which could adversely affect our business, results of operations and financial condition.
The technology industry is subject to increasing scrutiny that could result in government actions that would negatively affect our business.
The technology industry is subject to intense media, political and regulatory scrutiny, both domestic and foreign, including on issues related to antitrust, privacy, and artificial intelligence, which exposes us to government investigations, legal actions and penalties. For instance, various regulatory agencies, including competition and consumer protection authorities, have active proceedings and investigations concerning multiple technology companies on antitrust and other issues. If we become subject to such investigations, we could be liable for substantial fines and penalties, be required to change our products and services or alter our business operations, receive negative publicity, or be subject to civil litigation, all of which could harm our business. Lawmakers also have proposed new laws and regulations, and modifications to existing laws and regulations, that affect the activities of technology companies, such as the recent legislative efforts to eliminate or modify Section 230 of the Communications Decency Act and to regulate platforms that offer apps and other similar actions in some U.S. states. If such laws and regulations are enacted or modified, they could impact us, even if they are not intended to affect our company. In addition, the introduction of new products and services, expansion of our activities in certain jurisdictions, or other actions that we may take may subject us to additional laws, regulations, and other scrutiny. The increased scrutiny of certain acquisitions in the technology industry also could affect our ability to enter into strategic transactions or to acquire other businesses.
Compliance with new or modified laws and regulations could increase the cost of conducting our business, limit the opportunities to increase our revenues, or prevent us from offering products or services. While we have adopted policies and procedures designed to ensure compliance with applicable laws and regulations, there can be no assurance that our employees, contractors or agents will not violate such laws and regulations. If we are found to have violated laws and regulations, it could materially adversely affect our reputation, financial condition and results of operations.
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We also could be harmed by government investigations, litigation, or changes in laws and regulations directed at our customers, business partners, or suppliers in the technology industry that have the effect of limiting our ability to do business with those entities. There can be no assurance that our business will not be materially adversely affected, individually or in the aggregate, by the outcomes of such investigations, litigation or changes to laws and regulations in the future.
The standards imposed by private entities and inbox service providers to regulate the use and delivery of email have in the past interfered with, and may continue to interfere with, the effectiveness of our platform and our ability to conduct business.
From time to time, some of our IP addresses have become, and we expect will continue to be, listed with one or more denylisting entities due to the messaging practices of our customers and other users. We may be at an increased risk of having our IP addresses denylisted due to our scale and volume of email processed, compared to our smaller competitors. There can be no guarantee that we will be able to successfully remove ourselves from those lists. Because we fulfill email delivery on behalf of our customers, denylisting of this type could undermine the effectiveness of our customers’ transactional email, email marketing programs and other email communications, all of which could have a material negative impact on our business, financial condition and results of operations.
Additionally, inbox service providers can block emails from reaching their users or categorize certain emails as “promotional” emails and, as a result, direct them to an alternate or “tabbed” section of the recipient’s inbox. While we continually improve our own technology and work closely with inbox service providers to maintain our deliverability rates, the implementation of new or more restrictive policies by inbox service providers may make it more difficult to deliver our customers’ emails, particularly if we are not given adequate notice of a change in policy or struggle to update our platform or services to comply with the changed policy in a reasonable amount of time. If the open rates of our customers’ emails are negatively impacted by the actions of inbox service providers to block or categorize emails then customers may question the effectiveness of our platform and cancel their accounts. This, in turn, could harm our business, financial condition and results of operations.
Our global operations subject us to potential liability under export control, economic trade sanctions, anti-corruption, and other laws and regulations, and such violations could impair our ability to compete in international markets and could subject us to liability for compliance violations.
Certain of our products and services may be subject to export control and economic sanctions laws and regulations, including the U.S. Export Administration Regulations, U.S. Customs regulations, and various economic and trade sanctions regulations administered by the U.S. Treasury Department’s Office of Foreign Assets Control.Control as well as similar laws and regulations in other countries in which we do business. Exports of our products and the provision of our services must be made in compliance with these requirements. Although weWe take precautions to prevent our products and services from being provided in violation of such laws,laws; however, we are aware of previous exports of certain of our products to a small number of persons and organizations that are the subject of U.S. sanctions or are located in countries or regions subject to U.S. sanctions. If we fail to comply with these laws and regulations, we and certain of our employees could be subject to substantial civil or criminal penalties, including: the possible loss of export privileges; fines, which may be imposed on us and responsible employees or managers; and, in extreme cases, the incarceration of responsible employees or managers. Obtaining the necessary authorizations, including any required license, for a particular deployment may be time‑consuming, is not guaranteed and may result in the delay or loss of sales opportunities. In addition, changes in our products or services, or changes in applicable export or economic sanctions regulations may create delays in the introduction and deployment of our products and services in international markets, or, in some cases, prevent the export of our products or provision of our services to certain countries or end users. Any change in trade protection laws, policies, export, sanctions and other regulatory requirements affecting trade and investments, shift in the enforcement or scope of existing regulations, or change in the countries, governments, persons or technologies targeted by such regulations, could also result in decreased use of our products and services, or in our decreased ability to export our products or provide our services to existing or prospective customers with international operations. Any decreased use of our products and services or limitations on our ability to export our products and provide our services could adversely affect our business, results of operations and financial condition.
Further, we incorporate encryption technology into certain of our products. Various countries regulate the import of certain encryption technology, including through import permitting and licensing requirements, and have enacted laws that could limit our customers’ ability to import our products into those countries. Encryption products and the underlying technology may also be subject to export control restrictions. Governmental regulation of encryption technology and regulation of exports of encryption products, or our failure to obtain required approval for our products, when applicable, could harm our international sales and adversely affect our revenue. Compliance with applicable regulatory requirements regarding the export of our products and provision of our services, including with respect to new releases of our products and services, may create delays in the introduction of our products and services in international markets, prevent our customers with international
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operations from deploying our products and using our services throughout their globally‑distributedglobally-distributed systems or, in some cases, prevent the export of our products or provision of our services to some countries altogether.
We are also subject to U.S. and foreign anti-corruption and anti-bribery laws, including the Foreign Corrupt Practices Act, as amended,FCPA, the UK Bribery Act 2010, and other anti-corruption laws and regulations in the countries in which we conduct activities.Anti-corruption laws are interpreted broadly and generally prohibit corrupt payments by ourcompanies, their employees, agents, representatives, business partners, and third parties acting on our behalfthird-party intermediaries from directly or indirectly authorizing, offering, or providing, improper payments or things of value to recipients in the public or private sector, and also require that we maintain accurate books and records and adequate internal controls. While we have implemented a globalcontrols and compliance programprocedures designed to reduce the risk of briberyprevent violations. We sometimes leverage third parties to sell our products and corruption-related violations,conduct our business abroad. We, our employees, agents, representatives, business partners and third-party intermediaries may have direct or third parties acting onindirect interactions with officials and employees of government agencies or state-owned or affiliated entities and we may be held liable for the corrupt or other illegal activities of these employees, agents, representatives, business partners or third-party intermediaries even if we do not explicitly authorize such activities. It is possible that our behalf mayemployees, agents, representatives, business partners or third-party intermediaries could fail to comply with our policies resulting in violationsand applicable laws and regulations, for which we may ultimately be held responsible. Any allegations or violation of the FCPA or other applicable anti-bribery and anti-corruption laws and regulations. Such violationsanti-money laundering laws could result could result in whistleblower complaints, sanctions, settlements, prosecution, enforcement actions, significant fines and penalties, damages, adverse media coverage, investigations, loss of export privileges, severe criminal liability for us,or civil sanctions, or suspension or debarment from government contracts, all of which may have an adverse effect on our individual officersreputation, business, results of operations, and prospects. Responding to any investigation or employees, prohibitions onaction would likely result in a materially significant diversion of management’s attention and resources, significant defense costs and other professional fees.
The standards imposed by private entities and inbox service providers to regulate the use and delivery of email have in the past interfered with, and may continue to interfere with, the effectiveness of our platform and our ability to conduct business.
From time to time, private entities and inbox service providers impose requirements that impact our and our customers’ ability to use and deliver email. For example, some of our IP addresses have become, and we expect will continue to be, listed with one or more denylisting entities due to the messaging practices of our customers and other users. We may be at an increased risk of having our IP addresses denylisted due to our scale and volume of email processed, compared to our smaller
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competitors. There can be no guarantee that we will be able to successfully remove ourselves from those lists. Because we fulfill email delivery on behalf of our customers, denylisting of this type could undermine the effectiveness of our customers’ transactional email, email marketing programs and other email communications, all of which could have a material negative impact on our business, financial condition and potential reputational damage
Our reliance on SaaS technologies from third parties mayresults of operations. In the first quarter of 2024, Google and Yahoo began enforcing new email sender requirements aimed at sender authentication, including Domain-based Message Authentication, Reporting and Conformance (“DMARC”) record requirements. We expect that these requirements will require us to devote time and resources toward compliance efforts, and these or similar authentication requirements imposed in the future could result in reduced volumes for our email products and could adversely affect our business, financial condition and results of operations.
Additionally, inbox service providers can block emails from reaching their users or categorize certain emails as “promotional” emails and, as a result, direct them to an alternate or “tabbed” section of the recipient’s inbox. The implementation of new or more restrictive policies by inbox service providers may make it more difficult to deliver our customers’ emails, particularly if we are not given adequate notice of a change in policy or struggle to update our platform or services to comply with the changed policy in a reasonable amount of time. If the open rates of our customers’ emails are negatively impacted by the actions of inbox service providers to block or categorize emails then customers may question the effectiveness of our platform and cancel their accounts. This, in turn, could harm our business, financial condition and results of operations.
Any legal proceedings or claims against us could be costly and time-consuming to defend and could harm our reputation regardless of the outcome.
We are and may in the future become subject to legal proceedings and claims that arise in the ordinary course of business, such as disputes or employment claims made by our current or former employees. Any litigation, whether meritorious or not, could harm our reputation, will increase our costs and may divert management’s attention, time and resources, which may in turn seriously harm our business. Insurance might not cover such claims or the costs to defend such claims, might not provide sufficient payments to cover all the costs to resolve one or more such claims, and might not continue to be available on terms acceptable to us. A claim brought against us that is uninsured or underinsured could result in unanticipated costs and could seriously harm our business. If we are required to make substantial payments or implement significant changes to our operations as a result of legal proceedings or claims, our business, results of operations and financial condition.condition could be adversely affected.
Risks Related to Financial and Accounting Matters
We rely on hosted SaaS technologies from third parties in orderface exposure to operate critical internal functions of our business, including enterprise resource planning, customer supportforeign currency exchange rate fluctuations, and customer relations management services. If these services become unavailable due to extended outages or interruptions, or because they are no longer available on commercially reasonable terms or prices, our expenses could increase. As a result, our ability to manage our operations could be interrupted and our processes for managing our sales process and supporting our customers could be impaired until equivalent services, if available, are identified, obtained and implemented, all of whichsuch fluctuations could adversely affect our business, results of operations and financial condition.
As our international operations expand, our exposure to the effects of fluctuations in currency exchange rates grows. For example, global geopolitical events, such as the war in Ukraine and conflict in the Middle East, economic events, public health epidemics and pandemics such as the COVID-19 pandemic, trade tariff developments and other events have caused global economic uncertainty and variability in foreign currency exchange rates. While we have primarily transacted with customers and business partners in U.S. dollars, we have also conducted business in currencies other than the U.S. dollar. We may have additional tax liabilities, which could harmexpect to expand the number of transactions with customers that are denominated in foreign currencies in the future as we continue to expand our business resultsinternationally. We also incur expenses for some of operationsour network service provider costs outside of the United States in local currencies and financial condition.

Significant judgments and estimates are required in determining our provision for income taxesemployee compensation and other tax liabilities. Our tax expense may be impacted, for example, if tax laws change or are clarified tooperating expenses at our detriment or if tax authorities successfully challengenon-U.S. locations in the tax positions that we take, such as, for example, positions relatingrespective local currency. Fluctuations in the exchange rates between the U.S. dollar and other currencies could result in an increase to the arms‑length pricing standards forU.S. dollar equivalent of such expenses.
In addition, our intercompany transactions andinternational subsidiaries maintain net assets that are denominated in currencies other than the functional operating currencies of these entities. As we continue to expand our indirect tax positions. In determininginternational operations, we become more exposed to the adequacyeffects of our provision for income taxes, we assessfluctuations in currency exchange rates. Accordingly, changes in the likelihoodvalue of adverse outcomes that could result if our tax positions were challenged byforeign currencies relative to the Internal Revenue Service (“IRS”), and other tax authorities. Should the IRS or other tax authorities assess additional taxes as a result of examinations, we may be required to record charges to operations that could adverselyU.S. dollar can affect our results of operations due to transactional and financial condition.
We conduct operationstranslational remeasurements. As a result of such foreign currency exchange rate fluctuations, it could be more difficult to detect underlying trends in many tax jurisdictions throughout the United Statesour business and internationally. In many of these jurisdictions, non‑income‑based taxes, such as sales, VAT, GST, and telecommunications taxes, are assessed on our operations or our sales to customers. We are subject to indirect taxes, and may be subject to certain other taxes, in some of these jurisdictions. We collect certain telecommunications‑based taxes from our customers in certain jurisdictions, and we expect to continue expanding the number of jurisdictions in which we will collect these taxes in the future.
Many states are also pursuing legislative expansion of the scope of goods and services that are subject to sales and similar taxes as well as the circumstances in which a vendor of goods and services must collect such taxes. Following the U.S. Supreme Court decision in South Dakota v. Wayfair, Inc., states are now free to levy taxes on sales of goods and services based on an “economic nexus,” regardless of whether the seller has a physical presence in the state. Any additional fees and taxes levied on our services by any state may adversely impact our results of operations.
Historically, we have not billed or collected taxes in certain jurisdictions and, in accordance with generally accepted accounting principles in the United States (“U.S. GAAP”), we have recorded a provision for our tax exposure in these jurisdictions when it is both probable that a liability has been incurred and the amount of the exposure can be reasonably estimated. We reserved $25.4 million and $17.7 million for domestic jurisdictions and jurisdictions outside of the U.S., respectively, on our December 31, 2021 balance sheet for these tax payments. These estimates include several key assumptions, including, but not limited In addition, to the taxability of our products, the jurisdictionsextent that fluctuations in which we believe we have nexus or a permanent establishment, and the sourcing of revenues to those jurisdictions. In the event these jurisdictions challenge our assumptions and analysis, our actual exposure could differ materially from our current estimates. If the actual payments we make to any jurisdiction exceed the accrual in our balance sheet,currency exchange rates cause our results of operations wouldto differ from our expectations or the expectations of our investors and securities analysts who follow our stock, the trading price of our common stock could be harmed. adversely affected.
We have implemented a program to hedge transactional exposure against the Euro, and may do so in the future with respect to other foreign currencies. We also use derivative instruments, such as foreign currency forward and option contracts,
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to hedge certain exposures to fluctuations in foreign currency exchange rates. The use of such hedging activities may not offset any or more than a portion of the adverse financial effects of unfavorable movements in foreign exchange rates over the limited time the hedges are in place. Moreover, the use of hedging instruments may introduce additional risks if we are unable to structure effective hedges with such instruments.
We have incurred substantial indebtedness that may decrease our business flexibility, access to capital, and/or increase our borrowing costs, and we may still incur substantially more debt, which may adversely affect our operations and financial results.
As of December 31, 2023, we had $1.0 billion of indebtedness outstanding (excluding intercompany indebtedness). Our indebtedness may:
limit our ability to obtain additional financing to fund future working capital, capital expenditures, business opportunities, acquisitions or other general corporate requirements;
require a portion of our cash flows to be dedicated to debt service payments instead of other purposes, thereby reducing the amount of cash flows available for working capital, capital expenditures, business opportunities, acquisitions and other general corporate purposes;
increase our vulnerability to adverse changes in general economic, industry and competitive conditions;
expose us to the risk of increased interest rates as certain of our borrowings, including borrowings under a future revolving credit facility, may be at variable rates of interest;
place us at a competitive disadvantage compared to our less leveraged competitors; and
increase our cost of borrowing.
In addition, some customersthe indenture which governs our 3.625% notes due 2029 (the “2029 Notes”) and our 3.875% notes due 2031 (the “2031 Notes,” and together with the 2029 Notes, the “Notes”) contains restrictive covenants that limit our ability to engage in activities that may questionbe in our long-term best interest. Our failure to comply with those covenants could result in an event of default which, if not cured or waived, could permit the incremental tax chargestrustee, or permit the holders of the Notes to cause the trustee, to declare all or part of the Notes to be immediately due and seekpayable or to negotiate lower pricing from us, which couldexercise any remedies provided to the trustee and/or result in the acceleration of substantially all of our indebtedness. Any such event would adversely affect our business, results of operations and financial condition.
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If our cash flows and capital resources are insufficient to fund our debt service obligations, we could face substantial liquidity problems and may be forced to reduce or delay investments and capital expenditures. We are in discussions with certain jurisdictions regarding potential salesmay be forced to sell assets, seek additional capital, or restructure or refinance our indebtedness, including the Notes. Our ability to restructure or refinance our debt will depend on, among other things, the condition of capital markets and other indirect taxes for prior periods that we may owe. If any of these jurisdictions disagree with management's assumptions and analysis, the assessmentour financial condition at such time. Any refinancing of our tax exposuredebt could differ materially from management's current estimates. For example, San Francisco Citybe at higher interest rates and County has assessed us for $38.8 million in taxes, including interest and penalties, which exceeded the $11.5 million we had accrued for that assessment. We have paid the full amount, as required by law, and the payment made in excess of the accrued amount is reflected as a deposit on our balance sheet. We believe, however, that this assessment is incorrect and, after failing to reach a settlement, filed a lawsuit on May 27, 2021 contesting the assessment. However, litigation is uncertain and a ruling against us may adversely affect our financial position and results of operation.
Our global operations and structure subjectrequire us to potentially adverse tax consequences.
We generally conductcomply with more onerous covenants, which could further restrict our global operations through subsidiaries and report our taxable income in various jurisdictions worldwide based upon our business operations in those jurisdictions. In particular, our intercompany relationships are subject to complex transfer pricing regulations administered by taxing authorities in various jurisdictions. Also, our tax expense could be affected depending on the applicability of withholding and other taxes (including withholding and indirect taxes on software licenses and related intercompany transactions) under the tax laws of certain jurisdictions in which we have business operations. The relevant revenueterms of existing or future debt instruments and taxing authoritiesthe indenture that governs the Notes may disagree with positions we have taken generally, orrestrict us from adopting some of these alternatives. In addition, any failure to make payments of interest and principal on our determinations asoutstanding indebtedness on a timely basis would likely result in a reduction of our credit rating, which could harm our ability to the value of assets sold or acquired or income and expenses attributable to specific jurisdictions. If such a disagreement were to occur,incur additional indebtedness and our position were not sustained,financial condition. In the absence of such cash flows and resources, we could face substantial liquidity problems and might be required to pay additional taxes, interest and penalties, which could result in one‑time tax charges, higher effective tax rates, reduced cash flows and lower overall profitabilitydispose of material assets or operations to meet our operations.
Changes in global and U.S. tax legislation may adversely affect our financial condition, results of operations, and cash flows.
We are unable to predict what global or U.S. tax reforms may be proposed or enacted in the future or what effects such future changes would have on our business. Any such changes in tax legislation, regulations, policies or practices in the jurisdictions in which we operate could increase the estimated tax liability that we have expensed to date and paid or accrued on our balance sheet; affect our financial position, future results of operations, cash flows, and effective tax rates where we have operations; reduce post-tax returns to our stockholders; and increase the complexity, burden, and cost of tax compliance. We are subject to potential changes in relevant tax, accounting,debt service and other laws, regulations, and interpretations, including changes to tax laws applicable to corporate multinationals. For example, in the United States, Congress and the Biden administration have recently proposed legislation (which has not yet been enacted) to make various tax law changes, including to increase U.S. taxation of international business operations and impose a global minimum tax. While it is too early to predict the outcome of these proposals and they are subject to change, if enacted, they could have a material effect on our income tax liability.
Certain government agencies in jurisdictions where we and our affiliates do business have had an extended focus on issues related to the taxation of multinational companies. In addition, the Organisation for Economic Co‑operation and Development (the “OECD”) is conducting a project focused on base erosion and profit shifting in international structures, which seeks to establish certain international standards for taxing the worldwide income of multinational companies. In addition, the OECD is working on a “BEPS 2.0” initiative, which is aimed at (i) shifting taxing rights to the jurisdiction of the consumer and (ii) ensuring all companies pay a global minimum tax. On October 8, 2021, the OECD announced an agreement by members of the Inclusive Framework delineating an implementation plan, and on December 20, 2021, the OECD released model rules for the domestic implementation of a 15% global minimum tax. Further, several countries have proposed or enacted taxes applicable to digital services, which could apply to our business. As a result of these developments, the tax laws of certain countries in which we and our affiliates do business could change on a prospective or retroactive basis, and any such changes could increase our liabilities for taxes, interest and penalties, and therefore could harm our business, cash flows, results of operations and financial position.
The governments of countries in which we operate and other governmental bodies could make unprecedented assertions about how taxation is determined in their jurisdictions that are contrary to the way in which we have interpreted and historically applied the rules and regulations in our tax returns filed in such jurisdictions. New laws could significantly increase our tax obligations in the countries in which we do business or require us to change the way we operate our business. As a result of the large and expanding scale of our international business activities, many of these changes to the taxation of our activities could increase our worldwide effective tax rate and harm our financial position, results of operations, and cash flows.
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If we experience fraudulent activity relating to our products, we could incur substantial costs.
Our products may be subject to fraudulent usage, including but not limited to revenue share fraud, domestic traffic pumping, subscription fraud, premium text message scams and other fraudulent schemes. Although our customers are required to set passwords or personal identification numbers to protect their accounts, third parties have in the past been, and may in the future be, able to access and use their accounts through fraudulent means. Furthermore, spammers attempt to use our products to send targeted and untargeted spam messages. We cannot be certain that our efforts to defeat spamming attacks will be successful in eliminating all spam messages from being sent using our platform. In addition, a cybersecurity breach of our customers’ systems could result in exposure of their authentication credentials, unauthorized access to their accounts or fraudulent calls on their accounts, any of which could adversely affect our business, results of operations and financial condition.obligations.
We may require additional capital to support our business, and this capital might not be available on acceptable terms, if at all.
We intend to continue to make investments to support our business and may require additional funds. In particular, we may seek additional funds to develop new products and enhance our platform and existing products, expand our operations, including our sales and marketing organizations and our presence outside of the United States, improve our infrastructure or acquire complementary businesses, technologies, services, products and other assets. In addition, we may use a portion of our cash to satisfy tax withholding and remittance obligations related to outstanding restricted stock units. Accordingly, we may need to engage in equity or debt financings to secure additional funds. If we raise additional funds through future issuances of equity or convertible debt securities, our stockholders could suffer significant dilution, and any new equity securities we issue could have rights, preferences and privileges superior to those of holders of our Class A and Class B common stock. Any debt financing that we may
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secure in the future could involve restrictive covenants relating to our capital raising activities, our ability to repurchase stock, and other financial and operational matters, which may make it more difficult for us to obtain additional capital and to pursue business opportunities. We may not be able to obtain additional financing on terms favorable to us, if at all.all, particularly during times of market volatility and general economic instability. If we are unable to obtain adequate financing or financing on terms satisfactory to us when we require it, our ability to continue to support our business growth, scale our infrastructure, develop product enhancements and to respond to business challenges could be significantly impaired, and our business, results of operations and financial condition may be adversely affected.
We face exposurerely on assumptions and estimates to foreign currency exchange rate fluctuations,calculate certain of our key metrics, and real or perceived inaccuracies in such fluctuationsmetrics could adversely affect our reputation and our business.
We rely on assumptions and estimates to calculate certain of our key metrics, such as Active Customer Accounts and Dollar-Based Net Expansion Rate. Our key metrics are not based on any standardized industry methodology and are not necessarily calculated in the same manner or comparable to similarly titled measures presented by other companies. Similarly, our key metrics may differ from estimates published by third parties or from similarly titled metrics of our competitors due to differences in methodology. The numbers that we use to calculate Active Customer Accounts and Dollar-Based Net Expansion Rate are based on internal data. While these numbers are based on what we believe to be reasonable judgments and estimates for the applicable period of measurement, there are inherent challenges in measuring usage. We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy. If investors or analysts do not perceive our metrics to be accurate representations of our business, or if we discover material inaccuracies in our metrics, our reputation, business, results of operations, and financial condition.
As our international operations expand, our exposure to the effects of fluctuations in currency exchange rates grows. For example, global political and economic events, such as the COVID-19 pandemic, trade tariff developments and other geopolitical events have caused global economic uncertainty and variability in foreign currency exchange rates. While we have primarily transacted with customers and business partners in U.S. dollars, we have also conducted business in currencies other than the U.S. dollar. We expect to significantly expand the number of transactions with customers that are denominated in foreign currencies in the future as we continue to expand our business internationally. We also incur expenses for some of our network service provider costs outside of the United States in local currencies and for employee compensation and other operating expenses at our non‑U.S. locations in the respective local currency. Fluctuations in the exchange rates between the U.S. dollar and other currencies could result in an increase to the U.S. dollar equivalent of such expenses.
In addition, our international subsidiaries maintain net assets that are denominated in currencies other than the functional operating currencies of these entities. As we continue to expand our international operations, we become more exposed to the effects of fluctuations in currency exchange rates. Accordingly, changes in the value of foreign currencies relative to the U.S. dollar can affect our results of operations due to transactional and translational remeasurements. As a result of such foreign currency exchange rate fluctuations, it could be more difficult to detect underlying trends in our business and results of operations. In addition, to the extent that fluctuations in currency exchange rates cause our results of operations to differ from our expectations or the expectations of our investors and securities analysts who follow our stock, the trading price of our Class A common stock could be adversely affected.
We recently implemented a program to hedge transactional exposure against the Euro, and may do so in the future with respect to other foreign currencies. We also use derivative instruments, such as foreign currency forward and option contracts, to hedge certain exposures to fluctuations in foreign currency exchange rates. The use of such hedging activities may not offset any or more than a portion of the adverse financial effects of unfavorable movements in foreign exchange rates over the limited time the hedges are in place. Moreover, the use of hedging instruments may introduce additional risks if we are unable to structure effective hedges with such instruments.
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Our ability to use our net operating losses and certain other tax attributes to offset future taxable income and taxes may be subject to certain limitations.
As of December 31, 2021, we had federal, state and foreign net operating loss carryforwards (“NOLs”), of $4.2 billion, $2.7 billion and $268.7 million, respectively. Utilization of these NOL carryforwards depends on our future taxable income, and there is risk that a portion of our existing NOLs could expire unused, and that even if we achieve profitability, the use of our unexpired NOLscondition would be subject to limitations, which could materially and adversely affect our operating results.
U.S. federal NOLs generated in taxable years beginning before January 1, 2018, may be carried forward only 20 years to offset future taxable income, if any. Under current law, U.S. federal NOLs generated in taxable years beginning after December 31, 2017, can be carried forward indefinitely, but the deductibility of such U.S. federal NOLs in taxable years beginning after December 31, 2020, is limited to 80% of taxable income. It is uncertain if and to what extent various states will conform to federal law.
Under Sections 382 and 383 of the Internal Revenue Code of 1986, as amended (the “Code”), and corresponding provisions of state law, a corporation that undergoes an “ownership change” (generally defined as a greater than 50‑percentage‑point cumulative change (by value) in the equity ownership of certain stockholders over a rolling three‑year period) is subject to limitations on its ability to utilize its pre‑change NOLs and other pre-change tax attributes to offset post‑change taxable income and taxes. Our existing NOLs and other tax attributes may be subject to limitations arising from previous ownership changes, and if we undergo an ownership change in the future, our ability to utilize NOLs could be further limited by Section 382 of the Code. Future changes in our stock ownership, some of which may be outside of our control, could result in an ownership change under Section 382 of the Code. In addition, at the state level, there may be periods during which the use of NOL carryforwards is suspended or otherwise limited, which could accelerate or permanently increase state taxes owed.harmed.
If our estimates or judgments relating to our critical accounting policies prove to be incorrect, our results of operations could be adversely affected.
The preparation of financial statements in conformity with U.S. GAAPgenerally accepted accounting principles (“GAAP”) requires management to make estimates and assumptions that affect the amounts reported in the consolidated financial statements and accompanying notes. We base our estimates on historical experience and on various other assumptions that we believe to be reasonable under the circumstances, as provided in Part I,II, Item 2,7, “Management’s Discussion and Analysis of Financial Condition and Results of Operations.” The results of these estimates form the basis for making judgments about the carrying values of assets, liabilities and equity, and the amount of revenue and expenses that are not readily apparent from other sources. Assumptions and estimates used in preparing our consolidated financial statements include those related to revenue recognition and business combinations. Our results of operations may be adversely affected if our assumptions change or if actual circumstances differ from those in our assumptions, which could cause our results of operations to fall below the expectations of securities analysts and investors, resulting in a decline in the trading price of our Class A common stock.
Changes in financial accounting standards or practices may cause adverse, unexpected financial reporting fluctuations and affect our results of operations.
A change in accounting standards or practices may have a significant effect on our results of operations and may even affect our reporting of transactions completed before the change is effective. New accounting pronouncements and varying interpretations of accounting pronouncements have occurred and may occur in the future. Changes to existing rules or the questioning of current practices may adversely affect our reported financial results or the way we conduct our business.
For example, Accounting Standards Codification (“ASC”) 842, “Leases” “Leases” that became effective January 1, 2019, had a material impact on our consolidated financial statements as described in detail in Note 2 to the consolidated financial statements included in our Annual Report on Form 10-K for the year ended December 31, 2020, filed with the SEC on February 26, 2021.2020. Adoption of these types of accounting standards and any difficulties in implementation of changes in accounting principles, including the ability to modify our accounting systems, could cause us to fail to meet our financial reporting obligations, which result in regulatory discipline and harm investors' confidence in us.
If our goodwill or intangible assets become impaired, we may be required to record a significant charge to earnings.
We review our intangible assets for impairment when events or changes in circumstances indicate the carrying value may not be recoverable. Goodwill is required to be tested for impairment at least annually. As of December 31, 2023, we carried a net $5.6 billion of goodwill and intangible assets. An adverse change in market conditions or significant changes in accounting conclusions, particularly if such changes have the effect of changing one of our critical assumptions or estimates, could result in a change to the estimation of fair value that could result in an impairment charge to our goodwill or intangible assets. For example, during the year ended December 31, 2023, we recorded an impairment of intangible assets related to Segment totaling
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approximately $285.7 million, as described in additional detail in Note 6 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K. Any such charges may adversely affect our results of operations.
If we fail to maintain an effective system of disclosure controls and internal control over financial reporting, our ability to produce timely and accurate financial statements or comply with applicable regulations could be impaired.
As a public company, we are required to maintain internal control over financial reporting and to report any material weaknesses in such internal control. Section 404 of the Sarbanes‑OxleySarbanes-Oxley Act of 2002 (the “Sarbanes‑Oxley“Sarbanes-Oxley Act”) requires that
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we evaluate and determine the effectiveness of our internal control over financial reporting and provide a management report on internal control over financial reporting. A material weakness is a deficiency, or combination of deficiencies, in internal control over financial reporting, such that there is a reasonable possibility that a material misstatement of our financial statements will not be prevented or detected on a timely basis.
Our current controls and any new controls that we develop may become inadequate because of changes in conditions in our business. Further, weaknesses in our disclosure controls and internal control over financial reporting may be discovered in the future. In addition, if we acquire additional businesses, we may not be able to successfully integrate the acquired operations and technologies and maintain internal control over financial reporting, if applicable, in accordance with the requirements of Section 404 of the Sarbanes-Oxley Act. Any failure to develop or maintain effective controls or any difficulties encountered in their implementation or improvement could harm our results of operations or cause us to fail to meet our reporting obligations and may result in a restatement of our financial statements for prior periods. Any failure to implement and maintain effective internal control over financial reporting also could adversely affect the results of periodic management evaluations and annual independent registered public accounting firm attestation reports regarding the effectiveness of our internal control over financial reporting that we are required to include in our periodic reports that will be filed with the SEC. Ineffective disclosure controls and procedures and internal control over financial reporting could also cause investors to lose confidence in our reported financial and other information, and could have a material and adverse effect on our business, results of operations and financial condition and could cause a decline in the trading price of our Class A common stock. In addition, if we are unable to continue to meet these requirements, we may not be able to remain listed on the New York Stock ExchangeExchange.
Risks Related to Tax Matters
Our ability to use our net operating losses and certain other tax attributes to offset future taxable income and taxes may be subject to certain limitations.
As of December 31, 2023 we had U.S. federal, state and foreign net operating loss carryforwards (“NOLs”), of $3.4 billion, $2.6 billion and $1.0 billion, respectively. Utilization of these NOL carryforwards depends on our future taxable income, and there is risk that a portion of our existing NOLs could expire unused, and that even if we achieve profitability, the use of our unexpired NOLs would be subject to limitations, which could materially and adversely affect our operating results. U.S. federal NOLs generated in taxable years beginning before January 1, 2018, may be carried forward only 20 years to offset future taxable income, if any. Under current law, U.S. federal NOLs generated in taxable years beginning after December 31, 2017, can be carried forward indefinitely, but the deductibility of such U.S. federal NOLs in taxable years beginning after December 31, 2020, is limited to 80% of taxable income. It is uncertain if and to what extent various states will conform to federal law.
Under Sections 382 and 383 of the Internal Revenue Code of 1986, as amended (the “Code”), and corresponding provisions of state law, a corporation that undergoes an “ownership change” (generally defined as a greater than 50-percentage-point cumulative change (by value) in the equity ownership of certain stockholders over a rolling three-year period) is subject to limitations on its ability to utilize its pre-change NOLs and other pre-change tax attributes to offset post-change taxable income and taxes. Our existing NOLs and other tax attributes may be subject to limitations arising from previous ownership changes, and if we undergo an ownership change in the future, our ability to utilize NOLs could be further limited by Section 382 of the Code. Future changes in our stock ownership, some of which may be outside of our control, could result in an ownership change under Section 382 of the Code. In addition, at the state level, there may be periods during which the use of NOL carryforwards is suspended or otherwise limited, which could accelerate or permanently increase state taxes owed.
We may have additional tax liabilities, which could harm our business, results of operations and financial condition.
Significant judgments and estimates are required in determining our provision for income taxes and other tax liabilities. Our tax expense may be impacted, for example, if tax laws change or are clarified to our detriment or if tax authorities successfully challenge the Long-Term Stock Exchange.tax positions that we take, such as, for example, positions relating to the arm’s-length pricing standards for our intercompany transactions and our indirect tax positions. In determining the adequacy of our provision for
If
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income taxes, we assess the likelihood of adverse outcomes that could result if our goodwilltax positions were challenged by the Internal Revenue Service (“IRS”), and other tax authorities. Should the IRS or intangible assets become impaired,other tax authorities assess additional taxes as a result of examinations, we may be required to record a significant chargecharges to earnings.
We review our intangible assets for impairment when events or changes in circumstances indicate the carrying value may not be recoverable. Goodwill is required to be tested for impairment at least annually. As of December 31, 2021, we carried a net $6.3 billion of goodwill and intangible assets. An adverse change in market conditions, particularly if such change has the effect of changing one of our critical assumptions or estimates, could result in a change to the estimation of fair valueoperations that could result in an impairment charge to our goodwill or intangible assets. Any such charges may adversely affect our results of operations and financial condition.
We conduct operations in many tax jurisdictions throughout the United States and internationally. In many of these jurisdictions, non-income-based taxes, such as sales, value-added tax, goods and services tax, and telecommunications taxes, are assessed on our operations or our sales to customers. We are subject to indirect taxes, and may be subject to certain other taxes, in some of these jurisdictions. We collect certain telecommunications-based taxes from our customers in certain jurisdictions, and we expect to continue expanding the number of jurisdictions in which we will collect these taxes in the future.
Many states are also pursuing legislative expansion of the scope of goods and services that are subject to sales and similar taxes as well as the circumstances in which a vendor of goods and services must collect such taxes. Following the United States Supreme Court decision in South Dakota v. Wayfair, Inc., states are now free to levy taxes on sales of goods and services based on an “economic nexus,” regardless of whether the seller has a physical presence in the state. Any additional fees and taxes levied on our services by any state may adversely impact our results of operations.
Historically, we have not billed or collected taxes in certain jurisdictions and, in accordance with GAAP, we have recorded a provision for our tax exposure in these jurisdictions when it is both probable that a liability has been incurred and the amount of the exposure can be reasonably estimated. We reserved $18.0 million and $22.2 million for domestic jurisdictions and jurisdictions outside of the United States, respectively, on our December 31, 2023 balance sheet for these tax payments. These estimates include several key assumptions, including, but not limited to, the taxability of our products, the jurisdictions in which we believe we have nexus or a permanent establishment, and the sourcing of revenues to those jurisdictions. In the event these jurisdictions challenge our assumptions and analysis, our actual exposure could differ materially from our current estimates and reserves. If the actual payments we make to any jurisdiction exceed the accrual in our balance sheet, our results of operations would be harmed. In addition, some customers may question the incremental tax charges and seek to negotiate lower pricing from us, which could adversely affect our business, results of operations and financial condition.
We are in discussions with certain jurisdictions regarding potential sales and other indirect taxes for prior periods that we may owe. If any of these jurisdictions disagree with management’s assumptions and analysis, the assessment of our tax exposure could differ materially from management’s current estimates. For example, in 2020, San Francisco City and County assessed us for $38.8 million in taxes, including interest and penalties, which exceeded the $11.5 million we had accrued for that assessment. We paid the full amount under protest and filed a lawsuit on May 27, 2021 contesting the assessment. We entered into a settlement agreement in November 2023 pursuant to which San Francisco paid us $18.0 million in settlement of our claims.
Our global operations and structure subject us to potentially adverse tax consequences.
We generally conduct our global operations through subsidiaries and report our taxable income in various jurisdictions worldwide based upon our business operations in those jurisdictions. In particular, our intercompany relationships are subject to complex transfer pricing regulations administered by taxing authorities in various jurisdictions. Also, our tax expense could be affected depending on the applicability of withholding and other taxes (including withholding and indirect taxes on software licenses and related intercompany transactions) under the tax laws of certain jurisdictions in which we have business operations. The relevant revenue and taxing authorities may disagree with positions we have taken generally, or our determinations as to the value of assets sold or acquired or income and expenses attributable to specific jurisdictions. If such a disagreement were to occur, and our position were not sustained, we could be required to pay additional taxes, interest and penalties, which could result in one-time tax charges, higher effective tax rates, reduced cash flows and lower overall profitability of our operations.
Changes in, or interpretations of, tax rules and regulations or our tax positions may materially and adversely affect our income taxes.
We are subject to income taxes in both the United States and numerous international jurisdictions. Significant judgment is required in determining our worldwide provision for income taxes. In the ordinary course of our business, there are many transactions and calculations where the ultimate tax determination is uncertain. Our effective tax rates may fluctuate significantly on a quarterly basis because of a variety of factors, including changes in the mix of earnings and losses in countries with differing statutory tax rates, changes in our business or structure, changes in tax laws that could adversely impact our income or non-income taxes or the expiration of or disputes about certain tax agreements in a particular country. We are subject to audit by various tax authorities. In accordance with U.S. GAAP, we recognize income tax benefits, net of required valuation allowances and accrual for uncertain tax positions. Although we believe our tax estimates are reasonable, the final
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determination of tax audits and any related litigation could be materially different than that which is reflected in historical income tax provisions and accruals. Should additional taxes be assessed as a result of an audit or litigation, an adverse effect on our results of operations, financial condition and cash flows in the period or periods for which that determination is made could result.
Changes in tax laws or tax rulings, or changes in interpretations of existing laws, could cause us to be subject to additional income-based taxes and non-income taxes (such as payroll, sales, use, value-added, digital tax, net worth, property, and goods and services taxes), which in turn could materially affect our financial position and results of operations. Additionally, new, changed, modified, or newly interpreted or applied tax laws could increase our customers’ and our compliance, operating and other costs, as well as the costs of our products. For example, on August 16, 2022, the Inflation Reduction Act of 2022 was signed into law, with tax provisions primarily focused on implementing a 15% minimum tax on global adjusted financial statement income, effective for tax years beginning after December 31, 2022, and a 1% excise tax on share repurchases occurring after December 31, 2022, which resulted in an excise tax payable calculated on our 2023 share repurchases.
As another example, beginning in 2022, the Tax Cuts and Jobs Act of 2017 (the “Tax Act”) eliminates the option to deduct research and development expenditures currently and requires taxpayers to capitalize and amortize them over five or fifteen years pursuant to Section 174 of the Code, which impacts our effective tax rate and our cash tax liability in 2023. If the requirement to capitalize Section 174 expenditures is not modified by legislation, it will continue to impact our effective tax rate and our cash tax liability.

On October 8, 2021, the Organization for Economic Co-operation and Development (the “OECD”) announced the OECD/G20 Inclusive Framework on Base Erosion and Profit Shifting (the “Framework”) which agreed to a two-pillar solution to address tax challenges arising from digitalization of the economy. On December 20, 2021, the OECD released Pillar Two Model Rules defining the global minimum tax rules, which contemplate a minimum tax rate of 15% for large multinational companies. On December 15, 2022, the European Union (EU) Member States formally adopted the EU’s Pillar Two Directive and various countries have enacted or are in the process of enacting legislation on these rules. These changes, when enacted by various countries in which we do business, may increase our taxes in these countries. Changes to these and other areas in relation to international tax reform, including future actions taken by foreign governments in response to the Tax Act, could increase uncertainty and may adversely affect our tax rate and cash flow in future years.
Risks Related to Ownership of Our Class A Common Stock
The trading price of our Class A common stock has been volatile and may continue to be volatile, and you could lose all or part of your investment.
Prior to our initial public offering in June 2016, there was no public market for shares of our Class A common stock. On June 23, 2016, we sold shares of our Class A common stock to the public at $15.00 per share. From June 23, 2016, the date that our Class A common stock started trading on the New York Stock Exchange, through December 31, 2021, the trading price of our Class A common stock has ranged from $22.80 per share to $457.30 per share. The trading price of our Class A common stock has, and may continue to, fluctuate significantly in response to numerous factors, many of which are beyond our control and may not be related to our operating performance, including:
price and volume fluctuations in the overall stock market from time to time;
volatility in the trading prices and trading volumes of technology stocks;
changes in operating performance and stock market valuations of other technology companies generally, or those in our industry in particular;
sales of shares of our Class A common stock by usour stockholders;
our issuance or repurchase of shares of our stockholders;common stock;
short selling of our common stock or related derivatives;
failure of securities analysts to maintain coverage of us, changes in financial estimates or the publication of reports or statements by securities analysts or investors who follow our company, or our failure to meet these estimates or the expectations of investors;
the financial projections we may provide to the public, any changes in those projections or our failure to meet those projections;
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announcements by us or our competitors of new products or services;
the public’s reaction to our press releases, other public announcements and filings with the SEC;
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rumors and market speculation involving us or other companies in our industry;
changes in laws, industry standards, regulations or regulatory enforcement in the United States or internationally, GDPR, the California Consumer Privacy Act of 2018 and other privacy or cybersecurity regulations that may be implemented in the future, including the Schrems II decision invalidating the EU-U.S. Privacy Shield, SHAKEN/STIR and other robocalling prevention and anti-spam standards and increased costs associated with such compliance, as well as enhanced Know-Your-Client processes that impact our ability to market, sell or deliver our products;internationally;
actual or anticipated changes in our results of operations or fluctuations in our results of operations;operations or actual or anticipated changes in our strategy or the organization of our business;
actual or anticipated developments in our business, our competitors’ businesses or the competitive landscape generally;
litigation involving us, our industry or both, or investigations by regulators into our operations or those of our competitors;
developments or disputes concerning our intellectual property or other proprietary rights;
announced or completed acquisitions of businesses, products, services or technologies by us or our competitors;
changes in accounting standards, policies, guidelines, interpretations or principles;
any significant change in our management;management, including changes in the pace of hiring; and
general political, social, economic and market conditions, in both domestic and foreign markets, including due to the COVID-19 pandemic,effects of the war in Ukraine and conflict in the Middle East on the global economy, changes in the labor shortages,market, supply chain disruptions, inflation, increased interest rates, instability and volatility in the banking and financial services sector, and slow or negative growth of our markets.
In addition, in the past, following periods of volatility in the overall market and the market price of a particular company’s securities, securities class action litigation has often been instituted against these companies. This litigation, if instituted against us, could result in substantial costs and a diversion of our management’s attention and resources.
Substantial future sales of shares of our Class A common stock could cause the market price of our Class A common stock to decline.
The market price of our Class A common stock could decline as a result of substantial sales of our Class A common stock, particularly sales by our directors, executive officers and significant stockholders, or the perception in the market that holders of a large number of shares intend to sell their shares.
Additionally, the shares of Class A common stock subject to outstanding options and restricted stock unit awards under our equity incentive plans and the shares reserved for future issuance under our equity incentive plans will become eligible for sale in the public market upon issuance, subject to applicable insider trading policies.
We may not realize the anticipated long-term stockholder value of our share repurchase program, and any failure to repurchase our common stock after we have announced our intention to do so may negatively impact our stock price.
In February 2023, our board of directors authorized the repurchase of up to $1.0 billion of our common stock from time to time through a share repurchase program. Under our share repurchase program, we may make repurchases of stock through a variety of methods, including open share market purchases, privately negotiated purchases, entering into one or more confirmations or other contractual arrangements with a financial institution counterparty to effectuate one or more accelerated stock repurchase contracts, forward purchase contracts or similar derivative instruments, Dutch auction tender offers, or through a combination of any of the foregoing, in accordance with applicable federal securities laws. Our share repurchase program terminates at 11:59 pm Pacific Time on December 31, 2024, does not obligate us to repurchase any specific number of shares, and may be suspended at any time at our discretion and without prior notice. The timing and amount of any repurchases, if any, will be subject to liquidity, stock price, market and economic conditions, compliance with applicable legal requirements such as Delaware surplus and solvency tests and other relevant factors. Any failure to repurchase stock after we have announced our intention to do so may negatively impact our reputation and investor confidence in us and may negatively impact our stock price.
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The dual class structureexistence of our share repurchase program could cause our stock price to be higher than it otherwise would be and could potentially reduce the market liquidity for our stock. Although our share repurchase program is intended to enhance long-term stockholder value, there is no assurance that it will do so because the market price of our common stock hasmay decline below the effect of concentrating voting control with those stockholders who held our capitallevels at which we repurchase shares, and short-term stock prior toprice fluctuations could reduce the completion of our initial public offering, including our directors, executive officers and their respective affiliates. This limits or precludes holders of our Class A common stock from the ability to influence corporate matters, including the election of directors, amendments of our organizational documents and any merger, consolidation, sale of all or substantially all of our assets, or other major corporate transaction requiring stockholder approval.
Our Class B common stock has 10 votes per share, and our Class A common stock has one vote per share. As of December 31, 2021, our directors, executive officers and their respective affiliates, held in the aggregate 21.3%effectiveness of the voting power of our capital stock. Because of the 10‑to‑one voting ratio between our Class B common stock and Class A common stock, the holders of our Class B common stock collectively will continue to have concentrated control of the combined voting power ofprogram.
Repurchasing our common stock reduces the amount of cash we have available to fund working capital, capital expenditures, strategic acquisitions or business opportunities, and thereforeother general corporate purposes, and we may be ablefail to control certain matters submitted to our stockholders for approval untilrealize the earlieranticipated long-term stockholder value of (i) June 28, 2023, or (ii) the date the holders of two‑thirds of our Class B common stock elect to convert the Class B common stock to Class A common stock. This concentrated control limits or precludes your ability to influence corporate matters for the foreseeable future, including the election of directors, amendments of our organizational documents, and any merger, consolidation, sale of all or substantially all of our assets, or other major corporate transaction requiring stockholder approval. In addition, this may prevent or discourage unsolicited acquisition proposals or offers for our capital stock that you may feel are in your best interest as one of our stockholders.
Future transfers by holders of Class B common stock will generally result in those shares converting to Class A common stock, subject to limited exceptions, such as certain transfers effected for estate planning purposes. The conversion of Class B common stock to Class A common stock will have the effect, over time, of increasing the relative voting power of those holders of Class B common stock who retain their shares in the long term.share repurchase program.
If securities or industry analysts cease publishing research or reports about us, our business or our market, or if they change their recommendations regarding our Class A common stock adversely, the trading price of our Class A common stock and trading volume could decline.
The trading market for our Class A common stock is influenced by the research and reports that securities or industry analysts may publish about us, our business, our market or our competitors. If any of the analysts who cover us change their recommendation regarding our Class A common stock adversely, or provide more favorable relative recommendations about our competitors, the trading price of our Class A common stock would likely decline. If any analyst who covers us were to cease coverage of our company or fail to regularly publish reports on us, we could lose visibility in the financial markets, which in turn could cause the trading price of our Class A common stock or trading volume to decline.
Anti‑takeoverAnti-takeover provisions contained in our amended and restated certificate of incorporation and second amended and restated bylaws, as well as provisions of Delaware law, could impair a takeover attempt.
Our amended and restated certificate of incorporation, second amended and restated bylaws and Delaware law contain provisions which could have the effect of rendering more difficult, delaying, or preventing an acquisition deemed undesirable by our board of directors. Among other things, our amended and restated certificate of incorporation and second amended and restated bylaws include provisions:
authorizing “blank check” preferred stock, which could be issued by our board of directors without stockholder approval and may contain voting, liquidation, dividend and other rights superior to our Class A and Class B common stock;
limiting the liability of, and providing indemnification to, our directors and officers;
limiting the ability of our stockholders to call and bring business before special meetings;
providing for a dual class common stock structure in which holders of our Class B common stock have the ability to control the outcome of matters requiring stockholder approval, even if they own significantly less than a majority of the outstanding shares of our Class A and Class B common stock, including the election of directors and significant corporate transactions, such as a merger or other sale of our company or its assets;
providing that our board of directors is classified into three classes of directors with staggered three‑yearthree-year terms;
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prohibitprohibiting stockholder action by written consent, which requiresinstead requiring all stockholder actions to be taken at a meeting of our stockholders;
requiring advance notice of stockholder proposals for business to be conducted at meetings of our stockholders and for nominations of candidates for election to our board of directors;
controlling the procedures for the conduct and scheduling of board of directors and stockholder meetings; and
providing for advance notice procedures that stockholders must comply with in order to nominate candidates to our board of directors or to propose matters to be acted upon at a meeting of stockholders, which may discourage or deter a potential acquirer from conducting a solicitation of proxies to elect the acquirer’s own slate of directors or otherwise attempting to obtain control of us.
These provisions, alone or together, could delay or prevent hostile takeovers and changes in control or changes in our management.
As a Delaware corporation, we are also subject to provisions of Delaware law, including Section 203 of the Delaware General Corporation law,Law, which prevents certain stockholders holding more than 15% of our outstanding common stock from engaging in certain business combinations without approval of the holders of at least two‑thirdstwo-thirds of our outstanding common stock not held by such 15% or greater stockholder.
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Any provision of our amended and restated certificate of incorporation, second amended and restated bylaws or Delaware law that has the effect of delaying, preventing or deterring a change in control could limit the opportunity for our stockholders to receive a premium for their shares of our common stock and could also affect the price that some investors are willing to pay for our Class A common stock.
Our second amended and restated bylaws providesprovide that the Court of Chancery of the State of Delaware is the exclusive forum for substantially all disputes between us and our stockholders, which could limit our stockholders’ ability to obtain a favorable judicial forum for disputes with us or our directors, officers or employees.
Our second amended and restated bylaws providesprovide that the Court of Chancery of the State of Delaware is the exclusive forum for the following types of actions or proceedings under Delaware statutory or common law:
any derivative action or proceeding brought on our behalf;
any action asserting a breach of fiduciary duty owed by our directors, officers, employees or our stockholders;
any action asserting a claim against us arising under the Delaware General Corporation Law; and
any action asserting a claim against us that is governed by the internal-affairs doctrine (the “Delaware Forum Provision”).
The Delaware Forum Provision would not apply to suits brought to enforce a duty or liability created by the Exchange Act or any other claim under the Securities Act, for which the United States District Court for the Northern District of California has sole and exclusive jurisdiction (the “Federal Forum Provision”), as we are based in the State of California. In addition, our second amended and restated bylaws provide that any person or entity purchasing or otherwise acquiring any interest in shares of our capital stock is deemed to have notice of and consented to the Delaware Forum Provision and the Federal Forum Provision; provided, however, that stockholders cannot and will not be deemed to have waived our compliance with the U.S. federal securities laws and the rules and regulations thereunder.
The Delaware Forum Provision and the Federal Forum Provision may limit a stockholder’s ability to bring a claim in a judicial forum that it finds favorable for disputes with us or our directors, officers or employees, which may discourage lawsuits against us and our directors, officers and employees. If a court were to find the Delaware Forum Provision and the Federal Forum Provision in our second amended and restated bylaws to be inapplicable or unenforceable in an action, we may incur additional costs associated with resolving the dispute in other jurisdictions, which could seriously harm our business.
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We do not expect to declare any dividends in the foreseeable future.
We have never paid dividends and we do not anticipate declaring any cash dividends to holders of our common stock in the foreseeable future. Consequently, investors may need to rely on sales of their Class A common stock after price appreciation, which may never occur, as the only way to realize any future gains on their investment. Investors seeking cash dividends should not purchase our Class A common stock.
Risks Related to our Indebtedness
Our indebtedness could adversely affect our financial condition.
As of December 31, 2021, we had $1.0 billion of indebtedness outstanding (excluding intercompany indebtedness). Our indebtedness could have important consequences, including:
limiting our ability to obtain additional financing to fund future working capital, capital expenditures, acquisitions or other general corporate requirements;
requiring a portion of our cash flows to be dedicated to debt service payments instead of other purposes, thereby reducing the amount of cash flows available for working capital, capital expenditures, acquisitions and other general corporate purposes;
increasing our vulnerability to adverse changes in general economic, industry and competitive conditions;
exposing us to the risk of increased interest rates as certain of our borrowings, including borrowings under a future revolving credit facility, may be at variable rates of interest; and
increasing our cost of borrowing.

In addition, the indenture governs our 3.625% notes due 2029 (the “2029 Notes”) and our 3.875% notes due 2031 (the “2031 Notes,” and together with the 2029 Notes, the “Notes”) and contains restrictive covenants that limit our ability to engage in activities that may be in our long-term best interest. Our failure to comply with those covenants could result in an event of default which, under the indenture governing the Notes, if not cured or waived, could permit the trustee, or permit the holders of the Notes to cause the trustee, to declare all or part of the Notes to be immediately due and payable or to exercise any remedies provided to the trustee and/or result in the acceleration of substantially all of our indebtedness.
We may not be able to generate sufficient cash to service all of our indebtedness, including the Notes, and may be forced to take other actions to satisfy our obligations under our indebtedness, which may not be successful.
Our ability to make scheduled payments on or to refinance our debt obligations, including the Notes, depends on our financial condition and results of operations, which in turn are subject to prevailing economic and competitive conditions and to certain financial, business and other factors beyond our control. We may not be able to maintain a level of cash flows from operating activities sufficient to permit us to pay the principal, premium, if any, and interest on our indebtedness, including the Notes.
If our cash flows and capital resources are insufficient to fund our debt service obligations, we could face substantial liquidity problems and may be forced to reduce or delay investments and capital expenditures, or to sell assets, seek additional capital or restructure or refinance our indebtedness, including the Notes. Our ability to restructure or refinance our debt will depend on, among other things, the condition of the capital markets and our financial condition at such time. Any refinancing of our debt could be at higher interest rates and may require us to comply with more onerous covenants, which could further restrict our business operations. The terms of existing or future debt instruments and the indenture that governs the Notes may restrict us from adopting some of these alternatives. In addition, any failure to make payments of interest and principal on our outstanding indebtedness on a timely basis would likely result in a reduction of our credit rating, which could harm our ability to incur additional indebtedness. In the absence of such cash flows and resources, we could face substantial liquidity problems and might be required to dispose of material assets or operations to meet our debt service and other obligations.
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Our inability to generate sufficient cash flows to satisfy our debt obligations, or to refinance our indebtedness on commercially reasonable terms or at all, would materially and adversely affect our financial position and results of operations.
If we cannot make scheduled payments on our indebtedness, we will be in default and holders of the Notes and other indebtedness could declare all outstanding principal and interest to be due and payable, the lenders under a future revolving credit facility could terminate their commitments to loan money, our secured lenders could foreclose against the assets securing their borrowings and we could be forced into bankruptcy or liquidation. If we breach the covenants under our debt instruments, we would be in default under such instruments. The holders of such indebtedness could exercise their rights, as described above, and we could be forced into bankruptcy or liquidation.
The indenture governing the Notes contain cross-default provisions that could result in the acceleration of all of our indebtedness.
A breach of the covenants under the indenture governing the Notes could result in an event of default under the applicable indebtedness. Such a default may allow the creditors to accelerate the related indebtedness and may result in the acceleration of any other indebtedness to which a cross-acceleration or cross-default provision applies. In addition, an event of default under a revolving credit facility may permit the lenders thereunder to terminate all commitments to extend further credit under that facility. Furthermore, if we were unable to repay amounts due and payable under a secured credit facility, those lenders could proceed against the collateral granted to them to secure that indebtedness. In the event our note holders accelerate the repayment of our borrowings, we and our guarantors may not have sufficient assets to repay that indebtedness. Additionally, we may not be able to borrow money from other lenders to enable us to refinance our indebtedness.
Risks Related to our Acquisitions
We may not realize potential benefits from our recent acquisitions, partnerships and investments because of difficulties related to integration, the achievement of synergies, and other challenges.
We regularly acquire or invest in businesses and technologies that are complementary to our business through acquisitions, partnerships or investments, including several transactions in fiscal year 2021. There can be no assurances that our businesses can be combined in a manner that allows for the achievement of substantial benefits. Any integration process may require significant time and resources, and we may not be able to manage the process successfully as our ability to acquire and integrate larger or more complex companies, products, or technology in a successful manner is unproven. If we are not able to successfully integrate these acquired businesses with ours or pursue our customer and product strategy successfully, the anticipated benefits of such acquisitions may not be realized fully or may take longer than expected to be realized. Further, it is possible that there could be a loss of our key employees and customers, disruption of ongoing businesses or unexpected issues, higher than expected costs and an overall post‑completion process that takes longer than originally anticipated. In addition, the following issues, among others, must be addressed in order to realize the anticipated benefits of our acquisitions, partnerships or investments:
combining the acquired businesses' corporate functions with our corporate functions;
combining acquired businesses with our business in a manner that permits us to achieve the synergies anticipated to result from such acquisitions, the failure of which would result in the anticipated benefits of our acquisitions not being realized in the time frame currently anticipated or at all;
maintaining existing agreements with customers, distributors, providers, talent and vendors and avoiding delays in entering into new agreements with prospective customers, distributors, providers, talent and vendors;
determining whether and how to address possible differences in corporate cultures and management philosophies;
integrating the companies’ administrative and information technology infrastructure;
developing products and technology that allow value to be unlocked in the future;
evaluating and forecasting the financial impact of such acquisitions, partnerships and investments, including accounting charges; and
effecting potential actions that may be required in connection with obtaining regulatory approvals.
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In addition, at times the attention of certain members of our management and resources may be focused on integration of the acquired businesses and diverted from day‑to‑day business operations, which may disrupt our ongoing business.
We have incurred, and may continue to incur, significant, nonrecurring costs in connection with our acquisitions, partnerships and investments and integrating our operations with those of the acquired businesses, including costs to maintain employee morale and to retain key employees. Management cannot ensure that the elimination of duplicative costs or the realization of other efficiencies will offset the transaction and integration costs in the near term or at all.
Purchase price accounting in connection with our acquisitions requires estimates that may be subject to change and could impact our consolidated financial statements and future results of operations and financial position.
Pursuant to the acquisition method of accounting, the purchase price we pay for our acquired businesses is allocated to the underlying tangible and intangible assets acquired and liabilities assumed based on their respective fair market values with any excess purchase price allocated to goodwill. The acquisition method of accounting is dependent upon certain valuations and other studies that are preliminary. Differences between these preliminary estimates and the final acquisition accounting may occur, and these differences could have a material impact on the consolidated financial statements and the combined company’s future results of operations and financial position.
General Risks
Any legal proceedings or claims against us could be costly and time-consuming to defend and could harm our reputation regardless of the outcome.
We are and may in the future become subject to legal proceedings and claims that arise in the ordinary course of business, such as disputes or employment claims made by our current or former employees. Any litigation, whether meritorious or not, could harm our reputation, will increase our costs and may divert management’s attention, time and resources, which may in turn seriously harm our business. Insurance might not cover such claims, might not provide sufficient payments to cover all the costs to resolve one or more such claims, and might not continue to be available on terms acceptable to us. A claim brought against us that is uninsured or underinsured could result in unanticipated costs and could seriously harm our business.
Unfavorable conditions in our industry or the global economy or reductions in spending on information technology and communications could adversely affect our business, results of operations and financial condition.
Our results of operations may vary based on the impact of changes in our industry or the global economy on our customers. Our results of operations depend in part on demand for information technology and cloud communications. In addition, our revenue is dependent on the usage of our products, which in turn is influenced by the scale of business that our customers are conducting. To the extent that weak economic conditions, including due to the COVID-19 pandemic, labor shortages, supply chain disruptions and inflation, geopolitical developments, such as existing and potential trade wars, and other events outside of our control such as the COVID-19 pandemic, result in a reduced volume of business for, and communications by, our customers and prospective customers, demand for, and use of, our products may decline. Furthermore, weak economic conditions may make it more difficult to collect on outstanding accounts receivable and increase our expenses. Additionally, we generate a portion of our revenue from small and medium-sized businesses, which may be affected by economic downturns and other adverse macroeconomic conditions to a greater extent than enterprises, and typically have more limited financial resources, including capital borrowing capacity, than enterprises. If our customers reduce their use of our products, or prospective customers delay adoption or elect not to adopt our products, as a result of a weak economy or rising inflation and increased costs, this could adversely affect our business, results of operations and financial condition.
Our business is subject to the risks of pandemics, earthquakes, fire, floods and other natural catastrophic events, and to interruption by man-made problems such as power disruptions, computer viruses, data security breaches, terrorism or terrorism.war.
Our business operations are subject to interruption by natural disasters, flooding, fire, power shortages, public health epidemics or pandemics, such as COVID-19, terrorism, political unrest, cyber-attacks, geopolitical instability, war, the effects of climate change and other events beyond our control. For example, our corporate headquarters are located in the San Francisco Bay Area, a region known for seismic activity. A significant natural disaster, such as an earthquake, fire or flood, occurring at our headquarters, at one of our other facilities or where a business partner is located could adversely affect our business, results of operations and financial condition. Further, if a natural disaster or man-made problem were to affect our service providers, this could adversely affect the ability of our customers to use our products and platform. Natural disasters, public health epidemics or pandemics, such as the COVID-19 pandemic, and acts of terrorismgeopolitical events, such as the war in Ukraine and conflict in the Middle East, could cause disruptions in our or our customers’ businesses, national economies or the world economy as a whole.
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We also rely on our network and third-party infrastructure and enterprise applications and internal technology systems for our engineering, sales and marketing, and operations activities. Although we maintain incident management and disaster
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response plans, in the event of a major disruption caused by a natural disaster or man-made problem, we may be unable to continue our operations and may endure system interruptions, reputational harm, delays in our development activities, lengthy interruptions in service, breaches of data security and loss of critical data, any of which could adversely affect our business, results of operations and financial condition.
In addition, computer malware, viruses and computer hacking, fraudulent use attempts and phishing attacks have become more prevalent in our industry, have occurred on our platform in the past and may occur on our platform in the future. Though it is difficult to determine what, if any, harm may directly result from any specific interruption or attack, any failure to maintain performance, reliability, security, integrity and availability of our products and technical infrastructure to the satisfaction of our userscustomers may harm our reputation and our ability to retain existing userscustomers and attract new users.customers. In addition, global climate change could result in certain types of natural disasters occurring more frequently or with more intense effects. Any such events may result in users being subject to service disruptions or outages, and we may not be able to recover our technical infrastructure in a timely manner to maintain or resume operations, which may adversely affect our financial results.
Climate change may haveOur reputation and/or business could be negatively impacted by ESG matters and/or our reporting of such matters.
There is an impactincreasing focus from regulators, certain investors, and other stakeholders concerning ESG matters, both in the United States and internationally. We communicate certain ESG-related initiatives, goals, and/or commitments regarding environmental matters, diversity, responsible sourcing and social investments, and other matters in our annual Impact and DEI Report, on our business.
While we seekwebsite, in our filings with the SEC, and elsewhere. These initiatives, goals, or commitments could be difficult to mitigateachieve and costly to implement. We could fail to achieve, or be perceived to fail to achieve, our business risks associated with climate change (such as drought, wildfires, hurricanes, increased storm severity and sea level rise), we recognize that there are inherent climate-related risks wherever business is conducted. Our primary locations may be vulnerable to the adverse effects of climate change. For example, certain of our offices have experienced, and are projected to continue to experience, climate-related events at an increasing frequency, including drought, heat waves, wildfires and resultant air quality impacts and power shutoffs associated with wildfire prevention. Changing market dynamics, global policy developments and the increasing frequency and impact of extreme weather events on critical infrastructure in the U.S. and elsewhere have the potential to disrupt our business, the business of our third-party suppliers and the business of our customers, and may cause us to experience losses and additional costs to maintainESG-related initiatives, goals, or resume operations.commitments. In addition, we maycould be subjectcriticized for the timing, scope or nature of these initiatives, goals, or commitments, or for any revisions to increased regulations, reporting requirements, standardsthem. To the extent that our required and voluntary disclosures about ESG matters increase, we could be criticized for the accuracy, adequacy, or expectations regarding the environmental impactscompleteness of such disclosures. Our actual or perceived failure to achieve our ESG-related initiatives, goals, or commitments could negatively impact our reputation, result in ESG-focused investors not purchasing and holding our stock, or otherwise materially harm our business.
Item 1B. Unresolved Staff Comments
None.
Item 1C. Cybersecurity
Our board of directors recognizes the critical importance of maintaining the trust and confidence of our customers, clients, business partners and employees. Our board of directors is actively involved in oversight of our risk management program, and cybersecurity represents an important component of our overall approach to enterprise risk management (“ERM”).
Risk Management and Strategy
We have policies, standards, processes and practices for assessing, identifying, and managing material risk from cybersecurity threats that are integrated into our ERM systems and processes. Our cross-functional approach to cybersecurity risk management is focused on preserving the confidentiality, integrity, and availability of our information systems by identifying, preventing and mitigating cybersecurity threats and effectively responding to cybersecurity incidents when they occur. As part of this approach, we have implemented controls and procedures that provide for the prompt escalation of certain cybersecurity incidents to enable timely decisions by management regarding the public disclosure and reporting of such incidents.
Our cybersecurity program is focused on the following key areas:
Governance. As discussed in more detail under the heading “Governance” below, our board of directors’ oversight of cybersecurity risk is supported by our audit committee, which regularly interacts with our ERM function, our Chief Digital Officer (“CDO”), our Chief Information Security Officer (“CISO”), other members of management, and relevant committees and working groups, including management’s Enterprise Risk Committee (“ERC”), Cyber Incident Task Force (“CITF”), and Security Incident Response Team (“SIRT”), in its oversight of cybersecurity-related risk.
Risk Assessment.We devote significant resources and designate high-level personnel, including our ERC, which includes our Chief Legal Officer (“CLO”), our CDO, our CISO, our Vice President of Internal Audit, and our Vice President of Ethics, Compliance and Risk Management, to manage the cybersecurity risk assessment and mitigation process. We conduct
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security assessments both internally and with the assistance of third parties to identify cybersecurity threats periodically and to identify any potentially material changes in our business practices that may affect information systems that are vulnerable to such cybersecurity threats. These security assessments include identification of reasonably foreseeable internal and external risks, the likelihood and potential impact of such risks, and the sufficiency and effectiveness of existing policies, procedures, systems, and controls to manage such risks. Risk themes identified during our risk assessments guide annual cybersecurity planning activities and investments to improve security coverage, technology capabilities and processes.
Technical Safeguards. We deploy, maintain, and regularly monitor the effectiveness of technical safeguards that are designed to protect our information systems from cybersecurity threats. We align our security program to recognized frameworks and industry standards. We make investments in core security capabilities, including awareness and training, identity and access, incident response, product security, cloud security, enterprise security, risk management, and supply chain risk, in order to enable us to better identify, protect, detect, respond to, and recover from evolving security threats. Our technical safeguards include firewalls, intrusion prevention and detection systems, anti-malware functionality and access controls, which are evaluated and improved through internal and external security assessments and cybersecurity threat intelligence. We regularly assess our safeguards through internal testing by our assurance teams. We also leverage external third-party testing (e.g., penetration testing, attack surface mapping, and security maturity assessments) and seek third-party certifications (e.g., SOC2, ISO, and PCI DSS). Following our risk assessments, we evaluate whether and/or how to re-design and/or enhance our safeguards to reasonably address any identified risks or gaps.
Incident Response and Recovery Planning. We have established comprehensive incident response and recovery plans that address the full lifecycle of our response to a cybersecurity incident. These plans are periodically tested and evaluated.
Third-Party Risk Management. We maintain a comprehensive, risk-based approach to identifying and overseeing cybersecurity risks presented by third parties, including vendors, service providers and other external users of our systems, as well as the systems of third parties that could adversely impact our business in the event of a cybersecurity incident affecting those third-party systems. We perform due diligence on vendors, service providers and other third-party users of our systems at initial onboarding and periodically thereafter. We require that third-party service providers have the ability to implement and maintain reasonable and appropriate security measures, consistent with applicable laws, in connection with their work with us, and to promptly report any actual or suspected breach of their security measures that may affect our company.
Security Awareness and Training. Our security awareness program requires that employees and certain contractors complete comprehensive security training upon joining the company and annually thereafter. The training covers critical security topics to ensure our workforce stays informed about top-of-mind security areas, such as phishing. The training helps ensure that our personnel have the knowledge and skills required to protect our digital assets and critical data. In addition, we conduct awareness campaigns on cybersecurity threats as a means to equip our personnel with effective tools to address such threats and to communicate our evolving information security policies, standards, processes and practices.
We engage in the periodic assessment and testing of our cybersecurity policies, standards, processes and practices, including through audits, assessments, tabletop exercises, threat modeling, vulnerability testing and other exercises focused on evaluating the effectiveness of our cybersecurity measures and planning. To assist with such assessment and testing, we engage assessors, consultants, auditors, and other third parties to perform assessments on our cybersecurity measures, including for third-party testing and certifications (as described above under “Technical Safeguards”), information security maturity assessments, customer audits, and independent reviews of our information security control environment and operating effectiveness. The material results of such assessments, audits and reviews are reported to our audit committee, and we adjust our cybersecurity policies, standards, processes and practices as necessary based on the information provided.
To date, cybersecurity threats, including as a result of any previous cybersecurity incidents, have not materially affected our company, including our business strategy, results of operations, or financial condition. For additional information regarding whether any risks from cybersecurity threats, including as a result of any previous cybersecurity incidents, are reasonably likely to materially affect our company in the future, including our business strategy, results of operations, or financial condition, see Part I, Item 1A, “Risk Factors” in this Annual Report on Form 10-K.
Governance
Our board of directors, in coordination with our audit committee, oversees our ERM process, including the management of cybersecurity risks, and is responsible for monitoring and assessing strategic risk exposure. Our management team and its committees, including our ERC, our CITF, our SIRT, and our core information security operational teams, in partnership with our engineering teams, are responsible for the day-to-day management and mitigation of the material cybersecurity risks we face.
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Our board of directors administers its cybersecurity risk oversight function through our audit committee. Our audit committee receives regular presentations and reports on cybersecurity risks, which address a wide range of topics including recent developments, evolving standards, vulnerability assessments, third-party and independent reviews, the threat environment, technological trends and information security considerations arising with respect to our peers and third parties, and risks relating to cybersecurity incidents. Our board of directors receives quarterly updates from our audit committee on ERM and cybersecurity risks.
Our ERC, comprised of our CLO, our CDO, our CISO, our Vice President of Internal Audit, and our Vice President of Ethics, Compliance and Risk Management, among others, oversees our ERM activities, including cybersecurity-related risks. Our CDO and our CISO (who reports to our CDO) are primarily responsible for the assessment and management of our material risks from cybersecurity threats, working collaboratively and cross-functionally to design and implement our cybersecurity policies and processes, including those described in “Risk Management and Strategy” above, and for responding to any cybersecurity incidents. In addition, our CITF (which includes our CDO, our CISO, our CLO, and our Chief Financial Officer (“CFO”)) is primarily responsible for evaluating cybersecurity incidents, gathering and assessing facts relevant to applicable regulatory reporting and disclosure obligations, making recommendations to our Chief Executive Officer and CFO regarding such disclosure, and advising our board of directors and audit committee on the effectiveness of policies and procedures related to the disclosure of cybersecurity incidents.
To facilitate our cybersecurity risk management program, multidisciplinary teams throughout our company are deployed to address cybersecurity threats and to respond to cybersecurity incidents. Through ongoing communications with these teams, our CDO, our CISO, and the SIRT monitor the detection, mitigation and remediation of cybersecurity threats and incidents in real time, and report such threats and incidents to the CITF when appropriate.
Our CDO has over 25 years of experience at technology companies and has been in the security space for over 18 years, including serving as chief security officer at a public company and leading security engineering at another public company. Our CDO also serves on the board of directors of a publicly traded cybersecurity company. Our CDO holds an undergraduate degree in electronics engineering and a graduate degree in business administration and management. Our CISO has over 18 years of experience managing cybersecurity risks in the technology industry, including serving as the acting chief security officer at a public company and holding other senior cybersecurity leadership and operational roles at other companies. Our CISO holds an undergraduate degree in computer engineering and graduate degrees in electrical engineering and business administration. Our CFO, CLO, VP of Internal Audit, and VP of Ethics, Compliance and Risk Management each hold undergraduate and/or graduate degrees in their respective fields, and have over 10 years of experience managing risks at the Company and at similar companies, including risks arising from cybersecurity threats.
Item 2. Properties
We lease all of our facilities and do not own any real property. Our headquarters, which serves as our principal offices for our business segments, is located in San Francisco, California, where we have sub-leased several floors, consisting of 259,416actively occupy 83,372 square feet of office space at 101 Spear Street. In 2022, we announced our decision to become a remote-first company allowing our employees the flexibility to work remotely on a permanent basis. As a result of this decision, we permanently closed several of our offices, including a portion of our headquarters space. The sub-lease covers several floors for which the terms commencedfinancial impact on December 1, 2018our results of operations from closing these offices is described in Note 6 and April 1, 2020 and will be expiring at various dates between March 2025 and June 2028. Our existing lease obligations are secured by letters of credit with a cumulative value of $23.7 million as of December 31, 2021.Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
We also lease approximately 600,000 square feetadditional office space in various other locations in North America, South America, Europe and Asia. This includes our international headquarters in Dublin, Ireland, and regional offices used for business operations, sales, support, and product development.
development for our business segments. Additional information regarding our lease commitments is available in Note 6 of10 to our consolidated financial statements included in Part II, Item 8, “Financial Statements and Supplementary Data” included elsewhere in this Annual Report on Form 10-K.
We intend to procure additional space in the future as we continue expand geographically and add employees. We believe that our remaining facilities are adequate and suitable for our current needs and that, should it be needed, suitable additional or alternative space will be available to accommodate our operations.
Item 3. Legal Proceedings
Refer to Note 13(b) of17(b) to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for a description of our current material legal proceedings.
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Item 4. Mine Safety Disclosures
Not applicable.
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PART II
Item 5. Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities
Market Price of Our Class AInformation for Common Stock
Our Class A common stock (“common stock”) is traded on the New York Stock Exchange and, as of August 2021, the Long-Term Stock Exchange under the symbol “TWLO.” Our Class B common stock is neither listed nor traded, and no Class B common stock is currently issued or outstanding.
Holders of Record
As of January 31, 2022,2024, we had 196251 holders of record of our Class A andcommon stock. There are no holders of record of our Class B common stock. The actual number of stockholders is greater than this number of holders of record holders and includes stockholders who are beneficial owners but whose shares are held in street name by brokers and other nominees.
Dividend Policy
We have never declared or paid any cash dividends on our capital stock. We intend to retain any future earnings and do not expect to pay any dividends in the foreseeable future.
Stock Performance Graph
This performance graph shall not be deemed "soliciting material" or to be "filed" with the SEC for purposes of Section 18 of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), or otherwise subject to the liabilities under that Section, and shall not be deemed to be incorporated by reference into any filing of Twilio Inc. under the Securities Act of 1933, as amended (the “Securities Act”), or the Exchange Act.
We have presented below the cumulative five-year total return to our stockholders between June 23, 2016 (the date our Class A common stock commenced trading on the NYSE) through December 31, 2021, in comparison to the S&P 500 Index and S&P 500 Information Technology Index. All values assume aAn investment of $100 initial investment(with reinvestment of all dividends) is assumed to have been made in our common stock and datain each respective index at the market closing price on the last trading day for the S&P 500 Indexfiscal year ended December 31, 2018, and S&P 500 Information Technology Index assume reinvestment of dividends.its relative performance is tracked through the last trading day for the fiscal year ended December 31, 2023. The comparisons are based on historical data and are not indicative of, nor intended to forecast, the future performance of our Class A common stock.
twlo-20211231_g2.jpgTWLO stock graph 12.31.23.jpg
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Table of Contents
Recent Sales of Unregistered Securities and Use of Proceeds from Registered Securities
(a) Sales of Unregistered Securities
In each ofDuring the yearsyear ended December 31, 2021 and 2020, Twilio.org donated2023, we issued 88,408 shares of our unregistered Class A common stock to an independent donor advised fund to further our Twilio.org philanthropic goals. The shares were “restricted securities” for purposes of Rule 144 under the Securities Act, of 1933, as amended (the "Securities Act"), and had an aggregate fair market value on the date of donation of $31.2 million$5.3 million. The foregoing transaction did not involve any underwriters, any underwriting discounts or commissions, or any public offering. We believe the offer, sale and $19.0 million, respectively.
In 2018, we issued $550.0 million in aggregate principal amount of 0.25% Convertible Senior Notes due 2023 (the “Convertible Notes”). In connection with the offeringissuance of the Convertible Notes, we entered into privately-negotiated capped call transactions with certain counterparties (the “capped calls”). The capped calls each had an initial strike price of approximately $70.90 per share, subject to certain adjustments, which corresponds to the initial conversion price of the Convertible Notes. The capped calls had initial cap prices of $105.04 per share, subject to certain adjustments. The capped calls covered, subject to anti-dilution adjustments, approximately 7,757,200above shares of Class A Common Stock. Refer to Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for additional information about the Convertible Notes and capped calls.
We offered and sold the Convertible Notes to the initial purchasers in reliance on the exemption from registration provided by Section 4(a)(2) of the Securities Act and for resale by the initial purchasers to qualified institutional buyers pursuant to the exemption from registration provided by Rule 144A under the Securities Act. We relied on these exemptions from registration based in part on representations made by the initial purchasers in the purchase agreement dated May 14, 2018. On May 18, 2021, we issued a notice of redemption for our Convertible Notes and in June 2021, we redeemed all of the remaining outstanding principal amount of the Convertible Notes and settled all related capped call arrangements. These transactions are described in detail in Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
In connection with our acquisition of Zipwhip in July 2021, we issued an additional 526 shares of unregistered Class A common stock on November 15, 2021, pursuant to a post-closing adjustment. These issuances were exempt from registration under the Securities Act by virtue of Section 4(a)(2) of the Securities Act and Rule 506 of Regulation D promulgated thereunder.
(b) Use of Proceeds
In February 2021, we closed a follow-on public offering, in which we sold 4,312,500 shares of Class A common stock at a price tobecause the public of $409.60 per share, including shares sold in connection with the exercise of the underwriters' option to purchase additional shares. The offer and sale of allissuance of the shares in the follow-on offering were registered under the Securities Act pursuant todid not involve a registration statement on Form S-3 (File No. 333-231794), which was declared effective by the SEC on May 29, 2019. We raised $1.8 billion in net proceeds after deducting offering expenses paid by us. No payments were made by us to directors, officers or persons owning 10 percent or more of our capital stock or to their associates, or to our affiliates, other than payments in the ordinary course of business to officers for salaries. There has been no material change in the planned use of proceeds from our follow-on offering as described in our final prospectus filed with the SEC on February 22, 2021, pursuant to Rule 424(b)(5). We invested the funds received in accordance with our board-approved investment policy, which provides for investments in obligations of the U.S. government, money market instruments, registered money market funds and corporate bonds. The managing underwriters of our follow-on offering were Morgan Stanley & Co. LLC, J.P. Morgan Securities LLC, Academy Securities, Inc., Cabrera Capital Markets LLC, and Siebert Williams Shank & Co., LLC.public offering.
In August 2020, we closed a follow-on public offering, in which we sold 5,819,838 shares of Class A common stock at a price to the public of $247.00 per share, including shares sold in connection with the exercise of the underwriters' option to purchase additional shares. The offer and sale of all of the shares in the follow-on offering were registered under the Securities Act pursuant to a registration statement on Form S-3 (File No. 333-231794), which was declared effective by the SEC on May 29, 2019. We raised $1.4 billion in net proceeds after deducting underwriting discounts and commissions and offering expenses paid by us. No payments were made by us to directors, officers or persons owning 10 percent or more of our capital stock or to their associates, or to our affiliates, other than payments in the ordinary course of business to officers for salaries. There has been no material change in the planned use of proceeds from our follow-on offering as described in our final prospectus filed with the SEC on August 7, 2020, pursuant to Rule 424(b)(5). We invested the funds received in accordance with our board-approved investment policy, which provides for investments in obligations of the U.S. government, money market instruments, registered money market funds and corporate bonds. The managing underwriters of our follow-on offering were J.P. Morgan Securities LLC, Morgan Stanley & Co. LLC, Goldman, Sachs & Co. and BofA Securities, Inc.
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In June 2019, we closed a follow-on public offering, in which we sold 8,064,515 shares of Class A common stock at a price to the public of $124.00 per share, including shares sold in connection with the exercise of the underwriters' option to purchase additional shares. The offer and sale of all of the shares in the follow-on offering were registered under the Securities Act pursuant to a registration statement on Form S-3 (File No. 333-231794), which was declared effective by the SEC on May 29, 2019. We raised $979.0 million in net proceeds after deducting underwriting discounts and commissions and offering expenses paid by us. No payments were made by us to directors, officers or persons owning 10 percent or more of our capital stock or to their associates, or to our affiliates, other than payments in the ordinary course of business to officers for salaries. There has been no material change in the planned use of proceeds from our follow-on offering as described in our final prospectus filed with the SEC on May 31, 2019, pursuant to Rule 424(b). We invested the funds received in accordance with our board-approved investment policy, which provides for investments in obligations of the U.S. government, money market instruments, registered money market funds and corporate bonds. The managing underwriters of our follow-on offering were Goldman, Sachs & Co. and J.P. Morgan Securities LLC.
(c) Issuer Purchases of Equity Securities
None.The following table summarizes the share repurchase activity for the three months ended December 31, 2023:
Total Number of Shares Purchased(1)
Average Price Paid Per Share(2)
Total Number of Shares Purchased as Part of Publicly Announced Plans or Programs(1)
Approximate Dollar Value of Shares that May Yet Be Purchased Under the Plans or Programs(1)
(In thousands)(In thousands)(In millions)
October 1 - 31, 2023943 $53.42 943 $399 
November 1 - 30, 2023758 $54.16 758 $358 
December 1 - 31, 2023415 $72.75 415 $328 
2,116 2,116 
_____________________________
(1) In February 2023, our board of directors authorized a share repurchase program to repurchase up to $1.0 billion in aggregate value of our Class A common stock. Repurchases under the program can be made through open market transactions, privately negotiated transactions and other means in compliance with applicable federal securities laws, including through Rule 10b5-1 plans. We have discretion in determining the conditions under which shares may be repurchased from time to time. The program expires on December 31, 2024. Refer to Note 18 — Stockholders' Equity in Part II, Item 8, of this Annual Report on Form 10-K for additional information related to share repurchases.

(2) Average price paid per share includes costs associated with the repurchases.
Item 6. [Reserved]

Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations
The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our consolidated financial statements and related notes appearing elsewhere in this Annual Report on Form 10-K. In addition to historical financial information, the following discussion contains forward-looking statements that are based upon current plans, expectations and beliefs that involve risks and uncertainties. Our actual results may differ materially from those anticipated in these forward-looking statements as a result of various factors, including those set forth under Part I, Item 1A, “Risk Factors” in this Annual Report on Form 10-K. Our fiscal year ends on December 31.
Overview
We are the leader in the cloudenable businesses of all sizes to revolutionize how they engage with their customers by delivering seamless, trusted and personalized customer experiences at scale. Our leading customer engagement platform comprises communications platform category. WeAPIs that enable developers to embed numerous forms of messaging, voice, and email interactions into their customer-facing applications, as well as software products that target specific engagement needs, including our customer data platform, digital engagement centers, marketing campaigns and advanced account security solutions. This combination of flexible APIs and software solutions helps businesses of all sizes and across numerous industries to benefit from smarter and more streamlined engagement at every step of the customer journey, including reduced customer acquisition costs, lasting loyalty and increased customer value. Our platform, which combines our highly customizable communications APIs with customer data management capabilities, allows businesses to break down data silos and build scalea comprehensive single source for their customer data that is organized into unique profiles that are easily accessible by all their business teams. Empowered with this information and operate real‑timethe insights it enables, businesses using our platform can provide robust, personalized and effective communications to their customers at every stage of their customer relationships. The value proposition of our offerings has become stronger and our
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products have become more strategic to our customers as more and more businesses have prioritized building more personalized and more differentiated customer engagement withinexperiences through digital channels.
In February 2023, we began operating our business in two business units: Communications and Data & Applications, which has since been renamed Segment. Our Communications business consists of a variety of APIs and software solutions to optimize communications between our customers and their end users. Our key Communications offerings include Messaging, Voice, Email, Flex, Marketing Campaigns, and User Identity and Authentication. Our Segment business consists of software applications. We offer aproducts that enable businesses to leverage their first-party data to create unique customer profiles and achieve more effective customer engagement. Our key Segment offerings are Segment and Engage. Together, our Communications and Segment products power our customer engagement platformplatform. We believe that our two business units are complementary and address adjacent needs and related problems for our customers. Our goal is to create a flywheel for effective customer engagement by combining Segment’s user profiles with software designedour rich Communications data to address specific use cases like account securitydrive more personalized and contact centers,intelligent customer interactions. We believe that our business unit structure enables each business unit to execute toward its respective goals with appropriate focus and independence, best positioning us to achieve our long-term plan of creating the leading customer engagement platform.

For a set of Application Programming Interfaces (“APIs”) that handles the higher level communication logic needed for nearly every type of customer engagement. The power, flexibility and reliability offered by our software building blocks empower companies of virtually every shape and size to build world-class engagement into their customer experience. For additional detail on the descriptioncomprehensive overview of our business, our platform and our products please refer to Part I, Item 1, “Business”,“Business,” included elsewhere onin this Annual Report on Form 10-K.
We have achieved significant growth in recent periods.
In the years ended December 31, 2021, 20202023, 2022, and 2019,2021, our revenue was $2.8$4.2 billion, $1.8$3.8 billion and $1.1$2.8 billion, respectively, and our net loss was $949.9 million, $491.0 million$1.0 billion, $1.3 billion and $307.1$949.9 million, respectively. In the years ended December 31, 2021, 20202023, 2022, and 2019,2021, our 10 largest Active Customer Accounts generated an aggregate of 11%10%, 14%12% and 13%11% of our total revenue, respectively.
AcquisitionRecent Developments
Business Unit Reorganization. In February 2023, we began operating our business in two business units: Twilio Communications (“Communications”) and Twilio Data & Applications (“Data & Applications”). We determined that as of Zipwhip, Inc. in 2021the end of the second quarter of 2023 we had two operating and reportable segments, Communications and Data & Applications, and that our segment measure of profitability was non-GAAP gross profit.
In July 2021,the fourth quarter of 2023, we acquired Zipwhip, Inc. (“Zipwhip”),further modified the organization of our business units by moving our Flex and Marketing Campaigns products from the Data & Applications reportable segment into the Communications reportable segment. We also renamed our Data & Applications segment to Segment. The fourth quarter reorganization did not change our reportable segment structure; however, it changed the reporting unit structure within our operating segments. Reporting units are the level below the operating segment level at which we allocate and test goodwill. As a leading providerresult of toll-free messagingthese changes, we reallocated goodwill to the newly formed reporting units after each reorganization. We were required to test goodwill for impairment immediately before and immediately after each time our reporting unit structure changed. In the second quarter of 2023, we performed a goodwill impairment assessment immediately before and immediately after the reorganization and the change in the United States, for a purchase price of $838.8 million. The purchase pricereporting unit structure and concluded that goodwill was paidnot impaired.
Prior to testing goodwill in the formfourth quarter of shares2023, we identified a change in Segment’s performance, which indicated that certain intangible assets in our Segment reportable segment may not be recoverable. We performed an impairment assessment, as required by the accounting guidance, and recorded a $285.7 million aggregate impairment loss related to Segment’s developed technology and customer relationship intangible assets. We engaged an external expert to assist us with the valuation analysis. The loss is recorded in the impairment of long-lived assets line item of our Class A common stock and cash andconsolidated financial statements for the year ended December 31, 2023, included fair value of pre-combination services of Zipwhip employees thatelsewhere in this Annual Report on Form 10-K.
After the impairment loss was embeddedrecorded in the unvested equity awards whichfourth quarter of 2023, we assumed onperformed a goodwill impairment assessment and concluded that goodwill was not impaired immediately before and immediately after the acquisition closing date. Partreorganization and the change in the reporting unit structure.
Further, in January 2024, our newly appointed Chief Executive Officer (“CEO”), who is also our Chief Operating Decision Maker (“CODM”), began reviewing segment operating results using non-GAAP income from operations as the segment measure of profitability. As such, we have disclosed our segment related information to reflect management’s current view of the cash was paidbusiness.

Refer to settle the vested stock options of Zipwhip employees that were outstanding on the acquisition closing date. We assumed all unvestedNote 6, Note 8 and outstanding stock options and restricted stock units of Zipwhip continuing employees as converted into our own respective equity awards at the conversion ratio provided in the Agreement and Plan of Merger and Reorganization. Vesting of Class A shares of our common stock and assumed equity awards that were subject to service conditions is recorded into our stock-based compensation expense as the services are provided. This acquisition is described in detail in Note 712 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.10-K for additional information on the restructuring, impairment and segment reporting.
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BecauseShare Repurchase Program. In February 2023, our board of directors authorized a share repurchase program pursuant to which we may repurchase up to $1.0 billion in aggregate value of our common stock until the acquisition of Zipwhip occurred duringprogram expires on December 31, 2024. Repurchases under this program can be made through open market, private transactions or other means in compliance with applicable federal securities laws and could include repurchases pursuant to Rule 10b5-1 trading plans. We have discretion in determining the conditions under which shares may be repurchased from time to time.
In the year ended December 31, 2021,2023, we repurchased $672.1 million in aggregate value, or 11.3 million shares, of our common stock under this program. As of December 31, 2023, approximately $327.9 million of the information presentedoriginally authorized amount remained available for future repurchases.
Workforce Reduction Plans. In February 2023, we announced a workforce restructuring plan (the “February 2023 Plan”) to eliminate approximately 17% of our workforce. The execution of the February 2023 Plan was substantially completed in this section with respectthe first quarter of 2023. In December 2023, we announced another restructuring plan (the “December 2023 Plan”) to further eliminate approximately 5% of our workforce. In the year ended December 31, 2021 includes2023, the contributioncumulative restructuring expenses incurred under the February 2023 Plan and December 2023 Plan were $165.7 million and were related to employee severance, benefits, vesting of Zipwhip starting from July 14, 2021, the date of acquisition. The information with respect to the periods prior to the date of acquisition relates to Twilio on a standalone basis, not including Zipwhip. As a result, comparisons to prior periods may not be indicative of future results or future rates of growth.
Acquisition of Segment.io, Inc. in 2020
In November 2020, we acquired Segment.io, Inc. (“Segment”), the market-leading customer data platform, for a purchase price of $3.0 billion. The purchase price was paid in the form of shares of our Class A common stock and cash and included fair value of pre-combination services of Segment employees that was embedded in the unvested equity awards which we assumed on the acquisition closing date. Part of the cash was paidand facilitation costs. The estimated remaining expenses related to settle the vested equity awards of Segment employees that were outstanding on the acquisition closing date. We assumed all unvested and outstanding equity awards of Segment continuing employees as converted into our own equity awards at the conversion ratio provided in the Agreement and Plan of Reorganization. Vesting of Class A shares of our common stock and assumed equity awards that were subjectboth plans are not expected to service conditions is recorded into our stock-based compensation expense over the period the services are provided. This acquisition is described in detail inbe significant. For additional details refer to Note 7 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
BecauseSabbatical Program. In February 2023, we announced that we will be sunsetting our employee sabbatical program that we introduced effective July 1, 2022. The sabbatical program was intended to provide our tenured employees with a paid leave of four consecutive weeks after every three years of service. Employees who had accumulated more than three years of service as of the acquisitionprogram’s effective date became eligible for their benefit immediately. As of Twilio Segment occurred duringDecember 31, 2023, the remaining liability of $5.5 million related to the accumulated benefits for employees who remain eligible under this program until its expiration. As of December 31, 2022, the accrued sabbatical liability was $30.7 million.
Remote-First Company. In 2022, we announced our decision to become a remote-first company, allowing our employees the flexibility to work remotely on a permanent basis. As part of our new operating strategy, we permanently closed several of our offices in 2022 and 2023. These office closures resulted in an impairment of several long-lived assets, including our operating lease assets, leasehold improvements and property and equipment. In the year ended December 31, 2020,2023, we recorded a total impairment loss of $34.8 million related to our permanent office closures.
Impairment of Strategic Investment. In the information presentedfirst quarter of 2023, we recorded a $46.2 million impairment loss associated with one of our investments from 2021 to reduce its carrying amount to fair value.
Divestiture of IoT Assets. In the second quarter of 2023, we completed the sale of our IoT asset group for a stock consideration of $15.8 million. The loss on divestiture and related expenses recorded in this section with respect to the year ended December 31, 2020 includes2023 were not significant.
Divestiture of ValueFirst Business. In the contributionthird quarter of Twilio Segment starting from November 2, 2020,2023, we completed the datesale of acquisition. The information with respectour ValueFirst business for a total cash sales price of $45.5 million, or $38.2 million in proceeds, net of cash divested. In the year ended December 31, 2023, we recorded a $28.8 million loss on divestiture and an additional $3.3 million in related expenses. For additional details refer to periods prior to the date of acquisition relates to Twilio on a standalone basis, not including Segment. The information with respect to year 2021 includes Segment results for the full year. As a result, comparisons to prior periods or the current full year period may not be indicative of future results or future rates of growth.
Investment in Syniverse Corporation
In February 2021, we entered into a Framework Agreement, as amended, with Syniverse Corporation (“Syniverse”) and Carlyle Partners V Holdings, L.P., (“Framework Agreement”), pursuant to which Syniverse would issue to us shares of Syniverse common stock in consideration for an investment by us of up to $750.0 million, subject to certain terms and conditions. The initial agreements and conditions to closing of this transaction are described in detail in Note 13(a)5 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
On February 9, 2022, Syniverse mutually terminated a proposed AgreementFactors Affecting Our Results of Operations
We are focused on profitable growth. To increase revenue and Plangrow market share, we intend to further enhance our ISV relationships, improve our self-service capabilities, cross-sell our products, drive product innovation, expand internationally, and enhance Segment interoperability. We also intend to optimize our business and take measures to reduce costs, including simplifying our business processes, modernizing our infrastructure, focusing on self-service, leveraging AI, and implementing other initiatives targeted at improving efficiencies in our business. We are also conducting an operational review of Merger with M-3 Brigade Acquisition II Corp. (“MBAC”) because the rateour Segment business, which we expect to complete in March 2024.
Our revenue is primarily derived from usage-based fees, which can lead to variability in our results of MBAC shareholder redemptions for the proposed transaction would have exceeded the minimum cash condition for closing, which occurred as a result of recentoperations and at times create differences between our forecasts and actual results. Our usage-based revenue is also more immediately impacted by changes in marketconsumer spending and macroeconomic conditions (“MBAC Transaction Termination”). Becausethan our subscription-based revenue.
Our gross margin is impacted by a number of factors, including the MBAC Transaction Termination, Twilio will not purchase any shares of common stock of, or make any investment in, MBAC.
The Framework Agreement, dated as of February 26, 2021, bytiming and between Twilio, Syniverse and Carlyle Partners V Holdings, L.P., remains in full force and effect. The amendment, dated as of August 16, 2021, to the Framework Agreement terminated on February 9, 2022, as a result of the MBAC Transaction Termination. Pursuant to the terms and subject to the closing conditions set forth in the Framework Agreement, the parties thereto are pursuing the alternative transaction, whereby Twilio will make a minority investment of $500.0 million to $750.0 million in Syniverse and the parties (or their applicable subsidiaries) will enter into a wholesale agreement.
Public Equity Offerings
In February 2021, August 2020 and June 2019, we completed public equity offerings in which we sold 4,312,500 shares, 5,819,838 shares and 8,064,515 shares, respectively,extent of our Class A common stock at public offering prices of $409.60 per share, $247.00 per shareinvestments in our operations; our product mix; our ability to manage our cloud infrastructure‑related and $124.00 per share, respectively. We received aggregate proceeds of $1.8 billion, $1.4 billion and $979.0 million, respectively, after deducting underwriting discounts and offering expenses paid by us.
Issuance of 2029 and 2031 Senior Notes
In March 2021, we issued and sold $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million principal amount of 3.625% notes due 2029 (the “2029 Notes”) and $500.0 million principal amount of 3.875% notes due 2031 (the “2031 Notes,” and together with the 2029 Notes, the “Notes”). The net proceeds from the offering of these Notes werenetwork service provider fees, including
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approximately $984.7 million, after deducting underwriting discountsA2P SMS fees; the mix of U.S. revenue compared to international revenue; changes in foreign exchange rates; the timing of amortization of capitalized software development costs and issuanceacquired intangibles; and the extent to which we periodically choose to adjust prices of our products.
Our gross profit is impacted by our product mix. Our cost of revenue and gross profit are also impacted by changes in hosting fees and network service providers’ fees and our ability to pass these costs paid by us. These Notes are described in detail in Note 10through to our consolidated financial statements included elsewherecustomers. We also experience seasonal trends due to increased consumer activity in this Annual Report on Form 10-K.the fourth quarter, which may result in lower sequential revenue in the first quarter.
Redemption of Convertible Senior NotesWe are winding down our video product and Capped Call Transactions
During 2021 we issued a notice of redemption for our convertible senior notes due 2023 (the “Convertible Notes”) and on June 2, 2021, we redeemed all of the remaining outstanding principal amount of the notes. During 2021 and through the date of the redemption, we converted $343.7 million aggregate principal amount of the Convertible Notes by issuing 4,846,965 sharessoftware component of our Class A common stock. The extinguishment of these notes resultedZipwhip business in a $29.0 million loss that is included in other (expenses) income, net, in our consolidated statement of operations included elsewhere in this Annual Report on Form 10-K.

Concurrently with the principal redemption,2024, which we settled the related capped call arrangements that were entered into contemporaneously with the Convertible Notes offering in May 2018. The capped call arrangements were settled for gross cash consideration of $229.8 million that we received and recorded as additional paid-in-capital, net of $1.4 million of transaction costs and a $3.2 million realized gain. These transactions are described in detail in Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
COVID-19 UPDATE
The rapid spread of the COVID-19 globally has disrupted, and may continue to disrupt, our day-to-day operations and the operations of our customers, partners and service providers for an indefinite period of time, including as a result of changing public health recommendations, travel restrictions and limitations, the duration, spread and severity and potential recurrence of the virus and its variants, as well as the efficacy of vaccines and vaccine distribution and the timing and trajectory of the economic recovery, all of which couldexpect will negatively impact revenue growth rates in 2024.
We are also migrating part of Segment’s architecture to a new infrastructure provider in 2024, which we expect to allow us to recognize greater operational efficiency and scale up new AI-driven products and features. We expect this migration will take several quarters and result in overlapping expenses with our businessoriginal and resultsnew vendors for much of operations2024, which we expect to negatively impact Segment gross margins until we complete the migration.
We expect our recent workforce restructurings and financial condition. Since mid-March 2020, we have taken precautionary measures to protectrecent office closures will reduce our employeesoperating expenses. We are also modifying our employee compensation program by introducing a new cash bonus program and contingent workers and to help minimize the spreadreducing or eliminating our use of the virus by temporarily closing our worldwide offices and minimizing business travel. We have continued to monitor the progress of vaccination efforts around the world. In the second half of 2021, as COVID-19 related restrictions have eased in some geographies, we commenced a phased reopeningequity compensation for certain offices.

The broader implications of COVID-19 onemployees, which will primarily impact our results of operations and overall financial performance remain uncertain. The COVID-19 pandemic and its adverse effects on economic and market conditions, including labor shortages, supply chain disruptions and inflation, have been prevalentexpenses commencing in the locations where we, our customers, our suppliers or our third-party business partners conduct business. These adverse conditions may continue for an extended period and there may be additional impacts to the economy and our business as a resultfirst quarter of COVID-19. This could result in decreased business spending by our customers and prospective customers and business partners and third-party business partners, reduced demand for our solutions, lower renewal rates by our customers, longer or delayed sales cycles, including customers and prospective customers delaying contract signing or contract renewals, or reducing budgets or minimum commitments related to the product and services that we offer, all of which could have an adverse impact on our business operations and financial condition. See the risk factor titled “The global COVID-19 pandemic may adversely impact our business, results of operations and financial condition” in Part I, Item 1A, “Risk Factors” of this Annual Report on Form 10-K for further discussion of the possible impact of the COVID-19 pandemic on our business, financial condition and results of operations.
2024.
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Key Business Metrics
Year Ended December 31,
202120202019
Number of Active Customer Accounts (as of end date of period) (1)
256,000 221,000 179,000 
Total Revenue (in thousands) (1)
$2,841,839 $1,761,776 $1,134,468 
Total Revenue Growth Rate (1)
61 %55 %75 %
Dollar-Based Net Expansion Rate (2)
131 %137 %135 %
____________________
(1) Includes the contributions from our Zipwhip business, acquired July 14, 2021; Twilio Segment business, acquired November 2, 2020; Twilio SendGrid business, acquired February 1, 2019; and other smaller acquisitions from the dates of their respective acquisitions except for the Number of Active Customer Accounts, which excludes customer accounts from our Zipwhip business.
(2) As previously announced in our Annual Report on Form 10-K filed with the SEC on March 2, 2020, commencing with the three-month period ended March 31, 2020, we calculate our Dollar-Based Net Expansion Rate by comparing total revenue from a cohort of Active Customer Accounts in a period to the same period in the prior year (the “New DBNE Definition”). To facilitate comparison between the periods presented, Dollar-Based Net Expansion Rate as presented in the table above has been calculated as if the New DBNE Definition had been in effect during that period. As a result of the New DBNE Definition, unless specifically identified as being calculated using total revenue, any Dollar-Based Net Expansion Rates disclosed by us in our SEC filings, press releases and presentations prior to the date of our press release for the three months ended March 31, 2020, will not be directly comparable to our Dollar-Based Net Expansion Rates going forward. Unless an acquisition closes on the first day of a quarter, revenue from an acquisition will not impact this calculation until the quarter following the one year anniversary of the acquisition.
NumberWe review a number of operational and financial metrics, including Active Customer Accounts. We believe thatAccounts and Dollar-Based Net Expansion Rate, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions.
The following table summarizes our year-over-year revenue growth and Dollar-Based Net Expansion Rate for the years ended December 31, 2023, 2022 and 2021, and the number of Active Customer Accounts is an important indicatoras of the growth of our business, the market acceptance of our platformDecember 31, 2023, 2022 and future revenue trends. 2021.
Year Ended
December 31,
202320222021
Active Customer Accounts305,000 290,000 256,000 
Total Revenue (in thousands)$4,153,945 $3,826,321 $2,841,839 
Total Revenue Growth Rate%35 %61 %
Dollar-Based Net Expansion Rate103 %121 %131 %
Active Customer Accounts
We define an “ActiveActive Customer Account”Account at the end of any period as an individual account, as identified by a unique account identifier, for which we have recognized at least $5 of revenue in the last month of the period. A single organization may constitute multiple unique Active Customer Accounts if it has multiple account identifiers, each of which is treated as a separate Active Customer Account. Active Customer Accounts excludes customer accounts from Zipwhip, Inc. (“Zipwhip”). Communications Active Customer Accounts and Segment Active Customer Accounts are calculated using the same methodology, but using only revenue recognized from accounts in the respective segment. When presented in this Annual Report on Form 10-K, (i) the number of Active Customer Accounts is rounded down to the nearest thousand, (ii) the number of Communications Active Customer Accounts is rounded down to the nearest thousand, and (iii) the number of Segment Active Customer Accounts is rounded down to the nearest hundred.
We believe that the number of Active Customer Accounts, on an aggregate basis and at the segment level, is an important indicator of the growth of our business, the market acceptance of our platform and future revenue trends. We believe that use of our platform by customers at or above the $5 per month threshold is a stronger indicator of potential future engagement than trial usage of our platform or usage at levels below $5 per month. In the three years ended December 31, 2021, 20202023, 2022 and 2019,2021, revenue from Active Customer Accounts represented over 99% of total revenue in each period. A single organization may constitute multiple unique
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Dollar‑Based Net Expansion Rate
Our Dollar-Based Net Expansion Rate compares the total revenue from all Active Customer Accounts if it has multiple account identifiers,and customer accounts from Zipwhip in a quarter to the same quarter in the prior year. To calculate the Dollar-Based Net Expansion Rate, we first identify the cohort of Active Customer Accounts and customer accounts from Zipwhip that were Active Customer Accounts or customer accounts from Zipwhip in the same quarter of the prior year. The Dollar-Based Net Expansion Rate is the quotient obtained by dividing the revenue generated from that cohort in a quarter, by the revenue generated from that same cohort in the corresponding quarter in the prior year. When we calculate Dollar-Based Net Expansion Rate for periods longer than one quarter, we use the average of the applicable quarterly Dollar-Based Net Expansion Rates for each of whichthe quarters in such period. Revenue from acquisitions does not impact the Dollar-Based Net Expansion Rate calculation until the quarter following the one-year anniversary of the applicable acquisition, unless the acquisition closing date is treated asthe first day of a separatequarter. As a result, for the year ended December 31, 2023, our Dollar-Based Net Expansion Rate excludes the contributions from acquisitions made after October 1, 2022. Revenue from divestitures does not impact the Dollar-Based Net Expansion Rate calculation beginning in the quarter the divestiture closed, unless the divestiture closing date is the last day of a quarter. As a result, for the year ended December 31, 2023, our Dollar-Based Net Expansion Rate excludes the contributions from divestitures made after December 31, 2022. Communications Dollar-Based Net Expansion Rate and Segment Dollar-Based Net Expansion Rate are calculated using the same methodology, but using only revenue attributable to the respective segment and Active Customer Account.Accounts and customer accounts from Zipwhip for that respective segment.
Dollar‑BasedWe believe that measuring Dollar-Based Net Expansion Rate.Rate, on an aggregate basis and at the segment level, provides an important indication of the performance of our efforts to increase revenue from existing customers. Our ability to drive growth and generate incremental revenue depends, in part, on our ability to maintain and grow our relationships with existing Active Customer Accounts and to increase their use of the platform. An important way in which we have historically tracked performance in this area is by measuring the Dollar-Based Net Expansion Rate for Active Customer Accounts. Our Dollar-Based Net Expansion Rate increases when such Active Customer Accounts increase their usage of a product, extend their usage of a product to new applications or adopt a new product. Our Dollar-Based Net Expansion Rate decreases when such Active Customer Accounts cease or reduce their usage of a product or when we lower usage prices on a product. As our customers grow their businesses and extend the use of our platform, they sometimes create multiple customer accounts with us for operational or other reasons. As such, when we identify a significant customer organization (defined as a single customer organization generating more than 1% of revenue in a quarterly reporting period) that has created a new Active Customer Account, this new Active Customer Account is tied to, and revenue from this new Active Customer Account is included with, the original Active Customer Account for the purposes of calculating this metric.
Key Components of Statements of Operations
Revenue
Revenue. We believe that measuring Dollar-Based Net Expansion Rate providesrecognize revenue from our products on either a more meaningful indicationusage basis or a subscription basis, depending on the nature of the performanceproduct and the type of customer contract. Our reportable segments contain products that may follow either revenue recognition model.
The majority of our effortsCommunications segment revenue is derived from usage-based fees. The usage-based fees are earned when customers access our cloud-based platform and start using the products. Some examples of our usage-based products are Messaging and Voice. For Messaging products, we primarily charge fees related to increasethe number of text messages sent or received. For Voice products, we primarily charge fees for minutes of call duration. Some examples of the subscription-based Communications products are Email, Marketing Campaigns and Flex. For these products we recognize revenue evenly over the contract term.
Our Segment segment revenue is derived from existing customers.
Segment and Engage products that are subscription-based. For historical periods through December 31, 2019,these products we recognize revenue evenly over the contract term. When our Dollar-Based Net Expansion Rate comparedusage-based products are embedded into our subscription-based products, we charge for each product separately on a usage or subscription basis, respectively, and record the revenue from Active Customer Accounts, other than large Active Customer Accounts that have never entered into 12-month minimum revenue commitment contracts with us, in a quarter to the same quarter in the prior year. For reporting periods starting with the three months ended March 31, 2020, our Dollar-Based Net Expansion Rate compares the revenue from all Active Customer Accountsreportable segment in a quarter to the same quarter in the prior year. To calculate the Dollar-Based Net Expansion Rate, we first identify the cohort of Active Customer Accounts that were Active Customer Accounts in the same quarter of the prior year. The Dollar-Based Net Expansion Rate is the quotient obtained by dividing the revenue generated from that cohort in a quarter, by the revenue generated from that same cohort in the corresponding quarter in the prior year. When we calculate Dollar-Based Net Expansion Rate for periods longer than one quarter, we use the average of the applicable quarterly Dollar-Based Net Expansion Rates forwhich each of the quarters in such period. Revenue from acquisitions does not impact the Dollar-Based Net Expansion Rate calculation until the quarter following the one-year anniversary of the applicable acquisition, unless the acquisition closing date is the first day of a quarter.As a result of the change in calculation of Dollar-Based Net Expansion Rate, unless specifically identified as being calculated based on total revenue, any Dollar-Based Net Expansion Rates disclosed by us in our SEC filings, press releases and presentations prior to the date of our press release for the three months ended March 31, 2020, will not be directly comparable to our Dollar-Based Net Expansion Rates going forward.product resides.
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Net Loss Carryforwards
At December 31, 2021, we had federal, state and foreign net operating loss carryforwardsMost of approximately $4.2 billion, $2.7 billion and $268.7 million, respectively, and federal and state tax credits of approximately $132.9 million and $84.9 million, respectively. If not utilized, the federal and state loss carryforwards will expire at various dates beginning in 2029 and 2025, respectively, and the federal tax credits will expire at various dates beginning in 2029. The state tax credits can be carried forward indefinitely. At present, we believe that it is more likely than not that the federal and state net operating loss and credit carryforwards will not be realized. Accordingly, a full valuation allowance has been established for these tax attributes, as well as the rest of the federal and state deferred tax assets.
Key Components of Statements of Operations
Revenue. We derive our revenue primarily from usage‑based fees earned fromusage-based customers using the software products withingain access to our Channel APIs. These usage‑based software products include offerings, such as Programmable Messaging, Programmable Voice and Programmable Video, among others. Some examples of the usage‑based fees that we charge include the number of text messages sent or received using our Programmable Messaging products, minutes of call duration activity for our Programmable Voice products and the numbersolutions through our e-commerce self-service sign-up format, which requires an upfront prepayment via credit card that is drawn down as they use our products. Pricing is generally based on a publicly available, self-serve pricing matrix that generally allows customers to receive tiered discounts as their usage of authenticationsour products increases. Many of our larger usage-based customers enter into contractual arrangements with us for our Verify product.a period of at least 12 months. These contracts may include negotiated terms and typically include minimum revenue commitments of varying durations. Usage-based customers subject to such contracts are typically invoiced monthly in arrears for products used. In the years ended December 31, 2021, 20202023, 2022 and 2019,2021, we generated 72%71%, 76%73% and 75%72% of our revenue, respectively, from usage‑basedusage-based fees. We also earn monthly flat
Subscription-based fees from certain fee‑basedare earned in accordance with subscription pricing terms. For our subscription-based products, such as our Email API, Marketing Campaigns, Twilio Flex, our cloud contact center platform, and Twilio Segment, our customer data platform.
When customers first begin using our platform, they typically pay upfront via credit card in monthly prepaid amounts and draw down their balances as they purchase or use our products. Our larger customers oftengenerally enter into negotiated contracts, forwhich are typically one to three years in duration. Subscription customers are generally invoiced in advance at least 12 months, that contain minimumthe start of the contract term. In the years ended December 31, 2023, 2022 and 2021, we generated 29%, 27% and 28% of our revenue, commitments, which may contain more favorable pricing. Customers on such contracts typically are invoiced monthly in arrears for products used.respectively, from non-usage‑based fees.
Amounts that have been charged via credit card or invoiced are recorded in revenue, deferred revenue or customer deposits, depending on whether the revenue recognition criteria have been met. Our deferred revenue and customer deposits liability balance is not a meaningful indicator of our future revenue at any point in time because the number of contracts with our invoiced customers that contain terms requiring any form of prepayment is not significant.
We define U.S. revenue as revenue from customers with IP addresses or mailing addresses at the time of registration in the United States, and weStates. We define international revenue as revenue from customers with IP addresses or mailing addresses at the time of registration outside of the United States.
Cost of Revenue and Gross Margin.Profit
Cost of Revenue. Cost of revenue consists primarily of fees paid to network service providers. Cost of revenue also includes cloud infrastructure fees, direct costs of personnel, such as salaries and stock‑based compensation for our customer support employees, and other non‑personnel costs, such as depreciation and amortization expense related to data centers and hosting equipment, and amortization of capitalized internal useinternal-use software development costs and acquired intangibles. intangible assets. Costs of revenue are generally directly attributable to each segment. Certain costs of revenue are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs.
Our arrangements with network service providers require us to pay fees based on the volume of phone calls initiated or text messages sent, as well as the number of telephone numbers acquired by us to service our customers. Our arrangements with our cloud infrastructure providerproviders require us to pay fees based on our server capacity consumption.
Our gross margin has been and will continue to be affected by a numberGross Profit. Gross profit represents revenue less cost of factors, including the timing and extent of our investments in our operations; our product mix; our ability to manage our network service provider and cloud infrastructure‑related fees, including A2P SMS fees; the mix of U.S. revenue compared to international revenue; changes in foreign exchange rates; the timing of amortization of capitalized software development costs and acquired intangibles; and the extent to which we periodically choose to pass on our cost savings from platform optimization efforts to our customers in the form of lower usage prices.revenue.
Operating Expenses.Expenses
The most significant components of operating expenses are personnel costs, which consist of salaries, benefits, sales commissions and bonuses and stock‑based compensation. We also incur other non‑personnel costs related to our general overhead expenses. We expect that our operating costs will increase in absolute dollars as we add additional employees and invest in our infrastructure to grow our business.
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Research and Development. Research and development expenses consist primarily of personnel costs, outsourced engineering services, cloud infrastructure fees for staging and development of our products, depreciation, amortization of capitalized internal useinternal-use software development costs depreciation and an allocation of our general overhead expenses. We capitalize the portion of our software development costs that meets the criteria for capitalization. Research and development expenses are generally directly attributable to each segment. Certain research and development expenses are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs. A small percentage of research and development costs, such as costs related to digital architecture and information security, are not allocated to segments because they support company-wide processes and are managed on a company-wide level.
We continue to focusare focusing our research and development effortsinvestment in the highest impact product areas for our future. We are investing strategically in alignment with our focus on adding new features and products, including new use cases, improving our platform and increasing the functionalitybuilding a trusted, leading customer engagement platform.
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Table of our existing products.Contents
Sales and Marketing. Sales and marketing expenses consist primarily of personnel costs, including commissions forand bonuses to our sales employees. Sales and marketing expenses also include expenditures related to advertising, marketing, our brand awareness activities, and developer evangelism, costs related to our SIGNAL customer and developer conferences, credit card processing fees, professional services fees, depreciation, amortization of acquired intangiblesintangible assets and an allocation of our general overhead expenses. Sales and marketing expenses are generally directly attributable to each segment. Certain sales and marketing expenses are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs. A small percentage of sales and marketing costs, such as costs related to corporate communications and global brand awareness, are not allocated to segments because they support company-wide processes and are managed on a company-wide level.
We focus our sales and marketing efforts on generating awareness of our company, platform and products, creating sales leads and establishing and promoting our brand, both domestically and internationally. We plan to continue investing in sales and marketing by increasing our sales and marketing headcount, supplementing our self‑service model with an enterprise sales approach, expanding our sales channels, driving our go‑to‑market strategies, building our brand awareness and sponsoring additional marketing events.
General and Administrative. General and administrative expenses consist primarily of personnel costs for our accounting, finance, legal, human resources and administrative support personnel. General and administrative expenses also include costs related to business acquisitions and dispositions, legal and other professional services fees, certain taxes, depreciation and amortization, charitable contributions and an allocation of our general overhead expenses. General and administrative expenses are allocated to each segment when they are directly attributable to each segment or are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs. A significant portion of general and administrative costs, such as costs related to corporate governance, legal and certain finance and accounting functions, support company-wide processes and are managed on a company-wide level and, therefore, are considered corporate costs and are not allocated to segments.
We expect that we will incur costs associated with supporting the growth of our business and to meet the increased compliance requirements associated with our international expansion.business. We may also incur higher than usual losses related to deterioration of quality of certain financial assets caused by the macroeconomic conditionsconditions.
Restructuring Costs. Restructuring costs consist primarily of personnel costs, such as employee severance payments, benefits and uncertainly in the COVID-19 environment.
Our general and administrative expenses include a certain amount of prior non-income-based taxes in certain domestic and international jurisdictions that wefacilitation costs, associated with our workforce reductions, which are subject to based on the manner we sell and deliver our products. Additional details are provideddescribed in Note 13(d)6 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K. Restructuring costs also include stock-based compensation expense related to vesting of stock-based awards of the impacted employees.
Provision for Income Taxes.Impairment of Long-Lived Assets. Impairment of long-lived assets consists of impairment of intangible assets and certain operating right-of-use assets and the associated leasehold improvements and property and equipment when the carrying amounts exceed their respective fair values.
Other Expenses, Net
Our other expenses, net consist primarily of our share of losses from our equity method investment; impairment charges and gains and losses related to our strategic investments and marketable securities, including interest income; and debt-related costs, including interest expense.
(Provision for) Benefit From Income Taxes
Our (provision for) benefit from income tax provision or benefittaxes consists primarily of income taxes, withholding taxes in foreign jurisdictions in which the Company conducts business and the tax benefitbenefits related to the release of valuation allowance from historically completed acquisitions.
The primary difference between our effective tax rate and the federal statutory rate relates to the full valuation allowance the Company established on the federal, state and certain foreign net operating losses and credits.
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Non-GAAP Financial Measures:Measures
We use the following non‑GAAP financial information, collectively, to evaluate our ongoing operations and for internal planning and forecasting purposes. We believe that non‑GAAP financial information, when taken collectively, may be helpful to investors because it provides consistency and comparability with past financial performance, facilitates period‑to‑period comparisons of results of operations and assists in comparisons with other companies, many of which use similar non‑GAAP financial information to supplement their GAAP results.results of operations reported in accordance with generally accepted accounting principles (“GAAP”). Non‑GAAP financial information is presented for supplemental informational purposes only, should not be considered a substitute for financial information presented in accordance with generally accepted accounting principles,GAAP and may be different from similarly‑titled non‑GAAP measures used by other companies. Whenever we use a non‑GAAP financial measure, a reconciliation is provided to the most closely applicable financial measure stated in accordance with generally accepted accounting principles. InvestorsGAAP. The users of our consolidated financial statements are encouraged to review the related GAAP financial measures and the reconciliation of these non‑GAAP financial measures to their most directly comparable GAAP financial measures.
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Non‑GAAP Gross Profit and Non‑GAAP Gross Margin.Margin
For the periods presented, we define non‑GAAP gross profit and non‑GAAP gross margin as GAAP gross profit and GAAP gross margin, respectively, adjusted to exclude, as applicable, certain expenses as presented in the table below:
Year Ended December 31,
Year Ended December 31,
202120202019
Year Ended December 31,
Year Ended December 31,
2023
2023
2023
Reconciliation:Reconciliation:(In thousands)
Gross profit$1,390,713 $915,661 $608,917 
Gross margin49 %52 %54 %
Reconciliation:
Reconciliation:(In thousands)
GAAP gross profit
GAAP gross margin
GAAP gross margin
GAAP gross margin
Non-GAAP adjustments:
Non-GAAP adjustments:
Non-GAAP adjustments:Non-GAAP adjustments:
Stock-based compensationStock-based compensation14,074 8,857 7,123 
Stock-based compensation
Stock-based compensation
Amortization of acquired intangibles
Amortization of acquired intangibles
Amortization of acquired intangiblesAmortization of acquired intangibles114,896 59,501 45,267 
Payroll taxes related to stock-based compensationPayroll taxes related to stock-based compensation— — 104 
Payroll taxes related to stock-based compensation
Payroll taxes related to stock-based compensation
Non-GAAP gross profit
Non-GAAP gross profit
Non-GAAP gross profit Non-GAAP gross profit$1,519,683 $984,019 $661,411 
Non-GAAP gross margin Non-GAAP gross margin53 %56 %58 %
Non-GAAP gross margin
Non-GAAP gross margin
Non‑GAAP Operating Expenses.
For the periods presented, we define non‑GAAP operating expenses (including categories of operating expenses) as GAAP operating expenses (and categories of operating expenses) adjusted to exclude, as applicable, certain expenses as presented in the table below:
Year Ended December 31,
Year Ended December 31,
202120202019
Year Ended December 31,
Year Ended December 31,
2023
2023
2023
Reconciliation:Reconciliation:(In thousands)
Operating expenses$2,306,297 $1,408,562 $978,702 
Reconciliation:
Reconciliation:(In thousands)
GAAP operating expenses
Non-GAAP adjustments:
Non-GAAP adjustments:
Non-GAAP adjustments:Non-GAAP adjustments:
Stock-based compensationStock-based compensation(618,211)(353,054)(257,195)
Stock-based compensation
Stock-based compensation
Amortization of acquired intangiblesAmortization of acquired intangibles(83,888)(38,993)(27,540)
Acquisition-related expenses(7,449)(21,765)(15,713)
Amortization of acquired intangibles
Amortization of acquired intangibles
Acquisition and divestiture related expenses
Acquisition and divestiture related expenses
Acquisition and divestiture related expenses
Loss on net assets divested
Loss on net assets divested
Loss on net assets divested
Payroll taxes related to stock-based compensation
Payroll taxes related to stock-based compensation
Payroll taxes related to stock-based compensation
Charitable contributionsCharitable contributions(31,169)(18,993)— 
Payroll taxes related to stock-based compensation(48,417)(27,389)(15,084)
Charitable contributions
Charitable contributions
Restructuring costs
Restructuring costs
Restructuring costs
Impairment of long-lived assets
Impairment of long-lived assets
Impairment of long-lived assets
Non-GAAP operating expensesNon-GAAP operating expenses$1,517,163 $948,368 $663,170 
Non-GAAP operating expenses
Non-GAAP operating expenses
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Non‑GAAP Income (Loss) from Operations and Non‑GAAP Operating Margin.
For the periods presented, we define non‑GAAP income (loss) from operations and non‑GAAP operating margin as GAAP lossincome (loss) from operations and GAAP operating margin, respectively, adjusted to exclude, as applicable, certain expenses as presented in the table below:
Year Ended December 31,
202120202019
Reconciliation:(In thousands)
Loss from operations$(915,584)$(492,901)$(369,785)
Operating margin(32)%(28)%(33)%
Non-GAAP adjustments:
Stock-based compensation632,285 361,911 264,318 
Amortization of acquired intangibles198,784 98,494 72,807 
Acquisition-related expenses7,449 21,765 15,713 
Charitable contributions31,169 18,993 — 
Payroll taxes related to stock-based compensation48,417 27,389 15,188 
Non-GAAP income (loss) from operations$2,520 $35,651 $(1,759)
Non-GAAP operating margin— %%— %



Year Ended December 31,
202320222021
Reconciliation:(In thousands)
GAAP loss from operations$(876,541)$(1,205,308)$(915,584)
GAAP operating margin(21)%(32)%(32)%
Non-GAAP adjustments:
Stock-based compensation662,842 784,285 632,285 
Amortization of acquired intangibles192,307 206,181 198,784 
Acquisition and divestiture related expenses5,555 2,621 7,449 
Loss on net assets divested32,277 — — 
Payroll taxes related to stock-based compensation12,985 23,832 48,417 
Charitable contributions17,346 9,541 31,169 
Restructuring costs165,733 76,636 — 
Impairment of long-lived assets320,504 97,722 — 
Non-GAAP income (loss) from operations$533,008 $(4,490)$2,520 
Non-GAAP operating margin13 %— %— %
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Results of Operations
The following tables settable sets forth our results of operations for the periods presented and as a percentage of our total revenue for those periods. We have included Zipwhip in our results of operations prospectively after July 14, 2021, Twilio Segment after November 2, 2020; Twilio SendGrid after February 1, 2019, and all other acquisitions from the respective closing dates of each such acquisition.presented. The period-to-period comparison of our historical results are not necessarily indicative of the results that may be expected in the future.
Our results of operations may be significantly affected by many factors, such as uncertainty regarding the impacts of the COVID-19 pandemic, fluctuations in foreign exchange rates, changes in global economic conditions and customer demand and spending, inflation, labor market constraints, world events and existing and new domestic and foreign laws and regulations, as well as those factors outlined in Part I, Item 1A, “Risk Factors.”
Our revenue is primarily derived from usage-based fees we charge for certain of our products, which can lead to variability and at times create significant differences between forecasts and actual results. In addition, our product mix and mix of international and domestic customers may significantly impact our gross margin. Because usage trends by geographic region and by customer are inherently difficult to estimate, our actual results could differ materially from our estimates.
Year Ended December 31,
202320222021
Consolidated Statements of Operations Data:(In thousands, except share and per share amounts)
Revenue$4,153,945 $3,826,321 $2,841,839 
Cost of revenue (1) (2)
2,110,015 2,012,744 1,451,126 
Gross profit2,043,930 1,813,577 1,390,713 
Operating expenses:
Research and development (1) (2)
942,790 1,079,081 789,219 
Sales and marketing (1) (2)
1,022,985 1,248,032 1,044,618 
General and administrative (1) (2)
468,459 517,414 472,460 
Restructuring costs (1)
165,733 76,636 — 
Impairment of long-lived assets320,504 97,722 — 
Total operating expenses2,920,471 3,018,885 2,306,297 
Loss from operations(876,541)(1,205,308)(915,584)
Other expenses, net:
Share of losses from equity method investment(121,897)(35,315)— 
Impairment of strategic investments(46,154)— — 
Other income (expenses), net47,863 (3,009)(45,345)
Total other expenses, net(120,188)(38,324)(45,345)
Loss before (provision for) benefit from income taxes(996,729)(1,243,632)(960,929)
(Provision for) benefit from income taxes(18,712)(12,513)11,029 
Net loss attributable to common stockholders$(1,015,441)$(1,256,145)$(949,900)
Net loss per share attributable to common
     stockholders, basic and diluted
$(5.54)$(6.86)$(5.45)
Weighted-average shares used in computing net
     loss per share attributable to common
     stockholders, basic and diluted
183,327,844 182,994,038 174,180,465 

Year Ended December 31,
202120202019
Consolidated Statements of Operations Data:(In thousands, except share and per share amounts)
Revenue$2,841,839 $1,761,776 $1,134,468 
Cost of revenue (1) (2)
1,451,126 846,115 525,551 
Gross profit1,390,713 915,661 608,917 
Operating expenses:
Research and development (1) (2)
789,219 530,548 391,355 
Sales and marketing (1) (2)
1,044,618 567,407 369,079 
General and administrative (1) (2)
472,460 310,607 218,268 
Total operating expenses2,306,297 1,408,562 978,702 
Loss from operations(915,584)(492,901)(369,785)
Other (expenses) income, net(45,345)(11,525)7,569 
Loss before benefit for income taxes(960,929)(504,426)(362,216)
Benefit for income taxes11,029 13,447 55,153 
Net loss attributable to common
     stockholders
$(949,900)$(490,979)$(307,063)
Net loss per share attributable to common
     stockholders, basic and diluted
$(5.45)$(3.35)$(2.36)
Weighted-average shares used in computing net
     loss per share attributable to common
     stockholders, basic and diluted
174,180,465 146,708,663 130,083,046 
______________________________________________________________________
(1) Includes stock-based compensation expense as follows:
Year Ended December 31,
Year Ended December 31,
202120202019
Year Ended December 31,
(In thousands)
Year Ended December 31,
2023
2023
2023
(In thousands)
(In thousands)
(In thousands)
Cost of revenueCost of revenue$14,074 $8,857 $7,123 
Research and developmentResearch and development258,672 173,303 126,012 
Research and development
Research and development
Sales and marketing
Sales and marketing
Sales and marketingSales and marketing213,351 103,450 60,886 
General and administrativeGeneral and administrative146,188 76,301 70,297 
General and administrative
General and administrative
Restructuring costs
Restructuring costs
Restructuring costs
TotalTotal$632,285 $361,911 $264,318 
Total
Total
____________________________________
(2) Includes amortization of acquired intangibles as follows:
Year Ended December 31,
202320222021
(In thousands)
Cost of revenue$113,266 $122,653 $114,896 
Research and development1,913 1,680 1,260 
Sales and marketing77,128 81,841 82,493 
General and administrative— 135 
Total$192,307 $206,181 $198,784 
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Year Ended December 31,
202120202019
(In thousands)
Cost of revenue$114,896 $59,501 $45,267 
Research and development1,260 — — 
Sales and marketing82,493 38,915 27,540 
General and administrative135 78 — 
Total$198,784 $98,494 $72,807 
The following table sets forth our results of operations for each of the periods presented as a percentage of our total revenue:
Year Ended December 31,
Year Ended December 31,
202120202019
Year Ended December 31,
Year Ended December 31,
2023
2023
2023
Consolidated Statements of Operations, as a percentage of revenue: **
Consolidated Statements of Operations, as a percentage of revenue: **
Consolidated Statements of Operations, as a percentage of revenue: **Consolidated Statements of Operations, as a percentage of revenue: **
RevenueRevenue100 %100 %100 %
Revenue
Revenue
Cost of revenue
Cost of revenue
Cost of revenueCost of revenue51 48 46 
Gross profitGross profit49 52 54 
Gross profit
Gross profit
Operating expenses:
Operating expenses:
Operating expenses:Operating expenses:
Research and developmentResearch and development28 30 34 
Research and development
Research and development
Sales and marketing
Sales and marketing
Sales and marketingSales and marketing37 32 33 
General and administrativeGeneral and administrative17 18 19 
General and administrative
General and administrative
Restructuring costs
Restructuring costs
Restructuring costs
Impairment of long-lived assets
Impairment of long-lived assets
Impairment of long-lived assets
Total operating expenses
Total operating expenses
Total operating expensesTotal operating expenses81 80 86 
Loss from operationsLoss from operations(32)(28)(33)
Other (expenses) income, net(2)(1)
Loss before benefit for income taxes(34)(29)(32)
Benefit for income taxes*
Loss from operations
Loss from operations
Other expenses, net
Other expenses, net
Other expenses, net
Share of losses from equity method investment
Share of losses from equity method investment
Share of losses from equity method investment
Impairment of strategic investments
Impairment of strategic investments
Impairment of strategic investments
Other income (expenses), net
Other income (expenses), net
Other income (expenses), net
Total other expenses, net
Total other expenses, net
Total other expenses, net
Loss before (provision for) benefit from income taxes
Loss before (provision for) benefit from income taxes
Loss before (provision for) benefit from income taxes
(Provision for) benefit from income taxes
(Provision for) benefit from income taxes
(Provision for) benefit from income taxes
Net loss attributable to common stockholders
Net loss attributable to common stockholders
Net loss attributable to common
stockholders
Net loss attributable to common
stockholders
(33 %)(28 %)(27)%
____________________________________
* Less than 0.5% of revenue.
** Columns may not add up to 100% due to rounding.

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Comparison of the Fiscal Years Ended December 31, 2021, 20202023, 2022 and 20192021
Revenue
Year Ended December 31,
2021202020192020 to 2021
Change
2019 to 2020
Change
(Dollars in thousands)
Total Revenue$2,841,839 $1,761,776 $1,134,468 $1,080,063 61 %$627,308 55 %
Year Ended December 31,
2023202220212022 to 2023 Change2021 to 2022 Change
(Dollars in thousands)
Twilio Communications$3,858,693 $3,550,087 $2,640,874 $308,606 %$909,213 34 %
Twilio Segment295,252 276,234 200,965 19,018 %75,269 37 %
Consolidated total revenue$4,153,945 $3,826,321 $2,841,839 $327,624 %$984,482 35 %
20212023 compared to 20202022
In 2021, total2023, Communications revenue increased by $1.1 billion,$308.6 million, or 61%9%, compared to the same period last year. This increase was primarily attributable to ana 5% increase in the number of Communications Active Customer Accounts from over 282,000 as of December 31, 2022, to over 297,000 as of December 31, 2023, as well as the increased usage of our products, particularly our Programmable Messaging products, Programmable Voice products and Email products, the adoption of additional products by our existing customers, the additional A2P fees imposed by certain carriers and revenue contributions from our acquisitions of Twilio Segment, Zipwhip and other businesses. The change in usage from our existing customers wasas reflected in our Communications Dollar‑Based Net Expansion Rate of 131% for the year ended December 31, 2021. The increase in usage was also attributable103%. These increases were offset by a decrease of $59.8 million related to a 16% increase in the number of Active Customer Accounts, from 221,000 as of December 31, 2020, to over 256,000 as of December 31, 2021.
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In 2021, U.S. revenue and international revenue represented $1.9 billion or 66%, and $960.0 million, or 34%, respectively, of total revenue. In 2020, U.S. revenue and international revenue represented $1.3 billion, or 73%, and $479.6 million, or 27%, respectively, of total revenue. The increase in international revenue was attributable to the growth in usage of our products, particularly our Programmable Messaging products and Programmable Voice products, by our existing international Active Customer Accounts; a 14% increase in the number of international Active Customer Accounts driven in part by our focus on expanding our sales to customers outside of the United States; and revenue contribution from our recent acquisitions.ValueFirst and IoT businesses, which were divested during 2023.
2020 compared to 2019
In 2020, total2023, Segment revenue increased by $627.3$19.0 million, or 55%7%, compared to the same period last year. This increase was primarily attributable to ana 4% increase in the usagenumber of our products, particularly our Programmable Messaging products and Programmable Voice products, the adoptionSegment Active Customer Accounts from over 7,700 as of additional products by our existing customers, and revenue contribution from our acquisition of our Twilio Segment business for the period from November 2, 2020, through December 31, 2020. This increase was partially offset by pricing decreases that we have implemented2022 to over time in the form8,000 as of lower usage prices, in an effort to increase the reach and scale of our platform. The changes in usage and prices in 2020 were reflected in ourDecember 31, 2023.Our Segment Dollar‑Based Net Expansion Rate of 137%. Thewas 97% for the year ended December 31, 2023, due to higher contraction and customer churn compared to the same period last year.
In 2023, consolidated total revenue increased by $327.6 million, or 9%, compared to the same period last year. This increase in usage was alsoprimarily attributable to a 23%5% increase in the number of Active Customer Accounts, from 179,000over 290,000 as of December 31, 2019,2022 to over 221,000305,000 as of December 31, 2020, which was also positively impacted by2023, as well as the customer accounts added through the acquisitionincreased usage of our Twilio Segment business.products by our existing customers, as reflected in our Dollar-Based Net Expansion Rate of 103%.
In 2020,2023, U.S. revenue and international revenue represented $1.3$2.8 billion, or 73%66%, and $479.6 million,$1.4 billion, or 27%34%, respectively, of total revenue.revenue, respectively. In 2019,2022, U.S. revenue and international revenue represented $808.9$2.5 billion, or 66%, and $1.3 billion, or 34%, of total revenue, respectively.
2022 compared to 2021
In 2022, Communications revenue increased by $909.2 million, or 71%34%, compared to the same period in the prior year. This increase was primarily attributable to a 13% increase in the number of Communications Active Customer Accounts from over 249,000 as of December 31, 2021, to over 282,000 as of December 31, 2022, as well as the increased usage of our products by our existing customers, as reflected in our Communications Dollar‑Based Net Expansion Rate of 121%.
In 2022, Segment revenue increased by $75.3 million, or 37%, compared to the same period in the prior year. This increase was primarily attributable to a 4% increase in the number of Segment Active Customer Accounts from over 7,400 as of December 31, 2021 to over 7,700 as of December 31, 2022.Our Segment Dollar‑Based Net Expansion Rate was 116% for the year ended December 31, 2022.
In 2022, consolidated total revenue increased by $984.5 million, or 35%, compared to the same period in the prior year. This increase was primarily attributable to a 13% increase in the number of Active Customer Accounts, from over 256,000 as of December 31, 2021, to over 290,000 as of December 31, 2022, as well as an increase in the usage of our products by our existing customers, as reflected in our Dollar-Based Net Expansion Rate of 121%.
In 2022, U.S. revenue and international revenue represented $2.5 billion, or 66%, and $325.6$1.3 billion, or 34%, of total revenue, respectively. In 2021, U.S. revenue and international revenue represented $1.9 billion, or 68%, and $914.5 million, or 29%32%, respectively, of total revenue. Therevenue, respectively.
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Cost of Revenue and Gross Profit
Year Ended December 31,
2023202220212022 to 2023 Change2021 to 2022 Change
(Dollars in thousands)
Cost of revenue$2,110,015 $2,012,744 $1,451,126 $97,271 %$561,618 39 %
Gross profit$2,043,930 $1,813,577 $1,390,713 $230,353 13 %$422,864 30 %
2023 compared to 2022
In 2023, cost of revenue increased by $97.3 million, or 5%, compared to the same period last year. This increase was primarily attributable to a $51.4 million increase in international revenue was attributable tonetwork service providers’ costs, net of the impact of the hedging instruments, and a $28.7 million increase in hosting fees, which support the growth in usage of our products particularly our Programmable Messaging products and Programmable Voice products, by our new and existing international Active Customer Accounts;customers. The increase was also attributable to a 23%$20.3 million increase in amortization of capitalized internal-use software development costs due to additional internal-use software projects placed in service in the number of international Active Customer Accounts driven in partcurrent year.
In 2023, gross profit increased by our focus on expanding our sales to customers outside of the United States; and revenue contribution from the acquisition of our Twilio Segment business.
Cost of Revenue and Gross Margin
Year Ended December 31,
2021202020192020 to 2021
Change
2019 to 2020
Change
(Dollars in thousands)
Cost of revenue$1,451,126 $846,115 $525,551 $605,011 72 %$320,564 61 %
Gross margin49 %52 %54 %
2021$230.4 million, or 13%, compared to 2020the same period last year. This increase was attributable to the factors impacting our revenue and cost of revenue, as described above.
2022 compared to 2021
In 2021,2022, cost of revenue increased by $605.0$561.6 million, or 72%39%, compared to the same period in the prior year. The increase was primarily attributable to a $477.0 million increase in network service providers’ costs, net of the impact of hedging instruments, and a $40.8 million increase in hosting fees, which supported the growth in usage of our products by our new and existing customers.
In 2022, gross profit increased $422.9 million, or 30%, compared to the same period last year. This increase was attributable to the factors impacting our revenue and cost of revenue, as described above.
Operating Expenses
Year Ended December 31,
2023202220212022 to 2023 Change2021 to 2022 Change
(Dollars in thousands)
Research and development$942,790 $1,079,081 $789,219 $(136,291)(13)%$289,862 37 %
Sales and marketing1,022,985 1,248,032 1,044,618 (225,047)(18)%203,414 19 %
General and administrative468,459 517,414 472,460 (48,955)(9)%44,954 10 %
Restructuring costs165,733 76,636 — 89,097 116 %76,636 100 %
Impairment of long-lived assets320,504 97,722 — 222,782 228 %97,722 100 %
Total operating expenses$2,920,471 $3,018,885 $2,306,297 $(98,414)(3)%$712,588 31 %
2023 compared to 2022
In 2023, research and development expenses decreased by $136.3 million, or 13%, compared to the same period last year. The increase in cost of revenuedecrease was primarily attributable to a $465.5$140.7 million increasedecrease in network service providers’total personnel costs, which includedwas mostly driven by the additional A2P fees imposed by certain carriers, and a $44.2 million increase in cloud infrastructure fees, all to support the growth in usagerestructuring of our products. The increase was also dueworkforce in September 2022, February 2023 and December 2023, that contributed to a $55.4 million increasean 8% decrease in average research and development headcount in 2023. For further detail on the amortization expense of intangible assets that we acquired through business combinations. In addition, the year ended December 31, 2021,restructuring plans refer to Note 7 to our consolidated financial statements included cost of revenue from our recent acquisitions.elsewhere in this Annual Report on Form 10-K.
In 2021, the gross margin percentage declined compared to the same period last year. This decline was primarily driven2023, sales and marketing expenses decreased by continued strong growth of our international messaging business, the additional A2P fees imposed by certain carriers and an increase in network service provider fees in certain geographies, which we pass to our customers at cost. The decline was also due to an increase in amortization expense related to our acquired intangible assets, These declines were partially offset by the growth of our other application services products, the impact of the acquisition of our Twilio Segment business and certain operational improvements.
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2020 compared to 2019
In 2020, cost of revenue increased by $320.6$225.0 million, or 61%18%, compared to the same period last year. The increase in cost of revenuedecrease was primarily attributable to a $246.2$183.2 million increasedecrease in network service providers’total personnel costs, and a $32.3 million increase in cloud infrastructure fees, both to supportwhich was mostly driven by the growth in usagerestructuring of our products. The increase wasworkforce in September 2022, February 2023 and December 2023, that contributed to a 14% decrease in average sales and marketing headcount in 2023. Sales and marketing expenses also decreased due to a $14.2$21.5 million increasedecrease in advertising expenses. For further detail on the amortization expenserestructuring plans refer to Note 7 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
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Table of intangible assets that we acquired through business combinations.Contents
In 2020, gross margin percentage declined2023, general and administrative expenses decreased by $49.0 million, or 9%, compared to the same period last year. This declineThe decrease was primarily attributable to a $78.1 million decrease in total personnel costs, which was mostly driven by a re-acceleration in growththe restructuring of our messaging business, an increaseworkforce in amortization expense relatedSeptember 2022, February 2023 and December 2023, that contributed to acquired intangible assets, the impact of an increasing mix of international product usagea 21% decrease in average general and an increaseadministrative headcount in network service provider fees in certain geographies, which we pass to our customers at cost.2023. These declinesdecreases were partially offset by a $32.3 million loss on divestiture related to the impact of the acquisitionsale of our Twilio SegmentValueFirst business and certain operational improvements.
Operating Expenses
Year Ended December 31,
2021202020192020 to 2021
Change
2019 to 2020
Change
(Dollars in thousands)
Research and development$789,219 $530,548 $391,355 $258,671 49 %$139,193 36 %
Sales and marketing1,044,618 567,407 369,079 477,211 84 %198,328 54 %
General and administrative472,460 310,607 218,268 161,853 52 %92,339 42 %
Total operating expenses$2,306,297 $1,408,562 $978,702 $897,735 64 %$429,860 44 %
2021 comparedour IoT asset group. For further detail on the restructuring plans and divestitures, refer to 2020Note 7 and Note 5, respectively, to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
In 2021, research and development expenses2023, restructuring costs increased by $258.7$89.1 million, or 49%116%, compared to the same period last year. The increase was primarily attributable to our restructuring activities under the February 2023 Plan and December 2023 Plan, which collectively had a $225.0 million increasemore substantial financial impact than our restructuring activities undertaken in personnel costs, net of a $15.7 million increaseSeptember 2022. For further detail refer to Note 7 to our consolidated financial statements included elsewhere in capitalized software development costs, largely as a result of a 54% average increase in our research and development headcount, as we continued to focusthis Annual Report on enhancing our existing products, introducing new products as well as enhancing product management and other technical functions. In addition, the year ended December 31, 2021 included research and development expenses and the impact of growth in headcount from our recent acquisitions.Form 10-K.
In 2021, sales and marketing expenses2023, impairment of long-lived assets increased by $477.2$222.8 million, or 84%228%, compared to the same period last year. The increase was primarily attributable to the impairment of Segment intangible assets of $285.7 million in 2023, as a $331.5result of the performance of our Segment segment described in detail in Note 6 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K. This increase was partially offset by a $62.9 million decrease in impairments of operating right-of-use assets and property and equipment due to fewer office closures in 2023 compared to 2022.
2022 compared to 2021
In 2022, research and development expenses increased by $289.9 million, or 37%, compared to the same period in the prior year. The increase was primarily attributable to a $264.4 million increase in personnel costs, net of capitalized costs, largely as a result of a 33% increase in average research and development headcount as we continued to focus on enhancing our Segment and Flex products and strengthening our platform infrastructure.
In 2022, sales and marketing expenses increased by $203.4 million, or 19%, compared to the same period in the prior year. The increase was primarily attributable to a $175.5 million increase in personnel costs, largely as a result of a 74% average26% increase in average sales and marketing headcount as we continued to expand our sales efforts globally. The increase was also due to a $43.6 million increase related to the amortization of acquired intangible assets and a $31.6$13.4 million increase in advertising expenses. In addition, the year ended December 31, 2021 included sales and marketing expenses and the impact of growth in headcount from our recent acquisitions.
In 2021,2022, general and administrative expenses increased by $161.9$45.0 million, or 52%10%, compared to the same period lastin the prior year. The increase was primarily attributable to a $142.1$32.0 million increase in personnel costs, comprised of a $29.9 million, or 20%, increase in personnel costs before stock-based compensation, and a $2.0 million increase in stock-based compensation. The increase in personnel costs were largely as a result of a 75% average21% increase in average general and administrative headcount to support the growth of our business globally. The increase was also dueattributable to a $12.2$28.3 million increase in our bad debt expense. These increases were partially offset by a $21.6 million decrease in charitable contributionscontribution expense that we made through Twilio.org, $11.2Twilio.org.
In 2022, we incurred $76.6 million increase in professional service feesrestructuring costs as a result of restructuring activities undertaken in September 2022, as described in Note 7 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
In 2022, we incurred $97.7 million in the ordinary course of business, offset by a $14.2 million decrease in professional servicesimpairment charges related to our acquisitions. In addition, the year ended December 31, 2021operating lease assets and other long-lived assets. The impairment charges were triggered by office closures in 2022 as described in Note 6 to our consolidated financial statements included general and administrative expenses and the impactelsewhere in this Annual Report on Form 10-K.
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Table of growth in headcount from our recent acquisitions.Contents
2020Other Expenses, net
Year Ended December 31,
2023202220212022 to 2023 Change2021 to 2022 Change
(Dollars in thousands)
Share of losses from equity method investment$121,897 $35,315 $— $86,582 245 %$35,315 100 %
Impairment of strategic investments46,154 — — 46,154 100 %— — %
Other (income) expenses, net(47,863)3,009 45,345 (50,872)(1,691)%(42,336)(93)%
Total other expenses, net$120,188 $38,324 $45,345 $81,864 214 %$(7,021)(15)%
2023 compared to 20192022
In 2020, research and development2023, other expenses, net, increased by $139.2$81.9 million, or 36%214%, compared to the same period last year. The increase was primarily attributable to a $128.3$86.6 million increase in personnel costs, netour share of losses from our equity method investment and a $46.2 million increase related to an impairment of a $17.8strategic investment, partially offset by a $53.8 million increase in capitalized software development costs, largely as a result of a 63% average increaseincome related to our investments. For further detail refer to Notes 3 and 11 to our consolidated financial statements included elsewhere in our researchthis Annual Report on Form 10-K.
2022 compared to 2021
In 2022, other expenses, net, decreased by $7.0 million, or 15%, compared to the same period in the prior year. The decrease was attributable to the $29.0 million loss from debt extinguishment in 2021 that did not recur in 2022, and development headcount, as we continued to focus on enhancing our existing products, introducing new products as well as enhancing product management and other technical functions. The increase was also due to a $13.3 million increase in our cloud infrastructure feesinterest income related to stagingour investments, which was partially offset by a $35.3 million increase in our share of losses from our equity method investment. The net decrease in the remaining other expenses, net, categories were not significant either individually or in the aggregate. For further detail refer to Notes 3 and development11 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Segment Results of Operations
The following table presents the results for non-GAAP operating income (loss), as reviewed by our CODM, for each of our products. In addition,Communications and Segment segments for the yearyears ended December 31, 2020 included research2023, 2022 and development expenses and headcount from our recent acquisitions.2021:
68
Year Ended December 31,
2023202220212022 to 2023 Change2021 to 2022 Change
(Dollars in thousands)
Twilio Communications$841,990 $318,680 $276,496 $523,310 164 %$42,184 15 %
Twilio Segment$(72,430)$(29,695)$(13,006)$(42,735)144 %$(16,689)128 %


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2023 compared to 2022
In 2020, sales and marketing expenses2023, Communications non-GAAP income from operations increased by $198.3$523.3 million, or 54%164%, compared to the same period last year. The increase was driven by an increase in Communications revenue of $308.6 million, as described in the Revenue section above, and a decrease in Communications operating expenses, partially offset by an increase in Communications cost of revenue. The decrease in operating expenses was primarily attributable to a $137.4$254.1 million decrease in total Communications personnel costs, which was mainly due to the restructuring of our workforce in September 2022, February 2023 and December 2023, that contributed to a 16% decrease in average Communications headcount in 2023. The increase in Communications cost of revenue was primarily attributable to a $19.5 million increase in personnel costs, largely as a result of a 88% average increase in sales and marketing headcount, as we continued to expand our sales efforts in the United States and abroad. The increase was also due to a $11.4 million increase related to the amortization of acquired intangible assetshosting fees and a $20.1$51.3 million increase in advertising expenses. In addition,network service providers’ costs, net of the year ended December 31, 2020, included salesimpact of hedging instruments, to support the increase in revenue due to the growth in usage of our products by our new and marketing expenses and headcount from our recent acquisitions.existing customers.
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In 2020, general and administrative expenses2023, Segment non-GAAP loss from operations increased by $92.3$42.7 million, or 42%144%, compared to the same period last year. The increase was driven by an increase in Segment operating expenses and cost of revenue, partially offset by an increase in Segment revenue of $19.0 million, as described in the Revenue section above. The increase in operating expenses was primarily attributable to a $25.4$25.2 million increase in total Segment personnel costs, which was mainly due to a 12% increase in average Segment headcount in 2023, as we continued to focus on enhancing our Segment product and expanding our sales efforts. The increase in Segment cost of revenue was primarily attributable to a $9.2 million increase in hosting fees and a $4.9 million increase in amortization of capitalized internal-use software development costs.
2022 compared to 2021
In 2022, Communications non-GAAP income from operations increased by $42.2 million, or 15%, compared to the same period in the prior year. The increase was driven by an increase in Communications revenue of $909.2 million, as described in the Revenue section above, offset by an increase in Communications operating expenses and Communications cost of revenue. The increase in operating expenses was primarily attributable to a $259.6 million increase in Communications personnel costs, largely as a result of a 66% average26% increase in generalaverage Communications headcount as we continued to focus on enhancing our products and administrative headcount,expanding our sales efforts globally, a $24.9 million increase in bad debt expense, a $16.2 million increase in software subscription costs, and an $11.1 million increase in travel related expenses. The increase in Communications cost of revenue was primarily attributable to a $477.0 million increase in network service providers’ costs, including the impact of hedging instruments, a $30.7 million increase in hosting fees, and a $14.7 million increase in support costs, all of which supported the growth in usage of our business globally.products by new and existing customers. The net increase in the remaining operating expenses and cost of revenue categories were not significant either individually or in the aggregate.
In 2022, Segment non-GAAP loss from operations increased by $16.7 million, or 128%, compared to the same period in the prior year. The increase was also duedriven by an increase in Segment operating expenses and Segment cost of revenue, offset by an increase in Segment revenue of $75.3 million, as described in the Revenue section above. The increase in operating expenses was primarily attributable to a $19.0$67.9 million increase in charitable contributions dueSegment personnel costs, largely as a result of a 50% increase in average Segment headcount as we continued to several donations made by Twilio.org,focus on enhancing our products and expanding our sales efforts globally, and a $10.7$9.1 million increase in our allowance for estimated credit losses partially impacted by the COVID-19 environmentadvertising costs. The increase in Segment cost of revenue was primarily attributable to a $10.2 million increase in hosting fees and a $5.8 million increase in professional expenses related to our acquisitions of other business. Additionally, certain of our taxes increased by $7.9 million primarily in foreign jurisdictions and our professional services fees increased by $6.6 million. In addition, the year ended December 31, 2021 included general and administrative expenses and headcount from our recent acquisitions.support costs.
Liquidity and Capital Resources
As of December 31, 2023, we had cash and cash equivalents of $655.9 million and short-term marketable securities of $3.4 billion. Cash equivalents consist of money market funds. Short-term marketable securities consist primarily of U.S. treasury securities, non-U.S. government securities, high credit quality corporate debt securities and commercial paper. The cash and cash equivalents and short-term marketable securities are held for working capital purposes.
Our principal sources of liquidity have been (i) the net proceeds of $979.0 million, $1.4 billion and $1.8 billion, net of underwriting discounts and offering expenses paid by us, from our public equity offerings in June 2019, August 2020 and February 2021, respectively; (ii) the aggregate net proceeds of approximately $537.0 million, after deducting purchaser discounts and debt issuance costs paid by us, from the issuance of our Convertible Notes in May 2018; (iii) the aggregate net proceeds of approximately $984.7 million, after deducting purchaser discounts and debt issuance costs paid by us, from the issuance of our 2029 Notes and 2031 Notes in March 2021; (iv)2021 (each, as defined below); (iii) the net proceeds of $228.4 million, after deducting transaction costs paid by us, from settlement of our capped call arrangements in June 2021; and (v)(iv) the payments received from customers using our products.
Our primary uses of cash include operating costs, such as personnel-related costs, network service provider costs, cloud infrastructure costs, facility-related spending, as well as, from time to time, acquisitions, investments and investments.share repurchases. Our principal contractual and other commitments consist of obligations under our 2029 Notes and 2031 Notes, our operating leases for office space that we occupy, sublease or hold to sublease, and contractual commitments to our cloud infrastructure and network service providers. Refer to Note 6, Note 10, Note 13(a)14 and Note 1817(a) to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for detailed discussions of our obligations and commitments related to leases, debt and other purchase obligations and our proposed minority investment in Syniverse Corporation.obligations.
We may, from time to time, consider acquisitions of, or investments in, complementary businesses, products, services, capital infrastructure or technologies which might affect our liquidity requirements or cause us to secure additional financing or issue additional equity or debt securities. There can be no assurance that additional credit lines or financing instruments will be available in amounts or on terms acceptable to us, if at all.
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We believe that our cash, cash equivalents and marketable securities balances, as well as the cash flows generated by our operations, will be sufficient to satisfy our anticipated cash needs for working capital and capital expendituresexpenditure needs, including authorized share repurchases, for the next 12 months and beyond. However, our belief may prove to be incorrect, and we could utilize our available financial resources sooner than we currently expect. Our future capital requirements and the adequacy of available funds will depend on many factors, including those set forth in Part I, Item 1A, “Risk Factors.” We may be required to seek additional equity or debt financing in order to meet theseour future capital requirements. In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us, or at all. If we are unable to raise additional capital when desired, our business, results of operations and financial condition would be adversely affected. Additionally,Our future capital requirements, the adequacy of our available funds and our cash from operations could also bedepend on many factors and are affected by various risks and uncertainties, in connection with the COVID-19 pandemic, including timing and ability to collect payments from our customers and other risks detailedthose set forth in Part I, Item 1A, “Risk Factors.”

Share Repurchase Program
69In February 2023, our board of directors authorized a share repurchase program pursuant to which we may repurchase up to $1.0 billion in aggregate value of our common stock. Repurchases under the program will be made through open market, private transactions or other means in compliance with applicable federal securities laws, and could include repurchases pursuant to Rule 10b5-1 trading plans. We have discretion in determining the conditions under which shares may be repurchased from time to time. The program expires on December 31, 2024.


TableIn the year ended December 31, 2023, we purchased $672.1 million in aggregate value, or 11.3 million shares, of Contentsour common stock on the open market under this program. As of December 31, 2023, approximately $327.9 million of the originally authorized amount remains available for future repurchases.
2029 Notes and 2031 Notes
In March 2021, we issued and sold $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million principal amount of 3.625% notes due 2029 (the “2029 Notes”) and $500.0 million principal amount of 3.875% notes due 2031 (the “2031 Notes,” and together with the 2029 Notes, the “Notes”). These Notes are described in detail in Note 14 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Cash Flows
The following table summarizes our cash flows:
Year Ended December 31,
202120202019
(In thousands)
Cash (used in) provided by operating activities$(58,192)$32,654 $14,048 
Cash (used in) investing activities(2,489,996)(845,855)(1,285,792)
Cash provided by financing activities3,096,325 1,493,311 1,020,145 
Effect of exchange rate changes on cash, cash equivalents and restricted cash(191)40 — 
Net increase (decrease) in cash, cash equivalents and restricted cash$547,946 $680,150 $(251,599)
Year Ended December 31,
202320222021
(In thousands)
Cash provided by (used in) operating activities$414,752 $(254,368)$(58,192)
Cash provided by (used in) investing activities228,603 (616,452)(2,489,996)
Cash (used in) provided by financing activities(643,610)45,007 3,096,325 
Effect of exchange rate changes on cash, cash equivalents and restricted cash108 60 (191)
Net (decrease) increase in cash, cash equivalents and restricted cash$(147)$(825,753)$547,946 
Cash Flows from Operating Activities
In 2021,2023, cash used inprovided by operating activities consisted primarily of our net loss of $949.9 million$1.0 billion adjusted for non-cash items, including $632.3$675.9 million of stock-based compensation expense, $17.2 million of tax benefit related to release of valuation allowance in connection with our Zipwhip and prior acquisitions, $258.4$284.4 million of depreciation and amortization expense, $5.8 million amortization of the debt discount and issuance costs related to our long-term debt, $48.8$320.5 million of non-cash reduction to our operating right-of-use asset, $31.5impairment of intangible assets and other long-lived assets, $72.9 million amortization of deferred commissions, $27.0 million of non-cash reduction in our operating right-of-use asset, $121.9 million of share of losses from equity method investments, $51.9 million of provision for bad debt and $185.1$230.6 million of cumulative changes in operating assets and liabilities. With respect to changes in operating assets and liabilities, accounts receivable and prepaid expenses increased $196.0$141.4 million primarily due to revenue growth, the timing of cash receipts and pre-payments forof our cloud infrastructure fees and certain operating expenses. Accounts payable and other current liabilities increased $137.7decreased $39.4 million primarily driven by lower personnel-related accruals due to increases in transaction volumes. Operating lease liability decreased $49.0lower headcount, including a $25.2 million due to payments made against our operating lease obligations. Other long-term assets increased $121.2 million primarily due to an increasedecrease in the sales commissions balances relatedsabbatical benefit accrual driven by lower headcount and the sunsetting of the program. The impairment of intangible assets and other long lived assets is described further in Note 6 to the growthour consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
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Table of our business.Contents
In 2020,2022, cash provided byused in operating activities consisted primarily of our net loss of $491.0 million$1.3 billion adjusted for non-cash items, including $360.9$798.6 million of stock-based compensation expense $16.5 millionreflecting the impact of tax benefit related to release of valuation allowance in connection with our acquisitions of other businesses, $149.7the September 2022 restructuring plan, $279.1 million of depreciation and amortization expense, $23.8$97.7 million of impairment of operating lease and other long-lived assets, $57.9 million of amortization of the debt discount and issuance costs related to our long-term debt, $38.4deferred commissions, $47.2 million of non-cash reduction toin our operating right-of-use asset, $13.3$35.3 million of share of losses from equity method investments, $35.0 million of provision for bad debt, $33.2 million of net amortization of deferred commissions, a $13.2 million increase in our allowance for credit losses,investment premium and $97.4discount and $396.6 million of cumulative changes in operating assets and liabilities. With respect to changes in operating assets and liabilities, accounts receivable and prepaid expenses increased $92.9$289.0 million primarily due to therevenue growth, timing of cash receipts from certainand pre-payments of our larger customers, pre-payments for cloud infrastructure fees and certain operating expenses. Accounts payable and other current liabilities increased $98.4$105.8 million primarily due to increases in transaction volumes.volumes, and the impact from the then new sabbatical employee benefit that we introduced effective July 1, 2022. Operating lease liabilityliabilities decreased $33.9$54.5 million due to payments made against our operating lease obligations. Other long-term assets increased $81.9$146.5 million primarily due to an increase in the sales commissions balances related to the growth of our business.
Cash Flows from Investing Activities
In 2021, cash used in investing activities was $2.5 billion primarily consisting The impairment of $1.9 billion of purchases of marketable securitiesoperating lease and other investments, net of maturities and sales, $491.5 million of net cash paid to acquire other businesses aslong lived assets is described further in Note 76 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, $44.010-K.
Cash Flows from Investing Activities
In 2023, cash provided by investing activities was $228.6 million primarily consisting of $247.4 million of maturities and sales of marketable securities and other investments, net of purchases, and $38.2 million of proceeds from divestitures, net of cash divested, partially offset by $39.9 million related to capitalized software development costs and $46.0$11.3 million related to purchases of long-lived assets.
In 2020,2022, cash used in investing activities was $845.9$616.5 million primarily consisting of $453.1$498.9 million of purchases of marketable securities and other investments, net of maturities and sales, $333.6$45.8 million related to capitalized software development costs, $37.4 million of net cash paid to acquire other businesses as described in Note 7 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, $33.3 million related to capitalized software development costs and $25.8$34.4 million related to purchases of long-lived assets.
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Cash Flows from Financing Activities
In 2021,2023, cash provided byused in financing activities was $3.1 billion$643.6 million primarily consisting of $1.8 billion in net proceeds from our public equity offering, as described in Note 14$668.8 million of cash paid to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K; $984.7repurchase 11.3 million in net proceeds from the issuanceshares of our 2029 Notes and 2031 Notes and $228.4 millioncommon stock in net proceeds from the settlement of the capped call transactionsopen market, including related to our Convertible Notes, which were fully redeemed during 2021, as described in Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K; and $136.2costs, offset by $43.8 million in proceeds from stock options exercised by our employees and shares issued under our employee stock purchase plan.
In 2020,2022, cash provided by financing activities was $1.5 billion$45.0 million primarily consisting of $1.4 billion in net proceeds from our public equity offering, as described in Note 14 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K, and $104.8$59.6 million in proceeds from stock options exercised by our employees and shares issued under our employee stock purchase plan.
Off-Balance Sheet Arrangements
We have not entered into any off-balance sheet arrangementsplan, offset by $13.4 million in principal payments on debt and do not have any holdings in variable interest entities.
Segment Information
We have one business activity and operate in one reportable segment.
finance leases.
Critical Accounting Policies and Estimates
Our consolidated financial statements are prepared in accordance with generally accepted accounting principles in the United States of America.U.S. GAAP. The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses and related disclosures. We evaluate our estimates and assumptions on an ongoing basis. Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates.
We believe that the accounting policies, assumptions and estimates associated with revenue recognition and business combinations have the greatest potential impact on our consolidated financial statements. Therefore, we consider these to be our critical accounting policies and estimates.
See Note 2 to theour consolidated financial statements included elsewhere in this Annual Report on Form 10-K for a discussion of our accounting policies.
Revenue Recognition
Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration we expect to receive in exchange for those products or services. We enter into contracts that can include various combinations of products and services, which are generally capable of being distinct and accounted for as separate performance obligations. Revenue is recognized net of allowances for credits and any taxes collected from customers, which are subsequently remitted to governmental authorities.
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Our revenue is primarily derived from usage and non-usage based fees. Our usage-based fees are earned from certain of our Communications products when customers accessingaccess our enterprise cloud computing services.platform. Platform accessusage is considered a monthly series comprising one performance obligation and usage-based fees are recognized as revenue in the period in which the usage occurs.
Subscription-basedOur subscription-based fees are derived from our software products, such as Segment, Engage, Flex, Email and Marketing Campaigns, and certain other non-usage-based contracts, such as with the sales of short codes and customer support, and fees charged to access the cloud-based platform of our Twilio Segment business, which acquisition is further described in Note 7 to our consolidated financial statements included elsewhere in this Annual Report of Form 10-K.support. Non-usage-based contracts revenue is recognized on a ratable basis over the contractual term which is generally from one to three years.
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Our arrangements do not contain general rights of return. However, credits may be issued on a case-by-case basis. Credits are accounted for as variable consideration, are estimated based on historical trends and are recorded against revenue. The contracts do not provide customers with the right to take possession of the software supporting the applications. Amounts that have been invoiced are recorded in accounts receivable and in revenue or deferred revenue depending on whether the revenue recognition criteria have been met.
Business Combinations

Accounting for business combinations requires us to make significant estimates and assumptions, especially at the acquisition date with respect to tangible and intangible assets acquired and liabilities assumed. We use our best estimates and assumptions to accurately assign fair value to the tangible and intangible assets acquired and liabilities assumed at the acquisition date as well as the useful lives of those acquired intangible assets. Examples of critical estimates in valuing certain of the intangible assets and goodwill we have acquired include but are not limited to future expected cash flows from acquired developed technologies; existing customer relationships; uncertain tax positions and tax related valuation allowances assumed; and discount rates. Unanticipated events and circumstances may occur that may affect the accuracy or validity of such assumptions, estimates or actual results.
Recent Accounting Pronouncements Not Yet Adopted
See Note 2(ac)2(af) to the consolidated financial statements included elsewhere in this Annual Report on Form 10-K for a discussion of recent accounting pronouncements not yet adopted.
Item 7A. Quantitative and Qualitative Disclosures about Market Risk
We are exposed to certain market risks in the ordinary course of our business, including sensitivities as follows:
Interest Rate Risk
We had cash and cash equivalents and restricted cash of $1.5 billion$655.9 million and marketable securities of $3.9$3.4 billion as of December 31, 2021. Cash,2023. In any given period, cash and cash equivalents and restricted cashmay consist of bank deposits, money market funds, reverse repurchase agreements and commercial paper. Marketable securities consist primarily of U.S. treasury securities, non-U.S. government securities and high credit quality corporate debt securities. The cash and cash equivalents and marketable securities are held for working capital purposes. Such interest‑earning instruments carry a degree of interest rate risk. To date, fluctuations in interest income have not been significant. The primary objective of our investment activities is to preserve principal while maximizing income without significantly increasing risk. We do not enter into investments for trading or speculative purposes and have not used any derivative financial instruments to manage our interest rate risk exposure. In March 2021, we issued $1.0 billion aggregate principal amount of our 2029 Notes and 2031 Notes carrying fixed interest rates of 3.625% and 3.875%, respectively. Due to the short‑term nature of our investments and fixed rate nature of our debt, we have not been exposed to, nor do we anticipate being exposed to, material risks due to changes in interest rates. A hypothetical 10% change in interest rates during any of the periods presented would not have had a material impact on our consolidated financial statements.
In May 2018, we issued $550.0 million aggregate principal amount of Convertible Notes, which were fully redeemed as of June 2, 2021.
In March 2021, we issued $1.0 billion aggregate principal amount of our 2029 Notes and 2031 Notes carrying fixed interest rates of 3.625% and 3.875%, respectively.statements included elsewhere in this Annual Report on Form 10-K.
Currency Exchange Risks
The functional currency of most of our foreign subsidiaries is the U.S. dollar. The local currencies of our foreign subsidiaries are the Australian dollar, the Bermuda dollar, the Brazilian real, the British pound, the Canadian dollar, the Colombian peso, the Czech Republic koruna, the Euro, the Hong Kong dollar, the Indian rupee, the Japanese yen, the Mexican Peso,peso, the Polish Zloty,zloty, the Serbian Dinar,dinar, the Singapore dollar and the Swedish krona.
OurThe majority of our subsidiaries remeasure monetary assets and liabilities at period-end exchange rates, while non-monetary items are remeasured at historical rates. Revenue and expense accounts are remeasured at the average exchange rate in effect during the month in which a transaction occurs. If there is a change in foreign currency exchange rates, the conversion of our foreign subsidiaries’ financial statements into U.S. dollars would result in a realized gain or loss which is recorded in our consolidated statements of operations.
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operations included elsewhere in this Annual Report on Form 10-K.
We enter into foreign currency derivative hedging transactions to mitigate our exposure to market risks that may result from changes in foreign currency exchange rates. For further information, seerefer to Note 2(x) and Note 59 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
A hypothetical 10% change in foreign exchange rates during any of the periods presented would not have had a material impact on our consolidated financial statements.
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Item 8. Financial Statements and Supplementary Data
INDEX TO CONSOLIDATED FINANCIAL STATEMENTS
Page

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Report of Independent Registered Public Accounting Firm
To the Stockholders and Board of Directors
Twilio Inc.:
Opinions on the Consolidated Financial Statements and Internal Control Over Financial Reporting
We have audited the accompanying consolidated balance sheets of Twilio Inc. and subsidiaries (the "Company")Company) as of December 31, 20212023 and 2020,2022, the related consolidated statements of operations, comprehensive loss, stockholders’ equity, and cash flows for each of the years in the three-year period ended December 31, 2021,2023, and the related notes (collectively, the "consolidatedconsolidated financial statements")statements). We also have audited the Company’s internal control over financial reporting as of December 31, 2021,2023, based on criteria established in Internal Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission.
In our opinion, the consolidated financial statements referred to above present fairly, in all material respects, the financial position of the Company as of December 31, 20212023 and 2020,2022, and the results of its operations and its cash flows for each of the years in the three-year period ended December 31, 2021,2023, in conformity with U.S. generally accepted accounting principles. Also in our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of December 31, 2021,2023 based on criteria established in Internal Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission.
The Company acquired Zipwhip, Inc. during fiscal 2021, and management excluded from its assessment of the effectiveness of the Company’s internal control over financial reporting as of December 31, 2021, Zipwhip, Inc.’s internal control over financial reporting associated with total assets of $51.9 million and total revenues of $55.4 million included in the consolidated financial statements of the Company as of and for the year ended December 31, 2021. Our audit of internal control over financial reporting of the Company also excluded an evaluation of the internal control over financial reporting of Zipwhip, Inc.
Basis for Opinions
The Company’s management is responsible for these consolidated financial statements, for maintaining effective internal control over financial reporting, and for its assessment of the effectiveness of internal control over financial reporting, included in the accompanying Annual Report on Internal Control Over Financial Reporting. Our responsibility is to express an opinion on the Company’s consolidated financial statements and an opinion on the Company’s internal control over financial reporting based on our audits. We are a public accounting firm registered with the Public Company Accounting Oversight Board (United States) (PCAOB) and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audits to obtain reasonable assurance about whether the consolidated financial statements are free of material misstatement, whether due to error or fraud, and whether effective internal control over financial reporting was maintained in all material respects.
Our audits of the consolidated financial statements included performing procedures to assess the risks of material misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the consolidated financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the consolidated financial statements. Our audit of internal control over financial reporting included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design and operating effectiveness of internal control based on the assessed risk. Our audits also included performing such other procedures as we considered necessary in the circumstances. We believe that our audits provide a reasonable basis for our opinions.
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Definition and Limitations of Internal Control Over Financial Reporting
A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company’s internal control over financial reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company’s assets that could have a material effect on the financial statements.
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Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.
Critical Audit MattersMatter
The critical audit mattersmatter communicated below are mattersis a matter arising from the current period audit of the consolidated financial statements that werewas communicated or required to be communicated to the audit committee and that: (1) relaterelates to accounts or disclosures that are material to the consolidated financial statements and (2) involved our especially challenging, subjective, or complex judgments. The communication of a critical audit mattersmatter does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit mattersmatter below, providing a separate opinionsopinion on the critical audit mattersmatter or on the accounts or disclosures to which they relate.it relates.
Evaluation of the sufficiency of audit evidence over revenue recognition
As discussed in Note 2(e) to the consolidated financial statements, the Company's revenue is derived from usage and non-usage basednon-usage-based fees earned from customers accessing the Company's enterprise cloud computing services.cloud-based platform. As of December 31, 2021,2023, the Company recorded $2.8$4.2 billion in revenues, a portion of which related to Programmable Messaging and Programmable Voice APIs. The Company’s revenue recognition process is highly automated, and revenue is recorded within the Company’s general ledger through reliance on customized and proprietary information technology (IT) systems.
We identified the evaluation of the sufficiency of audit evidence over revenue recognition related to the Company’s Programmable Messaging and Programmable Voice APIs as a critical audit matter. This matter required especially subjective auditor judgment because of the large number of information technology (IT) applications involved in the revenue recognition process. Auditor judgment was required in determining the nature and extent of audit evidence obtained over these information systems that process revenue transactions. Involvement of IT professionals with specialized skills and knowledge was required to assist with the performance and evaluation of certain procedures and determination of IT applications subject to testing.
The following are the primary procedures we performed to address this critical audit matter. We applied auditor judgment to determine the nature and extent of procedures to be performed over revenue recognition. We evaluated the design and tested the operating effectiveness of certain internal controls related to the Company’s Programmable Messaging and Programmable Voice revenue recognition process. We involved IT professionals with specialized skills and knowledge, who assisted in testing controls related to the Company’s general information technology and application controls related to the systems utilized within the Company’s Programmable Messaging and Programmable Voice revenue recognition process. For a sample of customer agreements, we tested the Company’s identification and treatment of significant contract terms, including comparingcompared the pricing reflected in the Company’s revenue IT system to the contractually agreed upon pricing with the customer. For a sample of revenue transactions, we compared the amounts recognized for consistency with underlying documentation, including contracts with customers. We assessed the recorded revenue by comparing revenue to underlying cash receipts. We evaluated credits issued after year end to assess the revenue recorded within the period. In addition, we evaluated the overall sufficiency of audit evidence obtained by assessing the results of procedures performed, including appropriateness of the nature and extent of such evidence.
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Valuation of the acquisition date intangible assets related to a business combination
As discussed in Note 7 to the consolidated financial statements, on July 14, 2021, the Company acquired Zipwhip, Inc. (Zipwhip) by issuing shares of its Class A common stock worth approximately $419.2 million and paying approximately $418.1 million of cash. As part of the acquisition, the Company acquired $244.5 million of intangible assets, including customer relationships.
We identified the assessment of the valuation of the acquisition date customer relationship intangible asset acquired as a critical audit matter. There was a high degree of subjective auditor judgment in assessing the discount rate and forecasted revenue growth rates used to derive the fair value of the customer relationship acquired intangible asset. In addition, this fair value was challenging to test due to the sensitivity of the fair value determination to changes in these assumptions.
The following are the primary procedures we performed to address the critical audit matter. We evaluated the design and tested the operating effectiveness of certain internal controls over the Company’s process to value acquired intangible assets, including the Company’s controls over the discount rate and forecasted revenue growth rate. We compared prior period forecasted revenue to prior period actual revenue to evaluate the Company’s ability to forecast. We evaluated the Company’s forecasted revenue growth rates used to value the customer relationship intangible asset by (1) comparing the growth forecast assumptions to historical growth rates of peer companies, and (2) comparing forecasted growth rates to historical growth rates. We involved a valuation professional with specialized skills and knowledge, who assisted in testing by:
evaluating the discount rate used by the Company to value the customer relationship intangible asset by assessing the relevant inputs used by the Company in their calculation of their discount rate
recalculating the estimate of the fair value of the customer relationship intangible asset acquired using the Company’s cash flow forecast and discount rate independently corroborated by our valuation specialists and comparing the result to the Company’s fair value estimate.

/s/ KPMG LLP
We have served as the Company’s auditor since 2013.
Santa Clara,San Francisco, California
February 22, 202227, 2024


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TWILIO INC.
Consolidated Balance Sheets
As of December 31,
20232022
(In thousands, except share and per share amounts)
ASSETS
Current assets:
Cash and cash equivalents$655,931 $651,752 
Short-term marketable securities3,356,064 3,503,317 
Accounts receivable, net562,773 547,507 
Prepaid expenses and other current assets329,204 281,510 
Total current assets4,903,972 4,984,086 
Property and equipment, net209,639 263,979 
Operating right-of-use assets73,959 121,341 
Equity method investment593,582 699,911 
Intangible assets, net350,490 849,935 
Goodwill5,243,266 5,284,153 
Other long-term assets234,799 360,899 
Total assets$11,609,707 $12,564,304 
LIABILITIES AND STOCKHOLDERS' EQUITY
Current liabilities:
Accounts payable$119,615 $124,605 
Accrued expenses and other current liabilities424,311 490,221 
Deferred revenue and customer deposits144,499 139,110 
Operating lease liability, current49,872 54,222 
Total current liabilities738,297 808,158 
Operating lease liability, noncurrent120,770 164,551 
Finance lease liability, noncurrent9,191 21,290 
Long-term debt, net988,953 987,382 
Other long-term liabilities19,944 23,881 
Total liabilities1,877,155 2,005,262 
Commitments and contingencies (Note 17)
Stockholders' equity:
Preferred stock, $0.001 par value, 100,000,000 shares authorized, none issued— — 
Class A and Class B common stock, $0.001 par value per share
Authorized shares 1,003,170,181 and 1,100,000,000 as of December 31, 2023 and 2022; Issued and outstanding shares 181,945,771 and 185,975,709 as of December 31, 2023 and 2022182 186 
Additional paid-in capital14,797,723 14,055,853 
Accumulated other comprehensive income (loss)619 (121,161)
Accumulated deficit(5,065,972)(3,375,836)
Total stockholders’ equity9,732,552 10,559,042 
Total liabilities and stockholders’ equity$11,609,707 $12,564,304 
See accompanying notes to consolidated financial statements.
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TWILIO INC.
Consolidated Statements of Operations

Year Ended December 31,
202320222021
(In thousands, except share and per share amounts)
Revenue$4,153,945 $3,826,321 $2,841,839 
Cost of revenue2,110,015 2,012,744 1,451,126 
Gross profit2,043,930 1,813,577 1,390,713 
Operating expenses:
Research and development942,790 1,079,081 789,219 
Sales and marketing1,022,985 1,248,032 1,044,618 
General and administrative468,459 517,414 472,460 
Restructuring costs165,733 76,636 — 
Impairment of long-lived assets320,504 97,722 — 
Total operating expenses2,920,471 3,018,885 2,306,297 
Loss from operations(876,541)(1,205,308)(915,584)
Other expenses, net:
Share of losses from equity method investment(121,897)(35,315)— 
Impairment of strategic investments(46,154)— — 
Other income (expenses), net47,863 (3,009)(45,345)
Total other expenses, net(120,188)(38,324)(45,345)
Loss before provision for income taxes(996,729)(1,243,632)(960,929)
Provision for income taxes(18,712)(12,513)11,029 
Net loss attributable to common stockholders$(1,015,441)$(1,256,145)$(949,900)
Net loss per share attributable to common stockholders, basic and diluted$(5.54)$(6.86)$(5.45)
Weighted-average shares used in computing net loss per share attributable to common stockholders, basic and diluted183,327,844 182,994,038 174,180,465 
See accompanying notes to consolidated financial statements.
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TWILIO INC.
Consolidated Statements of Comprehensive Loss
Year Ended December 31,
202320222021
(In thousands)
Net loss$(1,015,441)$(1,256,145)$(949,900)
Other comprehensive income (loss):
Unrealized gain (loss) on marketable securities99,742 (83,049)(27,215)
Foreign currency translation5,587 (5,587)(266)
Net change in market value of effective foreign currency
   forward exchange contracts
898 556 294 
Share of other comprehensive income (loss) from equity method
   investment
15,553 (14,940)— 
Total other comprehensive income (loss)121,780 (103,020)(27,187)
Comprehensive loss attributable to common stockholders$(893,661)$(1,359,165)$(977,087)
See accompanying notes to consolidated financial statements.
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TWILIO INC.
Consolidated Statements of Stockholders’ Equity
Common Stock
Class A
Common Stock
Class B
Additional Paid-In CapitalAccumulated Other Comprehensive Income (Loss)Accumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
(In thousands, except share amounts)
Balance as of December 31, 2022176,358,104 $174 9,617,605 $12 $14,055,853 $(121,161)$(3,375,836)$10,559,042 
Net loss— — — — — — (1,015,441)(1,015,441)
Exercises of vested stock options238,474 — 127,982 — 7,344 — — 7,344 
Vesting of restricted stock units5,939,641 — — (7)— — — 
Value of equity awards withheld for tax liability(38,655)— — — (2,565)— — (2,565)
Conversion of shares of Class B common stock into shares of Class A common stock9,745,587 12 (9,745,587)(12)— — — — 
Shares of Class A common stock issued and donated to charity88,408 — — — 5,346 — — 5,346 
Unrealized gain on marketable securities— — — — — 99,742 — 99,742 
Repurchases of shares of Class A common stock including
related costs
(11,292,516)(11)— — — — (674,695)(674,706)
Foreign currency translation— — — — — 5,587 — 5,587 
Shares issued under ESPP906,728 — — — 36,496 — — 36,496 
Net change in market value of effective foreign currency forward exchange contracts— — — — — 898 — 898 
Share of other comprehensive loss from equity method investment— — — — — 15,553 — 15,553 
Stock-based compensation— — — — 682,241 — — 682,241 
Stock-based compensation - restructuring— — — — 13,015 — — 13,015 
Balance as of December 31, 2023181,945,771 $182  $ $14,797,723 $619 $(5,065,972)$9,732,552 
See accompanying notes to consolidated financial statements.

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TWILIO INC.
Consolidated Statements of Stockholders’ Equity

Common Stock
Class A
Common Stock
Class B
Additional Paid-In CapitalAccumulated Other Comprehensive Income (Loss)Accumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
(In thousands, except share amounts)
Balance as of December 31, 2021170,625,994 $168 9,842,105 $12 $13,169,118 $(18,141)$(2,119,691)$11,031,466 
Net loss— — — — — — (1,256,145)(1,256,145)
Exercises of vested stock options373,793 — 392,231 — 22,500 — — 22,500 
Vesting of restricted stock units4,277,266 — — (4)— — — 
Value of equity awards withheld for tax liability(6,250)— — — (1,098)— — (1,098)
Conversion of shares of Class B common stock into shares of Class A common stock616,731 — (616,731)— — — — — 
Shares of Class A common stock issued and donated to charity88,408 — — — 9,541 — — 9,541 
Unrealized loss on marketable securities— — — — — (83,049)— (83,049)
Foreign currency translation— — — — — (5,587)— (5,587)
Shares returned from escrow(152,239)— — — (387)— — (387)
Shares issued under ESPP534,401 — — 37,063 — — 37,065 
Net change in market value of effective foreign currency forward exchange contracts— — — — — 556 — 556 
Share of other comprehensive loss from equity method investment— — — — — (14,940)— (14,940)
Stock-based compensation— — — — 804,845 — — 804,845 
Stock-based compensation - restructuring— — — — 14,275 — — 14,275 
Balance as of December 31, 2022176,358,104 $174 9,617,605 $12 $14,055,853 $(121,161)$(3,375,836)$10,559,042 
See accompanying notes to consolidated financial statements.









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TWILIO INC.
Consolidated Statements of Stockholders’ Equity

Common Stock
Class A
Common Stock
Class B
Additional Paid-In CapitalAccumulated Other Comprehensive Income (Loss)Accumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
(In thousands, except share amounts)
Balance as of December 31, 2020153,496,222 $151 10,551,302 $13 $9,613,246 $9,046 $(1,169,791)$8,452,665 
Net loss— — — — — — (949,900)(949,900)
Exercises of vested stock options1,779,320 509,499 — 87,693 — — 87,695 
Vesting of restricted stock units3,515,913 — — (4)— — — 
Value of equity awards withheld for tax liability(32,002)— — — (10,388)— — (10,388)
Conversion of shares of Class B common stock into shares of Class A common stock1,218,696 (1,218,696)(1)— — — — 
Equity component from partial settlement and redemption of convertible senior notes due 20234,846,965 — — 335,637 — — 335,642 
Settlement of capped call, net of related costs— — — — 225,233 — — 225,233 
Shares of Class A common stock issued under ESPP198,926 — — — 48,465 — — 48,465 
Shares of Class A common stock issued and donated to charity88,408 — — — 31,169 — — 31,169 
Issuance of shares of Class A common stock in connection with a follow-on public offering, net of underwriters' discounts and issuance costs4,312,500 — — 1,765,709 — — 1,765,713 
Shares of Class A common stock issued in acquisition1,116,816 — — 419,169 — — 419,170 
Value of equity awards assumed in acquisition— — — — 1,511 — — 1,511 
Shares of Class A common stock subject to future vesting84,230 — — — — — — — 
Unrealized loss on marketable securities— — — — — (27,215)— (27,215)
Foreign currency translation— — — — — (266)— (266)
Net change in market value of effective foreign currency forward exchange contracts— — — — — 294 — 294 
Stock-based compensation— — — — 651,678 — — 651,678 
Balance as of December 31, 2021170,625,994 $168 9,842,105 $12 $13,169,118 $(18,141)$(2,119,691)$11,031,466 
See accompanying notes to consolidated financial statements.






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TWILIO INC.
Consolidated Balance Sheets
As of December 31,
20212020
(In thousands, except share and per share amounts)
ASSETS
Current assets:
Cash and cash equivalents$1,479,452 $933,885 
Short-term marketable securities3,878,430 2,105,906 
Accounts receivable, net388,215 251,167 
Prepaid expenses and other current assets186,131 81,377 
Total current assets5,932,228 3,372,335 
Property and equipment, net255,316 183,239 
Operating right-of-use assets234,584 258,610 
Intangible assets, net1,050,012 966,573 
Goodwill5,263,166 4,595,394 
Other long-term assets263,292 111,282 
Total assets$12,998,598 $9,487,433 
LIABILITIES AND STOCKHOLDERS’ EQUITY
Current liabilities:
Accounts payable$93,333 $60,042 
Accrued expenses and other current liabilities417,503 252,895 
Deferred revenue and customer deposits140,389 87,031 
Operating lease liability, current52,325 48,338 
Total current liabilities703,550 448,306 
Operating lease liability, noncurrent211,253 229,905 
Finance lease liability, noncurrent25,132 17,856 
Long-term debt985,907 302,068 
Other long-term liabilities41,290 36,633 
Total liabilities1,967,132 1,034,768 
Commitments and contingencies (Note 13)00
Stockholders’ equity:
Preferred stock, $0.001 par value, 100,000,000 shares authorized, none issued— — 
Class A and Class B common stock, $0.001 par value per share
Authorized shares 1,100,000,000 as of December 31, 2021 and 2020;
     Issued and outstanding shares 180,468,099 and 164,047,524 as of
     December 31, 2021 and 2020
180 164 
Additional paid-in capital13,169,118 9,613,246 
Accumulated other comprehensive (loss) income(18,141)9,046 
Accumulated deficit(2,119,691)(1,169,791)
Total stockholders’ equity11,031,466 8,452,665 
Total liabilities and stockholders’ equity$12,998,598 $9,487,433 
See accompanying notes to consolidated financial statements.
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TWILIO INC.
Consolidated Statements of Operations

Year Ended December 31,
202120202019
(In thousands, except share and per share amounts)
Revenue$2,841,839 $1,761,776 $1,134,468 
Cost of revenue1,451,126 846,115 525,551 
Gross profit1,390,713 915,661 608,917 
Operating expenses:
Research and development789,219 530,548 391,355 
Sales and marketing1,044,618 567,407 369,079 
General and administrative472,460 310,607 218,268 
Total operating expenses2,306,297 1,408,562 978,702 
Loss from operations(915,584)(492,901)(369,785)
Other (expenses) income, net(45,345)(11,525)7,569 
Loss before benefit for income taxes(960,929)(504,426)(362,216)
Benefit for income taxes11,029 13,447 55,153 
Net loss attributable to common stockholders$(949,900)$(490,979)$(307,063)
Net loss per share attributable to common stockholders, basic and diluted$(5.45)$(3.35)$(2.36)
Weighted-average shares used in computing net loss per share attributable to common stockholders, basic and diluted174,180,465 146,708,663 130,083,046 
See accompanying notes to consolidated financial statements.

79



TWILIO INC.
Consolidated Statements of Comprehensive Loss
Year Ended December 31,
202120202019
(In thousands)
Net loss$(949,900)$(490,979)$(307,063)
Other comprehensive (loss) income:
Unrealized (loss) gain on marketable securities(27,215)3,674 3,804 
Foreign currency translation(266)286 — 
Net change in market value of effective foreign currency forward exchange contracts294 — — 
Total other comprehensive (loss) income(27,187)3,960 3,804 
Comprehensive loss attributable to common stockholders$(977,087)$(487,019)$(303,259)
See accompanying notes to consolidated financial statements.
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TWILIO, INC.
Consolidated Statements of Stockholder's Equity


Common Stock
Class A
Common Stock
Class B
Additional Paid-In CapitalAccumulated Other Comprehensive IncomeAccumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
(In thousands, except share amounts)
Balance as of December 31, 201880,769,763 $80 19,310,465 $20 $808,527 $1,282 $(371,674)$438,235 
Net loss— — — — — — (307,063)(307,063)
Exercises of stock options1,466,813 2,154,053 37,760 — — 37,763 
Recapitalization of a subsidiary— — — — 75 — (75)— 
Vesting of restricted stock units2,775,788 117,331 — — — 
Value of equity awards withheld for tax liability(23,543)— (22,095)— (5,412)— — (5,412)
Conversion of shares of Class B common stock into shares of Class A common stock10,029,127 (10,029,127)(9)— — — — 
Shares of Class A common stock issued under ESPP244,628 — — — 19,738 — — 19,738 
Shares of Class A common stock issued in connection with a follow-on public offering, net of underwriters' discounts and issuance costs8,064,515 — — 979,039 979,047 
Shares of Class A common stock issued in acquisition23,555,081 24 — — 2,658,874 — — 2,658,898 
Value of equity awards assumed in acquisition— — — — 182,554 — — 182,554 
Unrealized gain on marketable securities— — — — — 3,804 — 3,804 
Stock-based compensation— — — — 271,844 — — 271,844 
Balance as of December 31, 2019126,882,172 $124 11,530,627 $14 $4,952,999 $5,086 $(678,812)$4,279,411 
Net loss— — — — — — (490,979)(490,979)
Exercises of stock options2,263,629 1,232,099 72,514 — — 72,517 
Vesting of restricted stock units3,525,401 29,007 — — — — 
Value of equity awards withheld for tax liability(34,893)— (4,692)— (8,778)— — (8,778)
Conversion of shares of Class B common stock into shares of Class A common stock2,235,739 (2,235,739)(2)— — — — 
Equity component from partial settlement of convertible senior notes due 20232,902,434 — — 190,757 — — 190,760 
Shares of Class A common stock issued under ESPP291,800 — — 32,242 — — 32,243 
Shares of Class A common stock donated to charity88,408 — — — 18,993 — — 18,993 
Issuance of shares of Class A common stock in connection with a follow-on public offering, net of underwriters' discounts and issuance costs5,819,838 — — 1,408,163 — — 1,408,169 
Shares of Class A common stock issued in acquisition9,263,140 — — 2,532,347 — — 2,532,356 
Value of equity awards assumed in acquisition— — — — 38,972 — — 38,972 
Shares of Class A common stock issued in acquisition subject to future vesting258,554 — — — — — — — 
Unrealized gain on marketable securities— — — — — 3,674 — 3,674 
Foreign currency translation— — — — — 286 — 286 
Stock-based compensation— — — — 375,037 — — 375,037 
Balance as of December 31, 2020153,496,222 $151 10,551,302 $13 $9,613,246 $9,046 $(1,169,791)$8,452,665 
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TWILIO, INC.
Consolidated Statements of Stockholder's Equity
Common Stock
Class A
Common Stock
Class B
Additional Paid-In CapitalAccumulated Other Comprehensive IncomeAccumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
(In thousands, except share amounts)
Balance as of December 31, 2020153,496,222 $151 10,551,302 $13 $9,613,246 $9,046 $(1,169,791)$8,452,665 
Net loss— — — — — — (949,900)(949,900)
Exercises of stock options1,779,320 509,499 — 87,693 — — 87,695 
Vesting of restricted stock units3,515,913 — — (4)— — — 
Value of equity awards withheld for tax liability(32,002)— — — (10,388)— — (10,388)
Conversion of shares of Class B common stock into shares of Class A common stock1,218,696 (1,218,696)(1)— — — — 
Equity component from partial settlement and redemption of convertible senior notes due 20234,846,965 — — 335,637 — — 335,642 
Settlement of capped call, net of related costs— — — — 225,233 — — 225,233 
Shares of Class A common stock issued under ESPP198,926 — — — 48,465 — — 48,465 
Shares of Class A common stock donated to charity88,408 — — — 31,169 — — 31,169 
Issuance of shares of Class A common stock in connection with a follow-on public offering, net of underwriters' discounts and issuance costs4,312,500 — — 1,765,709 — — 1,765,713 
Shares of Class A common stock issued in acquisition1,116,816 — — 419,169 — — 419,170 
Value of equity awards assumed in acquisition— — — — 1,511 — — 1,511 
Shares of Class A common stock subject to future vesting84,230 — — — — — — — 
Unrealized loss on marketable securities— — — — — (27,215)— (27,215)
Foreign currency translation— — — — — (266)— (266)
Net change in market value of effective foreign currency forward exchange contracts— — — — — 294 — 294 
Stock-based compensation— — — — 651,678 — — 651,678 
Balance as of December 31, 2021170,625,994 $168 9,842,105 $12 $13,169,118 $(18,141)$(2,119,691)$11,031,466 



See accompanying notes to consolidated financial statements.
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TWILIO INC.
Consolidated Statements of Cash Flows

Year Ended December 31,
202320222021
CASH FLOWS FROM OPERATING ACTIVITIES:(In thousands)
Net loss$(1,015,441)$(1,256,145)$(949,900)
Adjustments to reconcile net loss to net cash provided by (used in) operating activities:
Depreciation and amortization284,413 279,127 258,378 
Non-cash reduction to the right-of-use asset26,971 47,160 48,786 
Net amortization of investment premium and discount(44)33,165 36,158 
Impairment of long-lived assets320,504 97,722 — 
Stock-based compensation including restructuring675,857 798,560 632,285 
Amortization of deferred commissions72,892 57,913 31,541 
Realized and unrealized losses on equity securities8,043 — — 
Provision for doubtful accounts51,859 35,012 7,210 
Value of shares of Class A common stock issued and donated to charity5,346 9,541 31,169 
Share of losses from equity method investment121,897 35,315 — 
Impairment of strategic investments46,154 — — 
Loss on net assets divested32,277 — — 
Loss on extinguishment of debt— — 28,965 
Other adjustments14,669 4,905 2,329 
Changes in operating assets and liabilities:
Accounts receivable(85,093)(194,655)(117,943)
Prepaid expenses and other current assets(56,283)(94,326)(78,012)
Other long-term assets(2,328)(146,458)(121,225)
Accounts payable12,370 30,336 10,191 
Accrued expenses and other current liabilities(51,816)75,430 127,554 
Deferred revenue and customer deposits5,371 (2,688)45,634 
Operating lease liabilities(56,340)(54,450)(49,046)
Other long-term liabilities3,474 (9,832)(2,266)
Net cash provided by (used in) operating activities414,752 (254,368)(58,192)
CASH FLOWS FROM INVESTING ACTIVITIES:
Acquisitions, net of cash acquired and payments related to prior period acquisitions(5,770)(37,410)(491,522)
Divestitures, net of cash divested38,194 — — 
Purchases of marketable securities and other investments(1,953,003)(1,938,337)(3,523,232)
Proceeds from sales and maturities of marketable securities2,200,417 1,439,477 1,614,779 
Capitalized software development costs(39,925)(45,761)(43,973)
Purchases of long-lived and intangible assets(11,310)(34,421)(46,048)
Net cash provided by (used in) investing activities228,603 (616,452)(2,489,996)
CASH FLOWS FROM FINANCING ACTIVITIES:
Proceeds from public offerings, net of underwriters' discounts— — 1,766,400 
Payments of costs related to public offerings— (35)(687)
Proceeds from issuance of senior notes due 2029 and 2031, net of issuance costs— — 984,723 
Proceeds from settlements of capped call, net of settlement costs— — 228,412 
Principal payments on debt and finance leases(16,134)(13,423)(8,295)
Value of equity awards withheld for tax liabilities(2,565)(1,098)(10,388)
Repurchases of shares of Class A common stock and related costs(668,751)— — 
Proceeds from exercises of stock options and shares of Class A common stock issued under ESPP43,840 59,563 136,160 
Net cash (used in) provided by financing activities(643,610)45,007 3,096,325 
Effect of exchange rate changes on cash, cash equivalents and restricted cash108 60 (191)
NET (DECREASE) INCREASE IN CASH, CASH EQUIVALENTS AND RESTRICTED CASH(147)(825,753)547,946 
CASH, CASH EQUIVALENTS AND RESTRICTED CASH—Beginning of period656,078 1,481,831 933,885 
CASH, CASH EQUIVALENTS AND RESTRICTED CASH —End of period$655,931 $656,078 $1,481,831 
Cash paid for income taxes, net$37,818 $7,413 $6,147 
Cash paid for interest$38,389 $37,500 $20,637 
NON-CASH FINANCING ACTIVITIES:
Value of common stock issued and equity awards assumed in acquisition$— $— $420,681 
Value of common stock issued to settle convertible senior notes due 2023$— $— $1,704,969 
RECONCILIATION OF CASH, CASH EQUIVALENTS AND RESTRICTED CASH TO THE CONSOLIDATED BALANCE SHEETS
Cash and cash equivalents$655,931 $651,752 $1,479,452 
Restricted cash in other current assets— 4,314 1,536 
Restricted cash in other long-term assets— 12 843 
Total cash, cash equivalents and restricted cash$655,931 $656,078 $1,481,831 
Year Ended December 31,
202120202019
CASH FLOWS FROM OPERATING ACTIVITIES:(In thousands)
Net loss$(949,900)$(490,979)$(307,063)
Adjustments to reconcile net loss to net cash (used in) provided by operating activities:
Depreciation and amortization258,378 149,660 110,430 
Non-cash reduction to the right-of-use asset48,786 38,395 23,193 
Net amortization of investment premium and discount36,158 6,789 (4,501)
Impairment of operating right-of-use assets8,854 — — 
Amortization of debt discount and issuance costs5,827 23,759 23,696 
Stock-based compensation632,285 360,936 264,318 
Amortization of deferred commissions31,541 13,322 4,511 
Tax benefit related to release of valuation allowance(17,236)(16,459)(55,745)
Value of shares of Class A common stock donated to charity31,169 18,993 — 
Loss on extinguishment of debt28,965 12,863 — 
Other adjustments12,094 12,762 3,165 
Changes in operating assets and liabilities:
Accounts receivable(117,943)(81,303)(51,357)
Prepaid expenses and other current assets(78,012)(11,636)(20,316)
Other long-term assets(121,225)(81,908)(18,021)
Accounts payable10,191 10,060 17,255 
Accrued expenses and other current liabilities127,554 88,340 46,154 
Deferred revenue and customer deposits45,634 13,824 2,968 
Operating lease liabilities(49,046)(33,938)(21,138)
Other long-term liabilities(2,266)(826)(3,501)
Net cash (used in) provided by operating activities(58,192)32,654 14,048 
CASH FLOWS FROM INVESTING ACTIVITIES:
Acquisitions, net of cash acquired and other related payments(491,522)(333,591)122,749 
Purchases of marketable securities and other investments(3,523,232)(1,636,590)(2,038,422)
Proceeds from sales and maturities of marketable securities1,614,779 1,183,459 697,171 
Capitalized software development costs(43,973)(33,328)(21,922)
Purchases of long-lived and intangible assets(46,048)(25,805)(45,368)
Net cash used in investing activities(2,489,996)(845,855)(1,285,792)
CASH FLOWS FROM FINANCING ACTIVITIES:
Proceeds from public offerings, net of underwriters' discount and issuance costs1,765,713 1,408,113 979,123 
Proceeds from issuance of senior notes due 2029 and 2031987,500 — — 
Payment of debt issuance costs(2,777)— — 
Principal payments on debt and finance leases(8,295)(10,784)(11,046)
Proceeds from exercises of stock options and shares of Class A common stock issued under ESPP136,160 104,760 57,480 
Proceeds from settlements of capped call, net of settlement costs228,412 — — 
Value of equity awards withheld for tax liabilities(10,388)(8,778)(5,412)
Net cash provided by financing activities3,096,325 1,493,311 1,020,145 
Effect of exchange rate changes on cash, cash equivalents and restricted cash(191)40 — 
NET INCREASE (DECREASE) IN CASH, CASH EQUIVALENTS AND RESTRICTED CASH547,946 680,150 (251,599)
CASH, CASH EQUIVALENTS AND RESTRICTED CASH—Beginning of year933,885 253,735 505,334 
CASH, CASH EQUIVALENTS AND RESTRICTED CASH —End of year$1,481,831 $933,885 $253,735 
Cash paid for income taxes, net$6,147 $3,092 $1,368 
Cash paid for interest$20,637 $2,139 $2,290 
NON-CASH INVESTING AND FINANCING ACTIVITIES:
Purchases of property and equipment through finance leases$22,157 $20,108 $5,848 
Value of common stock issued and equity awards assumed in acquisition$420,681 $2,571,328 $2,841,452 
Value of common stock issued to settle convertible senior notes due 2023$1,704,969 $892,640 $— 
RECONCILIATION OF CASH, CASH EQUIVALENTS AND RESTRICTED CASH TO THE CONSOLIDATED BALANCE SHEETS
Cash and cash equivalents$1,479,452 $933,885 $253,735 
Restricted cash in other current assets1,536 — — 
Restricted cash in other long-term assets843 — — 
Total cash, cash equivalents and restricted cash$1,481,831 $933,885 $253,735 
See accompanying notes to consolidated financial statements.statements.
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TWILIO INC.
Notes to Consolidated Financial Statements
1. Organization and Description of Business
Twilio Inc. (the “Company”) was incorporated in the state of Delaware on March 13, 2008. The Company is theToday's leading cloud communications platform and enables developerscompanies trust Twilio's Customer Engagement Platform (CEP) to build scaledirect, personalized relationships with their customers everywhere in the world. Twilio enables companies to use communications and operate real-timedata to add intelligence and security to every step of their customers’ journey, from sales to marketing to growth, customer service and many more engagement within their software applications via simple-to-use Application Programming Interfaces (“API”). The power, flexibility, and reliability offered by the Company’s software building blocks empower entities of virtually every shape and size to build world-class engagement into their customer experience.use cases in a flexible, programmatic way.
The Company’s headquarters are located in San Francisco, California, and the Company has subsidiaries across North America, South America, Europe, Asia and Australia.
2. Summary of Significant Accounting Policies
(a)Basis of Presentation
The accompanying consolidated financial statements have been prepared in accordance with generally accepted accounting principles in the United States of America (“U.S. GAAP”).
(b)Principles of Consolidation
The consolidated financial statements include the Company and its wholly owned subsidiaries. All significant intercompany balances and transactions have been eliminated.
(c)Use of Estimates
The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenues and expenses during the reporting period. These estimates are used for, but not limited to, revenue allowances and sales credit reserves; recoverability of long-lived and intangible assets; capitalization and useful life of the Company’s capitalized internal-use software development costs; fair valuevalues of acquired intangible assets and goodwill; accruals and contingencies. Estimates are based on historical experience and on various assumptions that the Company believes are reasonable under current circumstances. However, future events are subject to change and best estimates and judgments may require further adjustments, therefore, actual results could differ materially from those estimates. Management periodically evaluates such estimates and they are adjusted prospectively based upon such periodic evaluation.
(d)Concentration of Credit Risk
Financial instruments that potentially expose the Company to a concentration of credit risk consist primarily of cash, cash equivalents, restricted cash, marketable securities and accounts receivable. The Company maintains cash, restricted cash, cash equivalents and marketable securities with financial institutions that management believes are financially sound and have minimal credit risk exposure although theinstitutions. Certain balances willheld by such financial institutions exceed insured limits.
The Company sells its services to a wide variety of customers. If the financial condition or results of operations of any significant customer deterioratesdeteriorate substantially, the Company’s operating results could be adversely affected. To reduce credit risk, management performs credit evaluations of the financial condition of significantnew customers and periodic re-evaluations, as needed, of existing customers. The Company does not require collateral from its credit customers and maintains reserves for estimated credit losses on customer accounts when considered necessary. Actual credit losses may differ from the Company’s estimates. During the years ended December 31, 2021, 20202023, 2022 and 2019,2021, no customer organization accounted for more than 10% of the Company’s total revenue.
As of December 31, 20212023 and 2020,2022, no customer organization represented more than 10% of the Company’s gross accounts receivable.
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(e)Revenue Recognition
Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration the Company expects to receive in exchange for those products or services. The Company enters into contracts that can include various combinations of products and services, which are generally capable of being distinct and accounted for as separate performance obligations. Revenue is recognized net of allowances for credits and any taxes collected from customers, which are subsequently remitted to governmental authorities.
The Company determines revenue recognition through the following steps:
Identification of the contract, or contracts, with a customer;
Identification of the performance obligations in the contract;
Determination of the transaction price;
Allocation of the transaction price to the performance obligations in the contract; and,
Recognition of revenue when, or as, the Company satisfies a performance obligation.
Nature of Products and Services
The Company'sCompany recognizes revenue from its products on either a usage basis or a subscription basis, depending on the nature of the product and the type of customer contract. The Company’s reportable segments may contain products that follow either revenue recognition model.
The majority of the revenue in the Communications segment is primarily derived from usage-basedusage‑based fees. These fees are earned fromwhen customers accessingaccess the Company's enterprise cloud computing services.Company’s cloud-based platform and start using the Company’s products. Platform access is considered a monthly series comprisingcomprised of one performance obligation and usage-based fees are recognized as revenue in the period in which the usage occurs. Some examples of the usage-based products are Messaging and Voice. For the Messaging products, the fees relate to the number of text messages sent or received. For the Voice products, the fees primarily relate to minutes of call duration. In the years ended December 31, 2021, 20202023, 2022 and 2019,2021, the revenue from usage-based fees represented 72%71%, 76%73% and 75%72% of total revenue, respectively.
Subscription-based fees are derived from certain non-usage-based contracts,various products in both the Communications and Segment segments. Subscription-based products include products such as those for the sales of short codes, customer supportSegment, Engage, Flex, Email and fees charged to access the cloud-based platform of Segment io, Inc. (“Segment”), which the Company acquired in 2020 as further described in Note 7. Non-usage-basedothers. Subscription-based contracts revenue is recognized on a ratable basis over the contractual term which is generally between one to three years. In the years ended December 31, 2021, 20202023, 2022 and 2019,2021, the revenue from non-usage-based fees represented 28%29%, 24%27%, and 25%28% of total revenue, respectively. When usage-based products are embedded into subscription-based products, the Company charges for each product separately and records the respective revenue into the reportable segment in which each product resides.
No significant judgments are required in determining whether products and services are considered distinct performance obligations and should be accounted for separately versus together, or to determine the stand-alone selling price (“SSP”).price.
The Company's arrangements do not contain general rights of return. However, credits may be issued on a case-by-case basis. The contracts do not provide customers with the right to take possession of the software supporting the applications. Amounts that have been invoiced are recorded in accounts receivable and in revenue or deferred revenue depending on whether the revenue recognition criteria have been met.
The Company defines U.S. revenue as revenue from customers with IP addresses or mailing addresses at the time of registration in the United States. The Company defines international revenue as revenue from customers with IP addresses or mailing addresses at the time of registration outside of the United States.
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Remaining Performance Obligations
Revenue allocated to remaining performance obligations represents unearned revenue and amounts that were and will be invoiced and recognized as revenue in future periods for non-cancelable multi-year subscription arrangements.arrangements with terms greater than one year. The Company applies the optional exemption of not disclosing the transaction price allocated to the remaining performance obligations for its usage-based contracts and contracts with original duration of less than one year or less.year. Revenue allocated to remaining performance obligations for contracts with durations of moregreater than one year was $154.2$144.0 million as of December 31, 2021,2023, of which 62%67% is expected to be recognized over the next 12 months and 92%93% is expected to be recognized over the next 24 months.
(f)Deferred Revenue and Customer Deposits
Deferred revenue is recorded when a non-cancellable contractual right to bill exists or when cash payments are received in advance of future usage on non-cancelable contracts. Customer refundable prepayments are recorded as customer deposits. As of December 31, 20212023 and 2020,2022, the Company recorded $141.5$144.5 million and $87.2$139.1 million as its deferred revenue and customer deposits, respectively, that are included in deferred revenue and customer deposits and other long-term liabilities in the accompanying consolidated balance sheets. During the years ended December 31, 2021, 20202023, 2022 and 2019,2021, the Company recognized $70.1$120.5 million, $19.5$124.9 million and $18.7$70.1 million of revenue, respectively, that was included in the deferred revenue and customer deposits balance as of the end of the previous year.
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(g)Deferred Sales Commissions
The Company records an asset for the incremental costs of obtaining a contract with a customer, for example, sales commissions that are earned upon execution of contracts. The Company uses the portfolio of data method to determine the estimated period of benefit of capitalized commissions which is generally determined to be up to five years. Amortization expense related to these capitalized costs related to initial contracts, upsells and renewals, is recognized on a straight line basis over the estimated period of benefit of the capitalized commissions. The Company applies the optional exemption of expensing these costs as incurred with amortization periods of one year or less.
Total net capitalized commission costs as of December 31, 20212023 and 2020,2022, were $193.4$200.1 million and $85.6$239.1 million, respectively, and are included in prepaid expenses and other current assets and other long‑term assets in the accompanying consolidated balance sheets. Amortization of these assets was $31.5$72.9 million, $13.3$57.9 million and $4.5$31.5 million in the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively, and is included in sales and marketing expense in the accompanying consolidated statements of operations.
(h)Cost of Revenue

Cost of revenue consists primarily of costs of communications services purchased fromfees paid to network service providers. Cost of revenue also includes fees to support the Company's cloud infrastructure fees, direct costs of personnel, such as salaries and stock-basedstock‑based compensation for theour customer care and support services employees, and non-personnelother non‑personnel costs, such as depreciation and amortization expense related to data centers and hosting equipment, amortization of capitalized internal-use software development costs and amortizationacquired intangible assets. Costs of acquired intangibles.revenue are generally directly attributable to each segment. Certain costs of revenue are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs.
(i)Research and Development Expense
Research and development expenses consist primarily of personnel costs, outsourced engineering services, cloud infrastructure fees for staging and development outsourced engineering services,of the Company’s products, depreciation, amortization of capitalized internal-use software development costs and an allocation of general overhead expenses. The Company capitalizes the portion of its software development costs that meets the criteria for capitalization. Research and development expenses are generally directly attributable to each segment. Certain research and development expenses are allocated to segments based on methodologies that best reflect the patterns of consumptions of these costs. Certain research and development costs are not allocated to segments because they support company-wide processes and are managed on a company-wide level.
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(j)Internal-Use Software Development Costs
Certain costs of platform and other software applications developed for internal use are capitalized. The Company capitalizes qualifying internal-use software development costs that are incurred during the application development stage. Capitalization of costs begins when two criteria are met: (i) the preliminary project stage is completed and (ii) it is probable that the software will be completed and used for its intended function. Capitalization ceases when the software is substantially complete and ready for its intended use, including the completion of all significant testing. The Company also capitalizes costs related to specific upgrades and enhancements when it is probable the expenditures will result in additional functionality. Costs incurred for maintenance, minor upgrades and enhancements are expensed. Costs related to preliminary project activities and post-implementation operating activities are also expensed as incurred.
Capitalized costs of platform and other software applications are included in property and equipment. These costs are amortized over the estimated useful life of the software on a straight-line basis over three years. Management evaluates the useful life of these assets on an annual basis and tests for impairment whenever events or changes in circumstances occur that could impact the recoverability of these assets. The amortization of costs related to the platform applications is included in cost of revenue, while the amortization of costs related to other software applications developed for internal use is included in operating expenses.
(k)Advertising Costs
Advertising costs are expensed as incurred and were $78.8$71.1 million, $47.2$92.6 million and $27.0$78.8 million in the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively. Advertising costs are included in sales and marketing expenses in the accompanying consolidated statements of operations.
(l)Restructuring Costs
The Company records restructuring expenses when management commits to a restructuring plan, the restructuring plan identifies all significant actions, the period of time to complete the restructuring plan indicates that significant changes to the plan are not likely and employees who are impacted have been notified of the pending involuntary termination.
(m)Stock-Based Compensation
All stock-based compensation to employees including the purchase rights issued under the Company's 2016 Employee Stock Purchase Plan (the “ESPP”), is measured on the grant date based on the fair value of the awards on the date of grant. These costs are recognized as an expense following straight-line attribution method over the requisite service period. The Company uses the Black-Scholes option pricing model to measure the fair value of its stock options and the purchase rights
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issued under the ESPP.Company's 2016 Employee Stock Purchase Plan, as amended (the “ESPP”). The fair value of the restricted stock units is determined using the closing fair value of the Company's Class A common stock on the date of grant and recognized as an expense following straight-line attribution method over the requisite service period. Forfeitures are recorded in the period in which they occur.
Compensation expense for stock options granted to nonemployees is calculated using the Black-Scholes option pricing model and is recognized in expense over the service period.
The Black-Scholes option pricing model requires the use of complex assumptions, which determine the fair value of stock options and the purchase rights issued under the ESPP. If any of the assumptions used in the Black-Scholes model change, stock-based compensation for future options may differ materially compared to that associated with previous grants. These assumptions include:
Fair value of the common stock. The Company uses the market closing price of its Class A common stock, as reported on the New York Stock Exchange, for the fair value.
Expected term. The expected term represents the period that the stock option or the purchase right is expected to be outstanding. The Company uses the simplified calculation of expected term, which reflects the weighted-average time-to-vest and the contractual life of the stock option or the purchase right;
Expected volatility. Prior to July 1, 2021, the expected volatility was derived from an average of the historical volatilities of the Class A common stock of the Company and several other entities with characteristics similar to those of the Company, such as the size and operational and economic similarities to the Company's principal business operations. Beginning with the third quarterin July 2021, the expected volatility was derived from the average of the historical volatilities of the Class A common stock of the Company.
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Risk -free interest rate. The risk-free interest rate is based on the U.S. Treasury yield curve in effect at the time of grant for zero coupon U.S. Treasury notes with maturities approximately equal to the expected term of the stock-based awards; and
Expected dividend. The expected dividend is assumed to be zero as the Company has never paid dividends and has no current plans to pay any dividends on its common stock.
If any of the assumptions used in the Black-Scholes model changes, stock-based compensation for future options may differ materially compared to that associated with previous grants.
(n)Income Taxes
The Company accounts for income taxes in accordance with authoritative guidance which requires the use of the asset and liability approach. Deferred tax assets and liabilities are recognized for future tax consequences attributable to temporary differences between the financial statement carrying amounts of existing assets and liabilities and their respective tax bases, as well as net operating loss and tax credit carry-forwards. Deferred tax amounts are determined by using the enacted tax rates expected to be in effect when the temporary differences are expected to be recovered or settled. The effect on deferred tax assets and liabilities of a change in tax rates is recognized in income in the period that includes the enactment date. A valuation allowance reduces the deferred tax assets to the amount that is more likely than not to be realized.
The Company recognizes the effect of uncertain income tax positions only if those positions are more likely than not of being sustained. Recognized income tax positions are measured at the largest amount that is greatermore than 50% likely of being realized. Changes in recognition or measurement are reflected in the period in which the change in judgment occurs.
The Company records interest and penalties related to uncertain tax positions in the provision for income taxes in the consolidated statements of operations.
(m)(o)Foreign Currency Translation
The functional currency of the Company's foreign subsidiaries is generallyprimarily the U.S. dollar. Accordingly, the subsidiaries remeasure monetary assets and liabilities at period-end exchange rates, while non-monetary items are remeasured at historical rates. Revenue and expense accounts are remeasured at the average exchange rate in effect during the year.month in which the transactions occur. Remeasurement adjustments are recognized in the consolidated statements of operations as other income or expense(expense), net, in the year of occurrence. Foreign currency transaction gains and losses were insignificant for all periods presented.
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Tableare included in other income (expenses), net, in the accompanying consolidated statements of Contents
operations.
For those entities where the functional currency is a foreign currency, adjustments resulting from translating the financial statements into U.S. dollars are recorded as a component of accumulated other comprehensive income (loss) income inas part of the total stockholders' equity. Monetary assets and liabilities denominated in a foreign currency are translated into U.S. dollars at the exchange rate on the balance sheet date. Revenue and expenses are translated at the weighted average exchange rates in effect during the period.month in which the transactions occur. Equity transactions are translated using historical exchange rates. Foreign currency transaction gains and losses are included in other (expenses) income, net in the consolidated statements of operations.
(n)(p)Comprehensive LossIncome (Loss)
Comprehensive lossincome (loss) refers to net loss and other revenue, expenses, gains and losses that, under generally accepted accounting principles,U.S. GAAP, are recorded as an element of stockholders' equity but are excluded from the calculation of net loss.
(o)(q)Net Loss Per Share Attributable to Common Stockholders
The Company calculates its basic and diluted net loss per share attributable to common stockholders in conformity with the two-class method required for companies with participating securities. The Company has 100,000,000 shares of preferred stock that was authorized but never issued or outstanding.
Class A and Class B common stock arewas the only outstanding class of equity securities of the Company. The rightsCompany as of the holders of Class A and Class B common stock are identical, except with respect to voting and conversion.December 31, 2023. Each share of Class A common stock is entitled to 1one vote per share.
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Prior to June 28, 2023, the Company also had outstanding equity securities of Class B common stock. On June 28, 2023, each outstanding share and eachof the Company’s Class B common stock automatically converted (the “Conversion”) into one share of the Company’s Class A common stock pursuant to the terms of the Company’s certificate of incorporation. In addition, upon the Conversion, all outstanding stock options that were exercisable for shares of Class B common stock is entitledprior to 10 votes per share. Sharesthe Conversion became exercisable for shares of Class A common stock. The Company filed a Certificate of Retirement with the Secretary of State of the State of Delaware effecting the retirement of all of the shares of its Class B common stock may be converted into Class A common stock at any time atthat were issued but not outstanding following the option of the stockholder on a 1-for-one basis, and are automatically converted into Class A common stock upon sale or transfer, subject to certain limited exceptions. Shares of Class A common stock are not convertible.Conversion.
The Company also has dilutive securities, such as potential or restricted common shares or common stock equivalents, that were excluded from the calculation of diluted net loss per share attributable to common stockholders as their effect is antidilutive.was antidilutive in all periods presented. These securities are presented in Note 1620 to these consolidated financial statements.
(p)(r)Cash and Cash Equivalents
The Company considers all highly liquid investments with an original maturity of three months or less when purchased to be cash equivalents. Cash equivalents may consist of cash deposited into money market funds, reverse repurchase agreements and commercial paper. All credit and debit card transactions that process as of the last day of each month and settle within the first few days of the subsequent month are also classified as cash and cash equivalents as of the end of the month in which they were processed.
(q)(s)Accounts Receivable and Allowance for Doubtful Accounts
Accounts receivable are recorded net of the allowance for doubtful accounts. The allowance for doubtful accounts is estimated based on the Company's assessment of its ability to collect on customer accounts receivable. The Company regularly reviews the allowance by considering certain factors such as historical experience, credit quality, age of accounts receivable balances and other known conditions that may affect a customer's ability to pay. In cases where the Company is aware of circumstances that may impair a specific customer's ability to meet their financial obligations, a specific allowance is recorded against amounts due from the customer which reduces the net recognized receivable to the amount the Company reasonably believebelieves will be collected. The Company writes-off accounts receivable against the allowance when a determination is made that the balance is uncollectible and collection of the receivable is no longer being actively pursued. As of December 31, 20212023 and 2020,2022, the allowance for doubtful accounts was not significant to$42.0 million and $27.0 million, respectively, and is recorded in accounts receivable, net, in the accompanying consolidated balance sheets.
(r)(t)Costs Related to Public Offerings
Costs related to public offerings, which consist of direct incremental legal, printing and accounting fees are deferred until the offering is completed. Upon completion of the offering, these costs are offset against the offering proceeds within the consolidated statements of stockholders' equity.
(s)(u)Property and Equipment
Property and equipment, both owned and under finance leases, is stated at cost less accumulated depreciation and amortization. Depreciation is computed using the straight-line method over the estimated useful life of the related asset. Maintenance and repairs are charged to expensesexpensed as incurred.
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The useful lives of property and equipment are as follows:
Capitalized internal-use software development costs3 years
Data center equipment2 - 4 years
Leasehold improvementsShorter of 5 years or the remaining lease term
Office equipment3 years
Furniture and fixtures5 years
Software3 years
Assets under financing leaseShorter of 5 years or remaining lease term
Leasehold improvements5 years orthe remaining lease term
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(v)Leases
The Company determines if an arrangement is or contains a lease at contract inception. The Company presents the operating leases in long-term assets and current and long-term liabilities. Finance lease assets are included in property and equipment, net, and finance lease liabilities are presented in current and long-term liabilities in the accompanying consolidated balance sheets.
Right-of-use (“ROU”) assets represent the Company’s right to use an underlying asset for the lease term and lease liabilities represent the Company’s obligation to make lease payments arising from the lease. Operating lease ROU assets and lease liabilities are measured and recognized at the lease commencement date based on the present value of the remaining lease payments over the lease term. As the Company’s leases do not generally provide an implicit rate, the Company uses its incremental borrowing rate based on the information available aton the commencement date in determiningto determine the present value of lease payments. The Company’s lease agreements may have lease and non-lease components, which the Company accounts for as a single lease component. When estimating the lease term, the Company includes options to extend or terminate the lease when it is reasonably certain such options will be exercised. Operating lease costs are recognized in operating expenses in the accompanying consolidated statements of operations on a straight-line basis over the lease term and variable payments are recognized in the period they are incurred. The Company’s lease agreements do not contain any residual value guarantees. Leases with an initial term of 12 months or less are not recorded on the balance sheet.
Within the consolidated statements of cash flows, the Company presents the lease payments made on the operating leases as cash flows from operations and principal payments made on the finance leases as part of financing activities.
(u)(w)Equity Method Investments
Equity investment holdings in which the Company does not have a controlling financial interest but can exercise significant influence over the investee are accounted for under the equity method. Equity method investments are originally recorded at cost and are increased or reduced in subsequent periods to reflect the Company’s proportionate share of the investee’s net earnings or losses and other comprehensive income or losses, as those occur. The Company records the investee losses on a three-month lag and up to the carrying amount of the investment. Investments are also increased or decreased by contributions made to and distributions received from the investee, basis difference amortization and other-than-temporary impairments, if any. All costs directly associated with the acquisition of the investment are included in the carrying amount of the investment. Profits or losses related to intra-entity sales are eliminated until realized by the Company or the investee.
The Company determines the difference between its purchase price and its proportionate share of the net assets of the investee, which results in an excess basis in the investment. This excess basis is allocated to the identifiable assets and liabilities of the investee utilizing purchase accounting principles and is used to calculate the amortization of basis differences every reporting period. Basis differences related to intangible assets with determinable economic lives and liabilities are generally amortized on a straight-line basis over the useful lives of the associated assets and the expected term for the liabilities. Basis differences related to intangible assets without determinable economic lives are not amortized.
Equity method goodwill is not amortized or tested for impairment. Instead, the Company evaluates its equity method investments for impairment whenever events or changes in circumstance indicate that the carrying amounts of such investments may be in excess of their fair value. When such indicators exist, the other-than-temporary impairment model is utilized, which considers the severity and duration of a decline in fair value below book value and the Company’s ability and intent to hold the investment for a sufficient period of time to allow for recovery. If a decline in the value of an equity method investment is determined to be other than temporary, a loss is recorded in the period of such determination.
(x)Segment Information
The Company determines its operating and reportable segments in accordance with Accounting Standards Codification 280 Segment Reporting (“ASC 280”), which requires financial information to be reported based on how the chief operating decision maker (“CODM”), who is the Company's Chief Executive Officer (“CEO”), reviews and manages the business, and establishes criteria for aggregating operating segments into reportable segments. Prior to 2023, the Company had one operating and reportable segment. As a result of the restructuring activities in 2023, as described in Note 8, the Company operated in and reported its results in two reportable segments.
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(y)Business Combinations
The Company records identifiable assets acquired and liabilities assumed at their acquisition date fair values. Goodwill is measured as the excess of the consideration transferred over the fair value of the net assets acquired on the acquisition date. While the Company uses its best estimates and assumptions as part of the purchase price allocation process to accurately value assets acquired and liabilities assumed, these estimates are inherently uncertain and subject to refinement. The authoritative guidance allows a measurement period of up to one year from the date of acquisition to make adjustments to the preliminary allocation of the purchase price. As a result, during the measurement period the Company may record adjustments to the fair values of assets acquired and liabilities assumed, with the corresponding offset to goodwill to the extent that it identifies adjustments to the preliminary purchase price allocation. Upon conclusion of the measurement period or final determination of the values of the assets acquired and liabilities assumed, whichever comes first, any subsequent adjustments are recorded in the consolidated statements of operations.
(z)Goodwill
Goodwill represents the excess of the aggregate purchase price over the fair value of net identifiable assets acquired in a business combination. Goodwill is not amortized and is tested for impairment at least annually or whenever events or changes in circumstances indicate that the carrying value may not be recoverable.
Goodwill is allocated within the operating segments of the Company to the reporting units. Prior to 2023, the Company had one reporting unit. During 2023, as a result of restructuring activities described in Note 8, the Company then had multiple reporting units. The Company reassigns its assets and liabilities to the reporting units based on which reporting units’ operations the assets and liabilities were employed in or were related to. Goodwill is reassigned using a relative fair value allocation approach.
The Company has selected November 30 as the date to perform its annual goodwill impairment test. The goodwill impairment test is performed on a reporting unit level. In the valuation of goodwill, management must make assumptions regarding estimated future cash flows to be derived from the respective reporting unit. If these estimates or their related assumptions change in the future, the Company may be required to record an impairment of goodwill. The Company has the option to first perform a qualitative assessment to determine if it is more likely than not that the fair value of a reporting unit is less than its carrying amount. However, the Company may elect to bypass the qualitative assessment and proceed directly to the quantitative impairment tests. The impairment test involves comparing the fair value of the reporting unit to its carrying value, including goodwill. A goodwill impairment will be the amount by which a reporting unit’s carrying value exceeds its fair value. The impairment is limited to the carrying amount of goodwill.
(aa)Intangible Assets
Intangible assets recorded by the Company areinclude the fair values of identifiable intangible assets acquired in business combinations and costs directly associated with securing legal registration of patents and trademarks and acquiring domain names and the fair value of identifiable intangible assets acquired in business combinations.names.
Intangible assets with determinable economic lives are carried at cost, less accumulated amortization. Amortization is computed over the estimated useful life of each asset on a straight-line basis. The Company determines the useful lives of identifiable intangible assets after considering the specific facts and circumstances related to each intangible asset. Factors the Company considers when determining useful lives include the contractual term of any agreement related to the asset, the historical performance of the asset, the Company's long-term strategy for using the asset, any laws or other local regulations which could impact the useful life of the asset and other economic factors, including competition and specific market conditions. Intangible assets without determinable economic lives are carried at cost, not amortized and reviewed for impairment at least annually.
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The useful lives of the intangible assets are as follows:
Developed technology3 - 7 years
Customer relationships24 - 10 years
Supplier relationships2 - 5 years
Trade names5 years
Order backlog1 year
Patents20 years
Telecommunication licensesIndefinite
TrademarksIndefinite
Domain namesIndefinite
(v)(ab)GoodwillImpairment of Long-Lived Assets
Goodwill represents the excess of the aggregate purchase price over the fair value of net identifiableThe Company evaluates its long-lived assets, acquired in a business combination. Goodwill is not amortizedincluding property, equipment and is testedintangible assets, for impairment at least annually or whenever events or changes in circumstances indicate that the carrying valueamount of an asset may not be recoverable. Recoverability of assets held and used is measured by a comparison of the carrying amount of an asset or an asset group to estimated undiscounted future net cash flows expected to be generated by the asset or asset group. If such evaluation indicates that the carrying amount of the asset or the asset group is not recoverable, any impairment loss would be equal to the amount the carrying value exceeds the fair value. The Company has determined that it operates as 1 reporting unit and has selected November 30 asimpairment is allocated to the date to perform its annual impairment test. long-lived assets within the asset group on a pro-rata basis using the relative carrying amounts of the assets. Values of individual long-lived assets are not reduced in excess of their respective fair values.
In the valuation of goodwill,an asset or an asset group, management must make assumptions regarding estimated future revenue and cash flows to be derived from the Company's business.respective asset or asset group, discount rates used and other assumptions. If these estimates or their related assumptions change in the future, the Company may be required to record impairment forof these assets.
The Company has the option to first perform a qualitative assessment to determine if it is more likely than not that the fair value of a reporting unit is less than its carrying amount. However, the Company may elect to bypass the qualitative assessment and proceed directly to the quantitative impairment tests. The impairment test involves comparing the fair value of the reporting unit to its carrying value, including goodwill. A goodwill impairment will be the amount by which a reporting unit’s carrying value exceeds its fair value. The impairment is limited to the carrying amount of goodwill.
No goodwill impairment charges have been recorded for any period presented.
(w)(ac)Derivatives and Hedging
The Company is exposed to a wide variety of risks arising from its business operations and overall economic conditions. These risks include exposure to fluctuations in various foreign currencies against its functional currency and can impact the value of cash receipts and payments. The Company minimizes its exposure to these risks through management of its core business activities, specifically, the amounts, sources and duration of its assets and liabilities, and the use of derivative financial instruments. During 2021, theThe Company started usinguses foreign currency derivative forward contracts, and in the future may also use foreign currency option contacts.
Foreign currency derivative forward contracts involve fixing the exchange rate for delivery of a specified amount of foreign currency on a specified date. These agreements are typically cash settled in U.S. dollars for their fair value at or close to their settlement date. Foreign currency option contracts will require the Company to pay a premium for the right to sell a specified amount of foreign currency prior to the maturity date of the option. The Company does not enter into derivative financial instruments trading for speculative purposes.
Derivative instruments are carried at fair value and recorded as either an asset or a liability until they mature. Gains and losses resulting from changes in fair value of these instruments are accounted for depending on the use of the derivative and whether it is designated and qualifies for hedge accounting. For derivative instruments designated as cash flow hedges, gains or losses are initially recorded in accumulated other comprehensive income (“OCI”) in(loss) on the balance sheet, then reclassified into the statement of operations in the period in which the derivative instruments mature. These realized gains and losses are recorded within the same financial statement line item as the hedged transaction.
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The Company’s foreign currency derivative contracts are classified within Level 2 of the fair value hierarchy because the valuation inputs are based on quoted prices and market observable data of similar instruments in active markets, such as currency spot and forward rates.
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(ad)Impairment of Long-Lived AssetsShare Repurchases
The Company evaluates its long-lived assets, including property, equipment and intangible assets, for impairment whenever events or changes in circumstances indicate that the carrying amount of an asset may not be recoverable. Recoverability of assets held and used is measured by a comparison of the carrying amount of an asset or an asset groupelected to estimated undiscounted future net cash flows expected to be generated by the asset or asset group. If such evaluation indicates that the carrying amount of the asset or the asset group is not recoverable, any impairment loss would be equal to the amount the carrying value exceeds the fair value. There were no impairments during the years ended December 31, 2021, 2020 and 2019.
(y)Business Combinations
The Company recognizes identifiable assets acquired and liabilities assumed at their acquisition date fair values. Goodwill is measured asrecord the excess of the consideration transferredrepurchase price over the fairpar value of assets acquiredthe repurchased shares of its Class A common stock in accumulated deficit, along with the associated transaction costs and liabilities assumedexcise taxes. Immediately upon repurchase, the shares are retired and returned to the status of unauthorized and unissued.
On August 16, 2022, the Inflation Reduction Act of 2022 (the “IR Act”) was signed into federal law. The IR Act provides for, among other things, a new U.S. federal 1% excise tax on certain repurchases of stock by publicly traded U.S. domestic corporations and certain U.S. domestic subsidiaries of publicly traded foreign corporations occurring on or after January 1, 2023. The excise tax is imposed on the acquisition date. While the Company usesrepurchasing corporation itself, not its best estimates and assumptions as partshareholders from which shares are repurchased. The amount of the purchase price allocation process to accurately value assets acquired and liabilities assumed, these estimates are inherently uncertain and subject to refinement. The authoritative guidance allows a measurement period of up to one year from the date of acquisition to make adjustments to the preliminary allocationexcise tax is generally 1% of the purchase price. As a result, during the measurement period the Company may record adjustments to the fair values of assets acquired and liabilities assumed, with the corresponding offset to goodwill to the extent that it identifies adjustments to the preliminary purchase price allocation. Upon conclusionmarket value of the measurement period or final determinationshares repurchased at the time of the values of the assets acquired and liabilities assumed, whichever comes first, any subsequent adjustments will be recorded to the consolidated statement of operations.
(z)Segment Information
The Company's Chief Executive Officer is the chief operating decision maker, who reviews the Company's financial information presented on a consolidated basisrepurchase. However, for purposes of allocating resources and evaluatingcalculating the Company's financial performance. Accordingly,excise tax, repurchasing corporations are permitted to net the Company has determined that it operates in a single reporting segment.fair market value of certain new stock issuances against the fair market value of stock repurchases during the same taxable year. In addition, certain exceptions apply to the excise tax.
(aa)(ae)Fair Value of Financial Instruments
The accounting guidance for fair value provides a framework for measuring fair value, clarifies the definition of fair value, and expands disclosures regarding fair value measurements. Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability (an exit price) in an orderly transaction between market participants at the reporting date. The accounting guidance establishes a three-tiered hierarchy, which prioritizes the inputs used in the valuation methodologies in measuring fair value as follows:
Level 1 Inputs: Unadjusted quoted prices in active markets for identical assets or liabilities accessible to the reporting entity at the measurement date.
Level 2 Inputs: Other than quoted prices included in Level 1 inputs that are observable for the asset or liability, either directly or indirectly, for substantially the full term of the asset or liability.
Level 3 Inputs: Unobservable inputs for the asset or liability used to measure fair value to the extent that observable inputs are not available, thereby allowing for situations in which there is little, if any, market activity for the asset or liability at measurement date.
A financial instrument's categorization within the valuation hierarchy is based upon the lowest level of input that is significant to the fair value measurement.
The Company applies fair value accounting for all financial instruments on a recurring basis. The Company's financial instruments, which include cash, restricted cash, cash equivalents, accounts receivable and accounts payable are recorded at their carrying amounts, which approximate their fair values due to their short-term nature. Marketable securities consist of U.S. treasury securities, non-U.S government securities, high credit quality corporate debt securities and commercial paper. All marketable securities are considered to be available-for-sale and recorded at their estimated fair values. Unrealized gains and
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losses for available-for-sale securities are recorded in other comprehensive loss. In valuing these items, the Company uses inputs and assumptions that market participants would use to determine their fair value, utilizing valuation techniques that maximize the use of observable inputs and minimize the use of unobservable inputs.
The fair valuevalues of the senior notes due 20312029 and 20292031 (“2029 Notes” and “2031 Notes,” respectively) and the fair value of the convertible senior notes due 2023 (the “Convertible Notes” fully redeemed in 2021) are determined based on their respective closing prices on the last trading day of the reporting period and are classified as Level 2 in the fair value hierarchy.
The carrying value of the strategic investments, which consist of restricted equity securities of a publicly held company and equity securities of privately held companies, is determined under the measurement alternative on a non-recurring basis adjusting for observable changes in fair value. The Company does not have a controlling interest nor it can it exercise significant influence over any of these entities.
The Company regularly reviews changes to the rating of its debt securities by rating agencies and monitors the surrounding economic conditions to assess the risk of expected credit losses. As of December 31, 2021,2023, the risk of expected credit losses was not significant.
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Impairments are considered to be other than temporary if they are related to deterioration in credit risk or if it is likely that the security will be sold before the recovery of its cost basis. Realized gains and losses and declines in value deemed to be other than temporary are determined based on the specific identification method and are reported in other (expenses) income,expenses, net.
(ab)(af)Recently Issued Accounting Guidance, Not yet Adopted
In October 2021,June 2022, the Financial Accounting Standards Board (“FASB”) issued Accounting Standards Update No. (“ASU”) 2021-08, “Business Combinations2022-03, “Fair Value Measurements (Topic 805)820): Accounting for Contract Assets and Contract Liabilities from Contracts with Customers,Fair Value Measurement of Equity Securities Subject to Contractual Sale Restrictions, which requires that an entity recognizeclarifies and measure contract assets and contract liabilities acquired in a business combination in accordance with ASC 606, "Revenue from Contracts with Customers". Atamends the acquisition date, an acquirer should account for the related revenue contracts as if it had originated the contracts. Generally, this should result in an acquirer recognizing andguidance of measuring the acquired contact assets and contract liabilities consistent with how they were recognized and measured infair value of equity securities subject to contractual restrictions that prohibit the acquiree's financial statements, assumingsale of the acquirer is able to assess and rely on how the acquiree applied ASC 606.equity securities. ASU 2021-082022-03 is effective for interim and annual periods beginning after December 15, 2022,2023, with early adoption permitted. The Company expects towill adopt ASU 2021-082022-03 in the first quarter of 20222024 with no material impact onto the Company'sCompany’s consolidated financial statements.
In November 2023, the FASB issued ASU 2023-07, “Segment Reporting (Topic 280): Improvements to Reportable Segment Disclosures,” which is intended to improve reportable segment disclosures. The ASU expands segment disclosures by requiring disclosure of significant segment expenses that are regularly provided to the CODM and included within each reported measure of segment profit or loss. It also requires disclosure of the amount and description of the composition of other segment items and interim disclosures of a reportable segment's profit or loss and assets. ASU 2023-07 is effective for fiscal years beginning after December 15, 2023, and interim periods within fiscal years beginning after December 15, 2024 with retrospective application required. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance on its consolidated financial statements.
In December 2023, the FASB issued ASU 2023-09, “Income Taxes (Topic 740): Improvements to Income Tax Disclosures,” which requires disclosure of disaggregated income taxes paid, prescribes standard categories for the components of the effective tax rate reconciliation and modifies other income tax related disclosures. ASU 2023-09 is effective for annual periods beginning after December 15, 2024 and may be applied on a prospective basis. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance on its consolidated financial statements.
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3. Fair Value Measurements
Financial Assets
The following tables provide the financial assets measured at fair value on a recurring basis:
Amortized
Cost or
Carrying
Value
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Fair Value Hierarchy as of
December 31, 2021
Aggregate
Fair Value
Level 1Level 2Level 3Aggregate
Fair Value
Amortized
Cost or
Carrying
Value
Amortized
Cost or
Carrying
Value
Gross
Unrealized
Gains
Gross
Unrealized
Losses Less Than 12 Months
Gross
Unrealized
Losses More
Than
12 Months
Fair Value Hierarchy as of
December 31, 2023
Aggregate
Fair Value
Level 1Level 1Level 2Level 3
Financial Assets:Financial Assets:(In thousands)Financial Assets:(In thousands)
Cash and cash equivalents:Cash and cash equivalents:
Money market fundsMoney market funds$786,548 $— $— $786,548 $— $— $786,548 
Money market funds
Money market funds
Commercial paper46,076 — — — 46,076 — 46,076 
Total included in cash
and cash equivalents
Total included in cash
and cash equivalents
Total included in cash and cash equivalentsTotal included in cash and cash equivalents832,624 — — 786,548 46,076 — 832,624 
Marketable securities:Marketable securities:
Debt securities:
Debt securities:
Debt securities:
U.S. Treasury securities
U.S. Treasury securities
U.S. Treasury securitiesU.S. Treasury securities375,305 (2,561)372,750 — — 372,750 
Non-U.S. government securitiesNon-U.S. government securities221,641 — (1,355)220,286 — — 220,286 
Corporate debt securities and commercial paperCorporate debt securities and commercial paper3,300,326 960 (15,892)31,000 3,254,394 — 3,285,394 
Total debt securities
Equity securities
Total marketable securitiesTotal marketable securities3,897,272 966 (19,808)624,036 3,254,394 — 3,878,430 
Total financial assetsTotal financial assets$4,729,896 $966 $(19,808)$1,410,584 $3,300,470 $— $4,711,054 
92
Amortized
Cost or
Carrying
Value
Gross
Unrealized
Gains
Gross
Unrealized
Losses Less Than 12 Months
Gross
Unrealized
Losses More
Than
12 Months
Fair Value Hierarchy as of
December 31, 2022
Aggregate
Fair Value
Level 1Level 2Level  3
Financial Assets:(In thousands)
Cash and cash equivalents:
Money market funds$46,610 $— $— $— $46,610 $— $— $46,610 
Reverse repurchase agreements200,000 — — — — 200,000 — 200,000 
Commercial paper2,249 — — — — 2,249 — 2,249 
Total included in cash
   and cash equivalents
248,859 — — — 46,610 202,249 — 248,859 
Marketable securities:
U.S. Treasury securities481,463 — (1,269)(11,347)468,847 — — 468,847 
Non-U.S. government
   securities
149,901 — (33)(6,304)143,564 — — 143,564 
Corporate debt securities and
   commercial paper
2,973,844 307 (12,202)(71,043)5,000 2,885,906 — 2,890,906 
Total marketable
   securities
3,605,208 307 (13,504)(88,694)617,411 2,885,906 — 3,503,317 
Total financial assets$3,854,067 $307 $(13,504)$(88,694)$664,021 $3,088,155 $— $3,752,176 


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Amortized
Cost or
Carrying
Value
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Fair Value Hierarchy as of
December 31, 2020
Aggregate
Fair Value
Level 1Level 2Level  3
Financial Assets:(In thousands)
Cash and cash equivalents:
Money market funds$656,749 $— $— $656,749 $— $— $656,749 
Commercial paper2,000 — — — 2,000 — 2,000 
Total included in cash and cash equivalents658,749 — — 656,749 2,000 — 658,749 
Marketable securities:
U.S. Treasury securities223,247 389 (1)223,635 — — 223,635 
Corporate debt securities and commercial paper1,874,257 8,149 (135)50,000 1,832,271 — 1,882,271 
Total marketable securities2,097,504 8,538 (136)273,635 1,832,271 — 2,105,906 
Total financial assets$2,756,253 $8,538 $(136)$930,384 $1,834,271 $— $2,764,655 
Debt Securities
The Company'saggregate fair value of corporate debt securities with unrealized losses is $1.5 billion as of December 31, 2023, of which $415.2 million have been in an unrealized loss position for more than 12 months and $1.1 billion have been in an unrealized loss position for less than 12 months. The aggregate fair value of corporate debt securities with unrealized losses was $2.7 billion as of December 31, 2022, of which $2.0 billion were in an unrealized loss position for more than 12 months and $620.5 million were in an unrealized loss position for less than 12 months. Unrealized losses related to other investments as of December 31, 2023 and 2022 were not significant.
The Company’s primary objective when investing excess cash is preservation of capital, hence the Company's marketableCompany’s debt securities primarily consist of U.S. Treasury Securities, non-U.S government securities, high credit quality corporate debt securities and commercial paper. AsBecause the Company views its marketabledebt securities as available to support current operations, it has classified all available for sale securities as short-term. As of December 31, 20212023 and 2020,2022, for fixed incomeall securities that were in
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unrealized loss positions, the Company has determined that (i) it does not have the intent to sell any of these investments, and (ii) it is not more likely than not that it will be required to sell any of these investments before recovery of the entire amortized cost basis. In addition, as of December 31, 20212023 and 2020,2022, the Company anticipates that it will recover the entire amortized cost basis of such fixed incomedebt securities before maturity.
Interest earned on marketable securities was $55.7$77.7 million, $32.4$64.6 million and $20.8$55.7 million in the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively. The interest is recorded as other income (expenses) income,, net, in the accompanying consolidated statements of operations.
The following table summarizes the contractual maturities of marketable securities:
As of December 31, 2021As of December 31, 2020
Amortized
Cost
Aggregate
Fair Value
Amortized
Cost
Aggregate
Fair Value
As of December 31,As of December 31,
202320232022
Amortized
Cost
Amortized
Cost
Aggregate
Fair Value
Amortized
Cost
Aggregate
Fair Value
Financial Assets:Financial Assets:(In thousands)Financial Assets:(In thousands)
Less than one yearLess than one year$1,084,751 $1,085,006 $1,126,091 $1,128,927 
One to three yearsOne to three years2,812,521 2,793,424 971,413 976,979 
TotalTotal$3,897,272 $3,878,430 $2,097,504 $2,105,906 
Equity Securities
The equity securities consist of shares of a publicly traded company that were received as consideration in a divestiture transaction described further in Note 5.
Strategic Investments
As of December 31, 20212023 and 2020,2022, the Company held strategic investments with aan aggregate carrying value of $68.3$30.7 million and $9.3$76.9 million, respectively. These securities arerespectively, recorded as other long-term assets in the accompanying consolidated balance sheets. The carrying value of these securities is determined under the measurement alternative on a non-recurring basis and adjusted for observable changes in fair value or impairment. In the year ended December 31, 2023, the Company remeasured to fair value one of its strategic investments acquired in 2021 due to an assessed impairment. The fair value measurement of the strategic investment is classified as Level 2 in the fair value hierarchy and the primary input used in the fair value measurement was the publicly available stock price of the issuer’s unrestricted security of the same class. The impairment loss of $46.2 million is recorded in other expenses, net, in the accompanying consolidated statement of operations for the year ended December 31, 2023. There were no other impairments or other adjustments recorded in the three years ended December 31, 20212023, 2022 and 20202021, related to these securities.
Financial Liabilities
The Company’s financial liabilities that are measured at fair value on a recurring basis consist of foreign currency derivative liabilities and are classified as Level 2 financial instruments in the fair value hierarchy. As of December 31, 2021,2023 and 2022, the aggregate fair value of these instrumentsliabilities and the associated gross unrealized losses were not significant.
The Company’s financial liabilities that are not measured at fair value on a recurring basis consist ofare its 2029 Notes and its 2031 Notes, respectively. The Company’s Convertible Notes were fully redeemed in June 2021 and were no longer outstanding as of December 31, 2021. Refer to Note 10 for further details on these financial liabilities.
Notes. As of December 31, 20212023, the fair valuesvalue of the 2029 Notes and 2031 Notes were $510.2$462.4 million and $512.8$452.3 million, respectively. As of December 31, 2020,2022, the fair value of the Convertible2029 Notes was $1.7 billion.and 2031 Notes were $410.9 million and $399.4 million, respectively.

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4. Property and Equipment
Property and equipment consistedconsist of the following:
As of December 31,
20212020
(In thousands)
Capitalized internal-use software development costs$198,589 $142,489 
As of December 31,As of December 31,
202320232022
(In thousands)(In thousands)
Capitalized internal-use software developments costs
Data center equipment (1)
Data center equipment (1)
77,946 43,477 
Leasehold improvementsLeasehold improvements85,297 69,756 
Office equipmentOffice equipment58,636 35,346 
Furniture and fixturesFurniture and fixtures15,360 12,312 
SoftwareSoftware10,506 9,943 
Total property and equipmentTotal property and equipment446,334 313,323 
Less: accumulated depreciation and amortization (1)
Less: accumulated depreciation and amortization (1)
(191,018)(130,084)
Total property and equipment, netTotal property and equipment, net$255,316 $183,239 

(1) Data center equipment contains $63.0 million and $40.8includes $72.4 million in assets held under finance leases as of December 31, 20212023 and 2020, respectively.2022. Accumulated depreciation and amortization contains $26.8includes $55.9 million and $15.0$41.2 million inof accumulated amortizationsdepreciation for assets held under finance leases as of December 31, 20212023 and 2020,2022, respectively.
Depreciation and amortization expense was $59.6$89.9 million, $51.1$71.7 million and $37.5$59.6 million for the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively.
The Company capitalized $63.1$57.2 million, $47.1$65.4 million and $29.7$63.1 million in internal‑use software development costs in the years ended December 31, 2021, 20202023, 2022 and 2019,2021, respectively.
5. Divestitures
In July 2023, the Company sold its ValueFirst business, which operated an enterprise communications platform in India, for a total cash sales price of $45.5 million, or $38.2 million in proceeds, net of cash divested. As part of the transaction, the Company divested $17.4 million of tangible net assets, $17.3 million of intangible assets and $34.6 million of goodwill. The sale resulted in a loss of$28.8 million, which is recorded within general and administrative expenses in the accompanying consolidated statement of operations for the year ended December 31, 2023. The Company also recorded an additional $3.3 million of divestiture-related expenses in the same period.
Separately, in June 2023, the Company sold its Internet of Things (“IoT”) asset group for stock consideration of $15.8 million. The loss on divestiture and related expenses were not significant.
6. Impairment
Operating right-of-use assets
In 2022, the Company announced its decision to become a remote-first company whereby employees would have the flexibility to work remotely on a permanent basis. As part of the new operating strategy, the Company permanently closed several of its offices in 2023 and 2022, which required the Company to reassess its operating right-of-use (“ROU”) assets and the associated leasehold improvements and property and equipment for impairment. The Company determined that the carrying amounts of these assets exceeded their respective fair values. The Company engaged a third‑party expert to assist with the valuation analysis. The Company regularly assesses recoverability of all impacted ROU assets and the related long-lived asset categories for indicators of impairment. In the years ended December 31, 2023 and 2022, the Company recorded $34.8 million and $97.7 million of impairment, respectively, related to its permanently closed offices. The impairment is recorded in the impairment of long-lived assets line item in the accompanying consolidated statements of operations for the years ended December 31, 2023 and 2022.
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Intangible assets
In the fourth quarter of 2023, the Company identified a change in its Segment reportable segment’s performance which it deemed to be an indicator that the carrying amounts of certain long-lived assets within the segment may not be recoverable. The Company performed a recoverability assessment and a fair value measurement of the impacted asset group and concluded that the asset group was impaired. The Company engaged a third-party expert to assist with the valuation analysis. The impairment was allocated to the assets within the impacted asset group reducing the respective carrying amounts of the assets as of the December 1, 2023, measurement date, as follows:
Total Impairment Allocation
(In thousands)
Developed technology$209,350 
Customer relationships76,361 
Total impairment$285,711 
The impairment is recorded within the impairment of long-lived assets line item in the accompanying consolidated statement of operations for the year ended December 31, 2023.
The Company used a relief-from-royalty method to estimate the fair values of the developed technology and the trade name and a distributor method to estimate the fair value of customer relationships. The trade name intangible asset was not impaired.
No other significant impairments were recorded during the years ended 2023, 2022 or 2021.
7. Restructuring Activities
In February 2023, the Company announced a workforce reduction plan (the “February 2023 Plan”) that was designed to reduce operating costs, improve operating margins and accelerate profitability. The February 2023 Plan eliminated approximately 17% of the Company’s workforce. The execution of the February 2023 Plan was substantially completed in the first quarter of 2023. For the year ended December 31, 2023, restructuring charges related to the February 2023 Plan were $141.1 million, which consisted of $130.0 million related to employee severance, benefits and facilitation costs, and $11.1 million related to vesting of employee stock based compensation awards. Furthermore, the restructuring charges consisted of $108.9 million related to the Communications reportable segment, $9.4 million related to the Segment reportable segment and $22.8 million included in corporate costs. The estimated remaining expenses related to the February 2023 Plan are not expected to be significant.
The following table summarizes the Company’s restructuring liability related to the February 2023 Plan that is included in accrued expenses and other current liabilities in the accompanying consolidated balance sheets:
Workforce Reduction CostsFacilitation CostsTotal
(In thousands)
Balance as of December 31, 2022$— $— $— 
Restructuring charges120,711 9,289 130,000 
Cash payments(111,852)(8,895)(120,747)
Balance as of December 31, 2023$8,859 $394 $9,253 
The $11.1 million expenses related to vesting of the employee stock-based compensation awards is recorded in the additional-paid-in capital in the accompanying consolidated statement of stockholders’ equity.
In December 2023, the Company announced a workforce restructuring plan that was designed to streamline operations and accelerate the Company’s path to profitable growth (the “December 2023 Plan”). The December 2023 Plan eliminated approximately 5% of the Company’s workforce. Restructuring charges related to the December 2023 Plan were not significant.
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In September 2022, the Company announced a workforce restructuring plan that was designed to reduce operating costs and improve operating margins (the “September 2022 Plan”). The September 2022 Plan eliminated approximately 11% of the Company’s workforce. In the year ended December 31, 2022, related to the September 2022 Plan, the Company recorded $76.6 million of restructuring charges, including a $14.3 million expense related to vesting of the employee stock-based compensation awards, in its accompanying consolidated statement of operations. The restructuring charges consisted of $67.4 million related to the Communications reportable segment, $1.6 million related to the Segment reportable segment and $7.6 million included in corporate costs.
The following table summarizes the Company’s restructuring liability related to the September 2022 Plan that is included in accrued expenses and other current liabilities in the accompanying consolidated balance sheet as of December 31, 2022:
Workforce Reduction CostsFacilitation CostsTotal
(In thousands)
Balance as of December 31, 2021$— $— $— 
Restructuring charges60,553 1,808 62,361 
Cash payments(60,053)(1,242)(61,295)
Balance as of December 31, 2022$500 $566 $1,066 
September 2022 Plan restructuring charges incurred in 2023 were not significant. No amounts were outstanding as of December 31, 2023 related to this plan.
8. Reorganization and Segment Reporting
In February 2023, the Company announced a reorganization of its business into two business units, Twilio Communications and Twilio Data & Applications (the “Reorganization”). With the Reorganization, the Company changed the organizational structure of its business, including the way management operated the business. In the second quarter of 2023, the Company concluded that it had two operating and reportable segments: Twilio Communications (“Communications”) and Twilio Data & Applications (“Data & Applications”).
In the fourth quarter of 2023, the Company further reorganized its business by shifting certain components of the business between its operating segments. This reorganization did not impact the segment structure of the business. The impact on the reporting unit structure is described in Note 12.
After the reorganization, the Company’s Data & Applications segment consisted of its Segment and Engage products and, therefore, the reportable segment was renamed from Data & Applications to Twilio Segment (“Segment”).
Twilio Communications: The Communications segment consists of a variety of application programming interfaces (“APIs”) and software solutions to optimize communications between Twilio customers and their end users. The key products from which the segment derives its revenue are Messaging, Voice and Email.
Twilio Segment:The Segment segment consists of software products that enable businesses to achieve more effective customer engagement by providing the tools necessary for customers to build direct, personalized relationships with their end users. The key products from which the segment derives its revenue are Segment and Engage.
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Discrete financial information reviewed by the CODM
In January 2024, the Company’s newly appointed CEO, who is also the CODM, began reviewing segment operating results using non-GAAP income from operations as the measure of segment profitability. Presented below is the discrete financial information by reportable segment for the years ended December 31, 2023, 2022, and 2021, that reflects management’s current view of the business for performance assessment and resource allocation decisions. Prior period amounts were reclassified to conform to the current period’s presentation. Asset information is not presented below since it is not reviewed by the CODM on a segment by segment basis. Revenue, costs of revenue and operating expenses are generally directly attributable to each segment. Certain costs of revenue and operating expenses are allocated based on methodologies that best reflect the patterns of consumption of these costs. Corporate costs consist of costs that support company-wide processes and are managed on the company-wide level, and include costs related to corporate governance and communication, global brand awareness, information security, and certain legal, finance and accounting expenses.
Year Ended
December 31,
202320222021
(In thousands)
Revenue:
Communications$3,858,693 $3,550,087 $2,640,874 
Segment295,252 276,234 200,965 
Total$4,153,945 $3,826,321 $2,841,839 
Non-GAAP income (loss) from operations:
Communications$841,990 $318,680 $276,496 
Segment(72,430)(29,695)(13,006)
Corporate costs(236,552)(293,475)(260,970)
Total$533,008 $(4,490)$2,520 
Reconciliation of non-GAAP income (loss) from operations to loss from operations:
Total non-GAAP income (loss) from operations$533,008 $(4,490)$2,520 
Stock-based compensation(662,842)(784,285)(632,285)
Amortization of acquired intangibles(192,307)(206,181)(198,784)
Acquisition and divestiture related expenses(5,555)(2,621)(7,449)
Loss on net assets divested(32,277)— — 
Payroll taxes related to stock-based compensation(12,985)(23,832)(48,417)
Charitable contributions(17,346)(9,541)(31,169)
Restructuring costs(165,733)(76,636)— 
Impairment of long-lived assets(320,504)(97,722)— 
Loss from operations(876,541)(1,205,308)(915,584)
Other expenses (income), net(120,188)(38,324)(45,345)
Loss before (provision for) benefit from income taxes$(996,729)$(1,243,632)$(960,929)

Depreciation and amortization expenses included in non-GAAP income from operations for the Communications reportable segment was $74.1 million, $61.9 million and $53.5 million in the years ended December 31, 2023, 2022 and 2021, respectively. Amortization of deferred commissions included in non-GAAP income from operations for the Communications reportable segment was $60.0 million, $47.7 million and $27.8 million in the years ended December 31, 2023, 2022 and 2021, respectively.

Depreciation and amortization expenses included in non-GAAP loss from operations for the Segment reportable segment was $13.7 million, $6.1 million and $2.6 million in the years ended December 31, 2023, 2022 and 2021, respectively. Amortization of deferred commissions included in non-GAAP loss from operations for the Segment reportable segment was $12.9 million, $10.3 million and $3.7 million in the years ended December 31, 2023, 2022 and 2021, respectively.
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9. Derivatives and Hedging
As of December 31, 2021,2023, the Company had outstanding foreign currency forward contracts designated as cash flow hedges with a total sell and buy notional valuesvalue of $276.2 million and $243.1 million, respectively.$228.1 million. The notional value represents the amount that will be purchased or sold upon maturity of the forward contract. As of December 31, 2021,2023, these contracts had maturities of less than 12 months.up to 1.4 years.
Gains and losses associated with these foreign currency forward contracts wereare as follows:
Consolidated Statement of Operations and Statement of Comprehensive LossYear Ended December 31,
2021
(In thousands)
Gains recognized in OCINet change in market value of effective foreign currency forward exchange contracts$294 
Losses recognized in income due to instruments maturingCost of revenue$7,545 
Condensed Consolidated Statement of Operations and Statement of Comprehensive LossYear Ended
December 31,
202320222021
(In thousands)
Gains recognized in OCINet change in market value of effective foreign currency forward exchange contracts$898 $556 $294 
Gains (losses) recognized in income due to instruments maturingCost of revenue$2,099 $(34,862)$(7,545)
The Company is subject to master netting agreements with certain counterparties of the foreign exchange contracts, under which it is permitted to net settle transactions of the same currency with a single net amount payable by one party to the other. It is the Company’s policy to present the derivatives at gross in its consolidated balance sheet.sheets. The Company’s foreign currency forward contracts are not subject to any credit contingent features or collateral requirements. The Company manages its exposure to counterparty risk by entering into contracts with a diversified group of major financial institutions and by actively monitoring its outstanding positions. As of December 31, 2021,2023, the Company did not have any offsetting arrangements.
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6.10. Right-of-Use Assets and Lease Liabilities
The Company has entered into various operating lease agreements for office space and data centers and finance lease agreements for data center andcenters, office equipment and furniture.
As of December 31, 2021,2023, the Company had 31various leased properties with remaining lease terms of 0.1from 0.3 years to 7.85.8 years, some of which include options to extend the leases for up to 5.04.0 years.
As a result of the office closures described in Note 6, the Company impaired several of its ROU assets related to office leases that will no longer be used to support its ongoing operations. In the years ended December 31, 2023 and 2022, the Company recorded $34.8 million and $97.7 million impairment expense, respectively, related to these office closures, of which $24.8 million and $72.8 million, respectively, related to the affected ROU assets. The remaining impairment expense related to the associated assets in the property, plant and equipment categories. For the years ended December 31, 2023, 2022 and 2021, the Company did not have significant sublease income related to any of its subleased office leases.
Operating lease costs recorded in the accompanying consolidated statements of operations were $61.0$35.7 million, $57.8 million and $49.3$61.0 million for the yearyears ended December 31, 2023, 2022 and 2021, and 2020, respectively. Short-term lease,Lease costs associated with short-term leases, variable leaseleases and finance lease costsleases were not significant.
Supplemental cash flow and other information related to operating leases wasare as follows:
Year Ended December 31,
20212020
Operating cash flows paid for amounts included in operating lease liabilities (in thousands)$60,085$46,895
Weighted average remaining lease term (in years)5.56.0
Weighted average discount rate4.5 %4.8 %
Maturities of operating lease liabilities were as follows:
As of December 31, 2021
Year Ended December 31,(In thousands)
2022$63,086 
202357,173 
202450,742 
202537,621 
202634,827 
Thereafter54,760 
Total lease payments298,209 
Less: imputed interest(34,631)
Total operating lease obligations263,578 
Less: current obligations(52,325)
Long-term operating lease obligations$211,253 
7. Business Combinations
Zipwhip, Inc.
In July 2021, the Company acquired all outstanding shares of Zipwhip, Inc. (“Zipwhip”), a leading provider of toll-free messaging in the United States, for a purchase price, as adjusted, of $838.8 million. The purchase price included $418.1 million of cash, $419.2 million fair value of 1.1 million shares of the Company's Class A common stock and $1.5 million fair value of the pre-combination services of Zipwhip employees reflected in the unvested equity awards assumed by the Company at closing. Additionally, at closing, the Company issued 59,533 shares of its Class A common stock which are subject to vesting over a period of 3 years. Vesting of these shares will be recorded in the stock-based compensation expense as the services are provided..
Part of the cash consideration paid at closing was to settle the vested equity awards of Zipwhip employees. The Company assumed all unvested and outstanding equity awards of Zipwhip continuing employees, as converted into its own equity awards, at the conversion ratio provided in the Agreement and Plan of Merger and Reorganization (the “Zipwhip Merger Agreement”). This transaction also included a $19.1 million of additional cash consideration for certain employees, which will vest as these employees provide services in the post-acquisition period. This amount will be recorded in the operating expenses over a period of 3 years as the services are provided.
The acquisition was accounted for as a business combination and the total purchase price of $838.8 million was allocated to the net tangible and intangible assets and liabilities based on their fair values on the acquisition date with the excess recorded
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as goodwill. These estimates were derived from information currently available. The determination of the fair values and estimated lives of depreciable tangible and identifiable intangible assets requires significant judgment. As of December 31, 2021, the areas that are not yet finalized include contingencies and income and other taxes.
The fair value of the 1.2 million aggregate number of shares of the Company's Class A common stock issued at closing was determined based on the closing market price of the Company's Class A common stock on the acquisition date. The fair value of the $30.7 million unvested equity awards assumed on the acquisition closing date was determined (a) for options, by using the Black-Scholes option pricing model with the applicable assumptions as of the acquisition date; (b) for restricted stock units, by using the closing market price of the Company's Class A common stock on the acquisition date. These awards will continue to vest as Zipwhip employees continue to provide services in the post-acquisition period. The fair value of these awards will be recorded into the stock-based compensation expense over the respective vesting period of each award.
The purchase price components, as adjusted, are summarized in the following table:
Total
(In thousands)
Fair value of Class A common stock transferred$419,197 
Cash consideration418,073 
Fair value of the pre-combination service through equity awards1,511 
Total purchase price$838,781 
The following table presents the purchase price allocation, as adjusted, recorded in the Company's consolidated balance sheet as of December 31, 2021:

Total
(In thousands)
Cash and cash equivalents$21,610 
Accounts receivable and other current assets11,481 
Property and equipment, net2,950 
Operating right-of-use asset23,545 
Intangible assets (1)
244,500 
Other assets370 
Goodwill600,403 
Accounts payable and other liabilities(20,239)
Deferred revenue(4,526)
Operating lease liability, noncurrent(23,169)
Deferred tax liability(18,144)
Total purchase price$838,781 

(1)Identifiable intangible assets are comprised of the following:
TotalEstimated
life
(In thousands)(In years)
Developed technology$56,800 7
Customer relationships147,700 10
Supplier relationships39,600 5
Trade names400 5
Total intangible assets acquired$244,500 
Goodwill generated from this acquisition primarily represents the value that is expected from the increased scale and synergies as a result of the integration of both businesses. Goodwill is not deductible for tax purposes.
Year Ended
December 31,
20232022
Operating cash flows paid for amounts included in operating lease liabilities (in thousands)$65,494$64,473
Weighted average remaining lease term (in years)4.14.8
Weighted average discount rate4.5 %4.5 %
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Maturities of operating lease liabilities are as follows:
As of December 31, 2023
Year Ended December 31,(In thousands)
2024$56,181 
202539,120 
202635,307 
202727,779 
202822,732 
Thereafter5,934 
Total lease payments187,053 
Less: imputed interest(16,411)
Total operating lease obligations170,642 
Less: current obligations(49,872)
Long-term operating lease obligations$120,770 
11. Equity Method Investment
In May 2022, the Company acquired 44.6% equity interests in Syniverse Corporation (“Syniverse”) for $750.0 million in cash. The Company determined that it does not have a controlling financial interest in Syniverse but does exercise significant influence and therefore, the investment was accounted for under the equity method. The Company estimated fair valuethat on the investment closing date there was an excess investment basis of $530.7 million related to its proportionate share of the identifiable intangible assets acquiredand $41.3 million related to the associated deferred tax liability. The equity method goodwill was determined by the Company. estimated at $623.8 million.
The Company engaged a third‑party expert to assist with the valuation analysis. The Company used a relief-from-royalty methodfollowing table presents the estimated basis differences attributable to estimate the fair values of the developed technology and trade names, a multi-period excess earnings method to estimate the fair values of customer relationships and a with-and-without method to estimate the fair value of the supplier relationships.
Most of the net tangibleidentifiable intangible assets were valued at their respective carrying amounts as of the acquisition date asof investment and their respective useful lives:
TotalEstimated
life
(In thousands)(In years)
Developed technology$62,767 6
Customer relationships439,152 9
Trademarks28,822 Indefinite
Total basis difference attributable to the identifiable intangible assets$530,741 

As of December 31, 2023, the Company believes that these amounts approximate their current fair values, except for operating right-of-use assets. The valueheld 44.0% equity interests in Syniverse and the carrying amount of its equity method investment recorded in the accompanying consolidated balance sheet was $593.6 million. As of December 31, 2023, the Company’s net excess investment basis was $451.6 million related to its proportionate share of the acquired operating right-of-useidentifiable intangible assets of the investee, $41.2 million related to the associated deferred tax liability and $623.8 million related to the equity method goodwill.
As of December 31, 2022, the Company held 44.5% equity interests in Syniverse and the carrying amount of its equity method investment recorded in the accompanying consolidated balance sheet was reduced$699.9 million. As of December 31, 2022, the Company’s net excess investment basis was $508.9 million related to its respective fair value onproportionate share of the acquisition date.identifiable intangible assets of the investee, $41.3 million related to the associated deferred tax liability and $623.8 million related to the equity method goodwill.
The acquired entity'sIn the years ended December 31, 2023 and 2022, the Company recorded its proportionate share of the investee's net operating results and the amortization of operations were includedthe basis difference of $121.9 million and $35.3 million, respectively, as part of other expenses, net in the Company'saccompanying consolidated financial statements fromof operations. The Company also recorded $15.6 million of its proportionate share of the date of acquisition, July 14, 2021. Forinvestee’s other comprehensive income for the year ended December 31, 2021, Zipwhip contributed net operating revenue2023 and $14.9 million of $55.4 million, which is reflectedits proportionate share of the investee’s other comprehensive loss for the year ended December 31, 2022 in the accompanying consolidated statement of operations. Due to the integrated nature of the Company's operations, the Company believes that it is not practicable to separately identify earnings of Zipwhip on a stand-alone basis. Pro forma results of operations for this acquisition are not presented as the financial impact to the Company's consolidated financial statements is not significant.
Costs incurred related to the acquisition were not significant.
Other Fiscal 2021 Acquisitions
During 2021, the Company completed other business combinations for an aggregate purchase price of $105.0 million, of which $13.4 million was allocated to developed technology, $23.6 million was allocated to other intangible assets and $63.2 million was allocated to goodwill.

Fiscal 2020 Acquisitions
Segment.io, Inc.
In November 2020, the Company acquired all outstanding shares of Segment, the market-leading customer data platform, by issuing 9.5 million shares of its Class A common stock with a fair value of $2.6 billion and $415.9 million in cash, as adjusted. Of the total shares of Class A common stock issued at closing, 258,554 shares with the fair value of $70.7 million were subject to future vesting and are recorded in the stock-based compensation expense as the services are provided. The total amortization period was over 2.41 years from the date of acquisition. Part of the cash consideration was paid to settle the vested equity awards of Segment employees. The Company assumed all unvested and outstanding equity awards of Segment continuing employees as converted into its own equity awards at the conversion ratio provided in the Agreement and Plan of Reorganization (the "Merger Agreement").
The acquisition added additional products and services to the Company's offerings for its customers. With these additional products, the Company can now offer a customer engagement platform. The acquisition has also added new customers, new employees, technology and intellectual property assets.
The acquisition was accounted for as a business combination and the total purchase price of $3.0 billion, as adjusted, was allocated to the net tangible and intangible assets and liabilities based on their fair values on the acquisition date with the excess recorded as goodwill.
The purchase price, as adjusted, reflected the $2.5 billion fair value of 9.3 million shares of the Company's Class A common stock transferred as consideration for accredited outstanding shares of Segment, the $415.9 million cash consideration for unaccredited shares and vested equity awards and the $39.0 million fair value of the pre-combination services of Segment employees reflected in the unvested equity awards assumed by the Company on the acquisition date. As of December 31, 2021, 150,824 shares of Class A common stock issued at closing with future vesting was held in escrow.
The fair value of the 9.5 million shares of the Company's Class A common stock issued at closing was determined based on its closing price on the acquisition date. The fair value of the assumed unvested equity awards was determined (a) for options, by using a Black-Scholes option pricing model with the applicable assumptions as of the acquisition date, and (b) for restricted stock units, by using the closing market price of the Company's Class A common stock on the acquisition date.
The fair value of unvested employee equity awards assumed on the acquisition date was $245.3 million. These awards continue to vest as the Segment employees provide services in the post-acquisition period. The fair value of these awards is
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consolidated statements of other comprehensive income (loss). Results of operations and other comprehensive income (loss) were recorded on a 90-day lag.
In conjunction with this investment, the Company and Syniverse entered into a wholesale agreement, pursuant to which Syniverse will process, route and deliver application-to-person messages originating and/or terminating between the Company’s customers and mobile network operators. The values of the transactions that occurred between the Company and Syniverse were $143.7 million for the year ended December 31, 2023 and $89.6 million for the period from the investment closing date on May 13, 2022 through December 31, 2022. These transactions were recorded as cost of revenue in the stock-based compensation expense over the respective vesting periodaccompanying consolidated statements of each award.operations.
12. Goodwill and Intangible Assets
Goodwill
The purchase price components,business reorganization activities described in Note 8 impacted the Company’s reporting unit structure and, as adjusted, are summarizeda result, in 2023 the Company had multiple reporting units. These changes required the Company to reallocate goodwill to its newly formed reporting units and test the goodwill for impairment on the reporting unit level immediately before and immediately after each reorganization. The Company engaged a third-party expert to assist in the following table:valuation analysis. The Company concluded that its goodwill was not impaired immediately before and immediately after the reorganizations.
Total
The Company estimates the fair value of its reporting units using a weighting of fair values derived from an income and a market approach. Estimating the fair value by these methods involves the use of various assumptions that the Company believes are reasonable under then current circumstances. Under the income approach, the Company determines the fair value of a reporting unit based on the present value of estimated future cash flows using the cash flow projections prepared by management. The market approach estimates the fair value based on market multiples of revenue or adjusted EBITDA, as applicable, derived from comparable publicly traded companies with similar operating and investment characteristics as the reporting unit. While these assumptions reflect management’s best estimates of future performance at the time, these estimates are inherently complex and uncertain and the Company’s actual results could differ materially from these estimates.

(In thousands)
Fair value of Class A common stock transferred$2,532,329 
Cash consideration415,899 
Fair value of the pre-combination service through equity awards38,972 
Total purchase price$2,987,200 
The following table presents the purchase price allocation,goodwill allocated to the Company’s reportable segments as adjusted:of December 31, 2023 and 2022, and the changes during the period:
Total
(In thousands)
Cash and cash equivalents$93,170 
Accounts receivable and other current assets90,635 
Property and equipment, net5,081 
Operating right-of-use asset53,630 
Intangible assets (1)
595,000 
Other assets4,869 
Goodwill2,299,016 
Accounts payable and other liabilities(24,263)
Deferred revenue(50,005)
Operating lease liability(58,206)
Deferred tax liability(21,728)
Total purchase price$2,987,200 

(1)Identifiable intangible assets are comprised of the following:
TotalEstimated
life
(In thousands)(In years)
Developed technology$390,000 7
Customer relationships190,000 6
Order backlog10,000 1
Trade names5,000 5
Total intangible assets acquired$595,000 
Twilio
Communications
Twilio
Segment
Total
(In thousands)
Balance as of December 31, 2021$— $— $5,263,166 
Goodwill additions related to 2021 acquisitions— — 25,748 
Measurement period and other adjustments— — (4,761)
Balance as of December 31, 2022$— $— $5,284,153 
Foreign currency adjustments26 
Reallocation to segments in the second quarter of 2023(1)
$4,321,130 $963,049 $— 
Foreign currency adjustments251— 251 
Goodwill divested(2)
(41,164)— (41,164)
Reallocation to segments in the fourth quarter of 2023(1)
656,964 (656,964)— 
Balance as of December 31, 2023$4,937,181 $306,085 $5,243,266 
____________________________________
(1) Represents reallocation of goodwill as a result of the reorganization activities, as described in Note 8.
(2) Represents goodwill related to the divestitures of the ValueFirst business and IoT asset group, as described in Note 5.
Developed technology consists of software products and domain knowledge around customer data developed by Segment, which will enable Twilio to layer data across its platform to power timely and personalized communications over the right channel, further enhancing the Company's customer engagement platform. Customer relationships consists of contracts with platform users that purchase Segment’s products and services that carry distinct value.
Goodwill generated from this acquisition primarily represents the value that is expected from the increased scale and synergies as a result of the integration of both businesses. Goodwill is not deductible for tax purposes.
The estimated fair value of the intangible assets acquired was determined by the Company. The Company engaged a third‑party expert to assist with the valuation analysis. The Company used a relief from royalty method to estimate the fair values of the developed technology and a multi-period excess earnings method to estimate the fair value of the customer relationships and order backlog.
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MostIntangible assets
Intangible assets consist of the net tangible assets were valued at their respective carrying amounts as offollowing:
As of December 31, 2023
CostAccumulated AmortizationNet
Amortizable intangible assets:(In thousands)
Developed technology*
$397,473 $(259,635)$137,838 
Customer relationships**
349,074 (170,511)178,563 
Supplier relationships49,756 (26,316)23,440 
Trade names25,968 (23,600)2,368 
Order backlog10,000 (10,000)— 
Patent3,968 (902)3,066 
Total amortizable intangible assets836,239 (490,964)345,275 
Non-amortizable intangible assets:
Telecommunication licenses4,920 — 4,920 
Trademarks and other295 — 295 
Total$841,454 $(490,964)$350,490 
____________________________________
* As a result of the impairment described in Note 6, the developed technology cost basis and the related accumulated amortization decreased by $381.1 million and $171.8 million, respectively.
** As a result of the impairment described in Note 6, the customer relationship cost basis and the related accumulated amortization decreased by $174.0 million and $97.6 million, respectively.

As of December 31, 2022
CostAccumulated AmortizationNet
Amortizable intangible assets:(In thousands)
Developed technology$795,753 $(335,893)$459,860 
Customer relationships538,466 (204,241)334,225 
Supplier relationships56,922 (19,846)37,076 
Trade names30,342 (20,106)10,236 
Order backlog10,000 (10,000)— 
Patent4,028 (705)3,323 
Total amortizable intangible assets1,435,511 (590,791)844,720 
Non-amortizable intangible assets:
Telecommunication licenses4,920 — 4,920 
Trademarks and other295 — 295 
Total$1,440,726 $(590,791)$849,935 
Amortization expense was $192.5 million, $206.4 million and $198.8 million for the acquisition date, as the Company believes that these amounts approximate their current fair values, except for operating right-of-use assets, which were reduced to their respective fair values as of the acquisition date.
The acquired entity's results of operations were included in the Company's consolidated financial statements from the date of acquisition, November 2, 2020. For the yearyears ended December 31, 2023, 2022 and 2021, Segment contributed net operating revenue of $200.9 million, which is reflected in the accompanying consolidated statement of operations. Due to the integrated nature of the Company's operations, the Company believes that it is not practicable to separately identify earnings of Segment on a stand-alone basis.respectively.
During the year ended December 31, 2020, the Company incurred costs related to this acquisition of $20.8 million that were expensed as incurred and recorded in general and administrative expenses in the accompanying consolidated statement of operations.
The following unaudited pro forma condensed combined financial information gives effect to the acquisition of Segment as if it was consummated on January 1, 2019 (the beginning of the comparable prior reporting period), and includes pro forma adjustments related to the amortization of acquired intangible assets, share-based compensation expense, one-time tax benefit and direct and incremental transaction costs reflected in the historical financial statements. Specifically, the following adjustments were made:
For the year ended December 31, 2020, the Company's and Segment's direct and incremental transaction costs of $79.3 million are excluded from the pro forma condensed combined net loss.
For the year ended December 31, 2019, the Company's direct and incremental transaction costs of $20.8 are included in the pro forma condensed combined net loss.
In the year ended December 31, 2020, the pro forma condensed combined net loss includes a reversal of the valuation allowance release of $13.8 million.
In the year ended December 31, 2019, the pro forma condensed combined net loss includes a one-time tax benefit of $38.1 that would have resulted from the acquisition, and an ongoing tax benefit of $7.5 million.
This unaudited data is presented for informational purposes only and is not intended to represent or be indicative of the results of operations that would have been reported had the acquisition occurred on January 1, 2019. It should not be taken as representative of future results of operations of the combined company.
The following table presents the unaudited pro forma condensed combined financial information:
Year Ended December 31,
20202019
(Unaudited, in thousands)
Revenue$1,874,720 $1,217,502 
Net loss attributable to common stockholders$(655,355)$(576,962)

Other Fiscal 2020 Acquisitions
During 2020,2023, the Company completed other business combinations forrecorded an aggregate purchase priceimpairment charge related to certain of $13.0 million. The total purchase price was allocated to the tangible and intangiblesits intangible assets, acquired and liabilities assumed based on their fair values at the time of the acquisition. The Company does not consider these acquisitions to be material, individually oras described in aggregate, to its consolidated financial statements.Note 6.
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8. Goodwill and Intangible Assets
Goodwill
Goodwill balance as of December 31, 2021 and 2020, was as follows:
Total
(In thousands)
Balance as of December 31, 2019$2,296,784 
Goodwill additions related to 2020 acquisitions2,303,780 
Measurement period adjustments(5,170)
Balance as of December 31, 2020$4,595,394 
Goodwill additions related to 2021 acquisitions663,599 
Measurement period adjustments4,173 
Balance as of December 31, 2021$5,263,166 
Intangible assets
Intangible assets consisted of the following:
As of
December 31, 2021
GrossAccumulated
Amortization
Net
Amortizable intangible assets:(In thousands)
Developed technology$794,831 $(222,765)$572,066 
Customer relationships538,264 (128,035)410,229 
Supplier relationships51,671 (9,491)42,180 
Trade names30,669 (13,874)16,795 
Order backlog10,000 (10,000)— 
Patent4,035 (508)3,527 
Total amortizable intangible assets1,429,470 (384,673)1,044,797 
Non-amortizable intangible assets:
Telecommunication licenses4,920 — 4,920 
Trademarks and other295 — 295 
Total$1,434,685 $(384,673)$1,050,012 

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As of
December 31, 2020
GrossAccumulated
Amortization
Net
Amortizable intangible assets:(In thousands)
Developed technology$724,599 $(113,282)$611,317 
Customer relationships379,344 (59,574)319,770 
Supplier relationships4,356 (3,044)1,312 
Trade names25,560 (7,921)17,639 
Order backlog10,000 (1,667)8,333 
Patent3,360 (373)2,987 
Total amortizable intangible assets1,147,219 (185,861)961,358 
Non-amortizable intangible assets:
Telecommunication licenses4,920 — 4,920 
Trademarks and other295 — 295 
Total$1,152,434 $(185,861)$966,573 
Amortization expense was $198.8 million, $98.6 million and $72.9 million for the years ended December 31, 2021, 2020 and 2019, respectively.
Total estimated future amortization expense is as follows:
As of
December 31,
2021
Year Ended December 31,(In thousands)
2022$204,837 
2023201,527 
2024195,953 
2025192,379 
2026119,045 
Thereafter131,056 
Total$1,044,797 

As of December 31, 2023
Year Ended December 31,(In thousands)
2024$112,042 
2025107,862 
202642,149 
202725,330 
202819,055 
Thereafter38,837 
Total$345,275 
9.13. Accrued Expenses and Other Current Liabilities
Accrued expenses and other current liabilities consistedconsist of the following:
As of December 31,
20212020
(In thousands)
As of December 31,As of December 31,
202320232022
(In thousands)(In thousands)
Accrued payroll and relatedAccrued payroll and related$78,780 $54,683 
Accrued bonus and commissionAccrued bonus and commission64,665 25,341 
Accrued cost of revenueAccrued cost of revenue118,004 80,620 
Sales and other taxes payableSales and other taxes payable61,975 48,390 
ESPP contributionsESPP contributions10,284 6,272 
Finance lease liability, current12,370 9,062 
Finance lease liability
Finance lease liability
Finance lease liability
Restructuring liability
Employee sabbatical benefit accrual(1)
Accrued other expenseAccrued other expense71,425 28,527 
Total accrued expenses and other current liabilitiesTotal accrued expenses and other current liabilities$417,503 $252,895 
____________________________________
(1) In February 2023, the Company announced that it will sunset its employee sabbatical program. The accrued liability as of December 31, 2023 represents the accumulated benefit balance for the employees who remain eligible under this program through its termination date.
(1) In February 2023, the Company announced that it will sunset its employee sabbatical program. The accrued liability as of December 31, 2023 represents the accumulated benefit balance for the employees who remain eligible under this program through its termination date.
(1) In February 2023, the Company announced that it will sunset its employee sabbatical program. The accrued liability as of December 31, 2023 represents the accumulated benefit balance for the employees who remain eligible under this program through its termination date.

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10. Notes Payable14. Long-Term Debt
Long-term debt, consistednet, consists of the following:
As of December 31,
20212020
(In thousands)
2029 and 2031 Senior Notes
As of December 31,As of December 31,
202320232022
(In thousands)(In thousands)
2029 Senior Notes2029 Senior Notes
Principal
Principal
PrincipalPrincipal$500,000 $— 
Unamortized discountUnamortized discount(5,701)— 
Unamortized issuance costsUnamortized issuance costs(1,286)— 
Net carrying amountNet carrying amount493,013 — 
2031 Senior Notes2031 Senior Notes
PrincipalPrincipal500,000 — 
Unamortized discount(5,832)— 
Unamortized issuance costs(1,274)— 
Net carrying amount492,894 — 
Convertible Senior Notes and Capped Call Transactions
Convertible Senior Notes
Principal
PrincipalPrincipal— 343,702 
Unamortized discountUnamortized discount— (38,406)
Unamortized issuance costsUnamortized issuance costs— (3,228)
Net carrying amountNet carrying amount— 302,068 
Total long-term debt$985,907 $302,068 
Total long-term debt, net
2029 and 2031 Senior Notes
In March 2021, the Company issued $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million principal amount of 3.625% notes due 2029 (the “2029 Notes”) and $500.0 million principal amount of 3.875% notes due 2031 (the “2031 Notes,”Notes” and together with the 2029 Notes, the “Notes”). Initially, none of the Company’s subsidiaries guaranteed the Notes. However, under certain circumstances in the future the Notes can be guaranteed by each of the Company’s material domestic subsidiaries. The 2029 Notes and 2031 Notes will mature on March 15, 2029 and March 15, 2031, respectively. Interest payments are payable semi-annually in arrears on March 15 and September 15 of each year, commencing on September 15, 2021.
The aggregate net proceeds from offering of the Notes were approximately $984.7 million after deducting underwriting discounts and issuance costs paid by the Company. The issuance costs of $2.8 million are amortized into interest expense using the effective interest method over the term of the Notes.
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The Company may voluntarily redeem the 2029 Notes, in whole or in part, under the following circumstances:
(1)at any time prior to March 15, 2024 with the net cash proceeds received by the Company from an equity offering at a redemption price equal to 103.625% of the principal amount, provided the aggregate principal amount of all such redemptions does not exceed 40% of the original aggregate principal amount of the 2029 Notes. Such redemption shall occur within 180 days after the closing of an equity offering and at least 50% of the then-outstanding aggregate principal amount of the 2029 Notes shall remain outstanding, unless all 2029 Notes are redeemed concurrently;
(2)at any time prior to March 15, 2024 at 100% of the principal amount, plus a “make-whole” premium;
(3)at any time on or after March 15, 2024 at a prepayment price equal to 101.813% of the principal amount;
(4)at any time on or after March 15, 2025 at a prepayment price equal to 100.906% of the principal amount; and
(5)at any time on or after March 15, 2026 at a prepayment price equal to 100.000% of the principal amount;
in each case, the redemption will include the accrued and unpaid interest, as applicable.
The Company may voluntarily redeem the 2031 Notes, in whole or in part, under the following circumstances:
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(1)at any time prior to March 15, 2024 with the net cash proceeds received by the Company from an equity offering at a redemption price equal to 103.875% of the principal amount, provided the aggregate principal amount of all such redemptions does not to exceed 40% of the original aggregate principal amount of the 2031 Notes. Such redemption shall occur within 180 days after the closing of an equity offering and at least 50% of the then-outstanding aggregate principal amount of the 2031 Notes shall remain outstanding, unless all 2031 Notes are redeemed concurrently;
(2)at any time prior to March 15, 2026 at 100% of the principal amount, plus a “make-whole” premium;
(3)at any time on or after March 15, 2026 at a prepayment price equal to 101.938% of the principal amount;
(4)at any time on or after March 15, 2027 at a prepayment price equal to 101.292% of the principal amount;
(5)at any time on or after March 15, 2028 at a prepayment price equal to 100.646% of the principal amount; and
(6)at any time on or after March 15, 2029 at a prepayment price equal to 100.000% of the principal amount;
in each case, the redemption will include accrued and unpaid interest, as applicable.
The Notes are general unsecured obligations and will rank senior in right of payment to any of the Company’s indebtedness that is expressly subordinated in right of payment to the Notes that the Company may incur in the future and equal in right of payment with the Company’s existing and future liabilities that are not subordinated.unsecured and unsubordinated liabilities.
In certain circumstances involving a change of control event, the Company will be required to make an offer to repurchase all, or,the Notes of the applicable series at the holder’s option, any part, of each holder’s notes of that series ata repurchase price equal to 101% of the aggregate principal amount of the Notes of such series to be repurchased, plus accrued and unpaid interest, as applicable.if any, to the applicable repurchase date.
The indenture governing the Notes (the “Indenture”) contains restrictive covenants limiting the Company’s ability and the ability of its subsidiaries to: (i) create liens on certain assets to secure debt; (ii) grant a subsidiary guarantee of certain debt without also providing a guarantee of the Notes; and (iii) consolidate or merge with or into, or sell or otherwise dispose of all or substantially all of its assets to another person. These covenants are subject to a number of limitations and exceptions. Certain of these covenants will not apply during any period in which the Notes are rated investment grade by either Moody’s Investors Service, Inc. or Standard & Poor’s Ratings Services.
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The interest expense recognized during the year ended December 31, 2021 was not significant.
As of December 31, 2021,2023, the Company was in compliance with all of its financial covenants under the Indenture.
Convertible Senior Notes and Capped Call Transactions
In May 2018, the Company issued $550.0 million aggregate principal amount of 0.25% convertible senior notes due 2023 (“Convertible Notes”) in a private placement, including $75.0 million aggregate principal amount of such Convertible Notes pursuant to the exercise in full of the over-allotment options of the initial purchasers. The total net proceeds from this offering, after deducting initial purchaser discounts and debt issuance costs paid by the Company, were approximately $537.0 million. The Convertible Notes had the original maturity date of June 1, 2023, unless earlier repurchased or redeemed by the Company or converted pursuant to their terms.
On May 18, 2021, the Company issued a notice of redemption for its Convertible Notes and in June 2021, redeemed all of the remaining outstanding principal amount of the Convertible Notes. During 2021 and through the date of the redemption, the Company converted $343.7 million aggregate principal amount of the Convertible Notes by issuing 4,846,965 shares of its Class A common stock. Of the $1.7 billion total value of these transactions, $1.4 billion and $335.7 million were allocated to the equity and liability components, respectively, utilizing the effective interest rate to determine the fair value of the liability component. The selected interest rate reflected the Company’s incremental borrowing rate, adjusted for the Company’s credit standing on nonconvertible debt with similar maturity. The extinguishment of these Convertible Notes resulted in a $29.0 million loss that is included in other (expenses) income, net, in the accompanying consolidated statement of operations. No sinking fund was provided for these Convertible Notes.
In the year ended December 31, 2020, the Company converted $206.3 million aggregate principal amount of the Convertible Notes by issuing 2,902,434 shares of its Class A common stock and $2.0 million of cash. Of the $894.6 million total value of these transactions, $701.9 million and $192.7 million were allocated to the equity and liability components, respectively. The extinguishment of these notes resulted in a $12.9 million loss and was included in other (expenses) income, net, in the accompanying consolidated statements of operations. There were no conversions in the year ended December 31, 2019.
Prior to their redemption, the Convertible Notes were convertible at the option of the holders only under the following circumstances:
(1)    during any calendar quarter commencing after September 30, 2018, and only during such calendar quarter, if the last reported sale price of the Class A common stock for at least 20 trading days (whether or not consecutive) in a period of 30 consecutive trading days ending on, and including, the last trading day of the immediately preceding calendar quarter is more than or equal to 130% of the conversion price on each applicable trading day;
(2)    during the 5 business days period after any 5 consecutive trading day period in which, for each trading day of that period, the trading price per $1,000 principal amount of Convertible Notes for such trading day was less than 98% of the product of the last reported sale price of the Class A common stock and the conversion rate on each such trading day;
(3)    upon the Company’s notice that it is redeeming any or all of the Convertible Notes; or
(4)    upon the occurrence of specified corporate events.
Each $1,000 principal amount of the Convertible Notes was initially convertible into 14.104 shares of the Company’s Class A common stock par value $0.001, which was equivalent to an initial conversion price of approximately $70.90 per share. The conversion rate was subject to adjustment upon the occurrence of certain specified events but would not be adjusted for any accrued and unpaid special interest. In addition, upon the occurrence of a make-whole fundamental change, as defined in the indenture, the Company would, in certain circumstances, increase the conversion rate by a number of additional shares for a holder that elects to convert its Notes in connection with such make-whole fundamental change or during the relevant redemption period. Further, the Convertible Notes could bear special interest under specified circumstances relating to the Company’s failure to comply with its reporting obligations under the indenture relating to the issuance of Convertible Notes (the “indenture”) or if the Convertible Notes were not freely tradeable as required by the indenture. None of the above mentioned events occurred during the period the notes were outstanding and prior to the redemption.
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Upon conversion, the Company had an ability to pay or deliver, as the case may be, cash, shares of Class A common stock, or a combination of cash and shares of Class A common stock, at the Company’s election. Throughout the period the Convertible Notes were outstanding the conditional redemption feature was triggered several times and the Company settled the notes presented for conversion primarily in shares of its Class A common stock.
The foregoing description is qualified in its entirety by reference to the text of the indenture and the form of 0.25% convertible senior notes due 2023, which were filed as exhibits to the Company's Quarterly Report on Form 10-Q for the quarter ended June 30, 2018, and are incorporated herein by reference.
In accounting for the issuance of the Convertible Notes, the Company separated the Convertible Notes into liability and equity components. The carrying amount of the liability component was calculated by measuring the fair value of a similar debt instrument that does not have an associated convertible feature. The carrying amount of the equity component representing the conversion option was $119.4 million and was determined by deducting the fair value of the liability component from the par value of the Notes. The equity component was not remeasured as long as it continued to meet the conditions for equity classification. The excess of the principal amount of the liability component over its carrying amount, or the debt discount, was amortized to interest expense at an annual effective interest rate of 5.7% over the contractual terms of the Convertible Notes.
In accounting for the transaction costs related to the Convertible Notes, the Company allocated the total amount incurred to the liability and equity components of the Convertible Notes based on the proportion of the proceeds allocated to the debt and equity components. Issuance costs attributable to the liability component were approximately $10.2 million, were recorded as an additional debt discount and were amortized to interest expense using the effective interest method over the contractual terms of the Convertible Notes and were written off upon the redemption of the Convertible Notes. Issuance costs attributable to the equity component were netted with the equity component in stockholders’ equity.
The net carrying amount of the equity component of the Convertible Notes was as follows:
As of December 31,
20212020
(In thousands)
Proceeds allocated to the conversion options (debt discount)$— $74,636 
Issuance costs(2,819)(2,819)
Net carrying amount$(2,819)$71,817 
In connection with the offering of the Convertible Notes in May 2018, the Company entered into privately negotiated capped call transactions with certain counterparties (the “capped calls”). The capped calls each had an initial strike price of approximately $70.90 per share, subject to certain adjustments, which corresponded to the initial conversion price of the Notes. The capped calls had initial cap prices of $105.04 per share, subject to certain adjustments. The capped calls covered, subject to anti-dilution adjustments, approximately 7,757,200 shares of Class A common stock. The capped calls were generally intended to reduce or offset the potential dilution to the Class A common stock upon any conversion of the Notes with such reduction or offset, as the case may be, subject to a cap based on the cap price.
Concurrently with the redemption of the Convertible Notes, the Company settled its capped call arrangement. The capped call arrangement was settled in June 2021 for gross cash consideration of $229.8 million received by the Company and recorded in additional paid-in-capital, net of $1.4 million in transaction costs and a $3.2 million realized gain. The gain was primarily driven by the change in the fair value of the Company’s Class A common stock on the transaction settlement date. The gain was recorded in other (expenses) income, net, in the accompanying consolidated statement of operations.
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11.15. Supplemental Balance Sheet Information
A roll‑forward of the Company’s customer credit reserve is as follows:
Year Ended December 31,
202120202019
(In thousands)
As of December 31,
As of December 31,
As of December 31,
2023
(In thousands)
(In thousands)
(In thousands)
Balance, beginning of periodBalance, beginning of period$16,783 $6,784 $3,015 
AdditionsAdditions55,937 50,817 18,143 
Additions
Additions
Deductions against reserve
Deductions against reserve
Deductions against reserveDeductions against reserve(54,143)(40,818)(14,374)
Balance, end of periodBalance, end of period$18,577 $16,783 $6,784 
Balance, end of period
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16. Revenue by Geographic Area and Groups of Similar Products
Revenue by geographic area is based on the IP address or the mailing address at the time of registration. The following table sets forth revenue by geographic area:
Year Ended December 31,
202120202019
Year Ended December 31,
Year Ended December 31,
Year Ended December 31,
2023
2023
2023
Revenue by geographic area:
Revenue by geographic area:
Revenue by geographic area:Revenue by geographic area:(In thousands)(In thousands)
United StatesUnited States$1,881,873 $1,282,213 $808,857 
InternationalInternational959,966 479,563 325,611 
International
International
TotalTotal$2,841,839 $1,761,776 $1,134,468 
Total
Total
Percentage of revenue by geographic area:Percentage of revenue by geographic area:
Percentage of revenue by geographic area:
Percentage of revenue by geographic area:
United States
United States
United StatesUnited States66 %73 %71 %
InternationalInternational34 %27 %29 %
International
International
Long-livedThe following table sets forth long-lived assets outsideby geographic area:
As of December 31,
20232022
Long-lived assets by geographic area:(In thousands)
United States$99,368 $178,624 
International39,644 54,473 
Total$139,012 $233,097 
Percentage of long-lived assets by geographic area:
United States71 %77 %
International29 %23 %
The following table sets forth revenue by groups of similar products:
Year Ended December 31,
2023
2022(1)
2021(1)
Revenue by groups of similar products:(In thousands)
Twilio Communications:
Messaging$2,184,752 $2,066,300 $1,416,265 
Voice511,728 474,790 428,484 
Email and Marketing Campaigns440,185 399,314 330,627 
Other722,028 609,683 465,498 
Total Twilio Communications3,858,693 3,550,087 2,640,874 
Twilio Segment295,252 276,234 200,965 
Total$4,153,945 $3,826,321 $2,841,839 

(1) Prior year amounts were reclassified to conform to the United States were not significant.current year presentation. The current year presentation follows the
Company’s reportable segment structure, as described further in Note 8.
13.17. Commitments and Contingencies

(a)Lease and Other Commitments
The Company entered into various non-cancelable operating lease agreements for its facilities. SeeRefer to Note 6 to these consolidated financial statements10 for additional detail on the Company's operating lease commitments.
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Additionally, the Company has contractual commitments with its cloud infrastructure provider,providers, network service providers and other vendors that are noncancellable and expire within one to fourthree years. In the year ended December 31, 2023, the Company entered into several such agreements with terms of up to three years for a total purchase commitment of $103.8 million. Future minimum payments under these noncancellable purchase commitments were as follows.are summarized in the table below. Unrecognized tax benefits are not included in these amounts because any amounts expected to be settled in cash are not material:significant:
As of
December 31, 2021
Year Ending December 31,(In thousands)
2022$213,106 
2023222,852 
202435,066 
2025561 
Total payments$471,585 
In February 2021, the Company entered into a Framework Agreement, as subsequently amended, with Syniverse Corporation (“Syniverse”) and Carlyle Partners V Holdings, L.P. (“Carlyle”) (the “Framework Agreement”), pursuant to which Syniverse would issue to the Company shares of Syniverse common stock in consideration for an investment by the Company of up to $750.0 million. In August 2021, Syniverse entered into an Agreement and Plan of Merger (the “Merger Agreement”) with Blue Steel Merger Sub Inc. (the “Merger Sub”) and M-3 Brigade Acquisition II Corp. (“MBAC”), which would result in Syniverse being a wholly owned subsidiary of MBAC (the “Merger”). Concurrently, the Company and MBAC entered into the Twilio Subscription Agreement (the “Subscription Agreement”), pursuant to which the Company agreed, subject to the terms and conditions set forth therein, to subscribe for and purchase, and MBAC agreed to issue and sell to the Company, immediately prior to the closing of the Merger, shares of Class A common stock and, if applicable, shares of Class C common stock for an aggregate amount up to $750.0 million, depending on redemptions by MBAC’s shareholders. In connection with the closing of the investment, the Company and Syniverse (or their respective subsidiaries) would enter into a wholesale agreement.
See Note 18 for details on developments on this transaction which occurred in the period subsequent to December 31, 2021.
As of
December 31, 2023
Year Ending December 31,(In thousands)
2024$254,547 
2025241,056 
2026231,803 
Total payments$727,406 
(b)Legal Matters
From time to time, the Company may be subject to legal actions, claims, and government investigations or inquiries arising in the ordinary course of business. These matters may include, but are not limited to, matters involving privacy, data protection, data security, intellectual property, competition, telecommunications, consumer protection, taxation, securities, employment, and contractual rights. While the Company currently believes that the final outcomes of these matters will not have a material adverse effect on its business, the results of any current or future litigation cannot be predicted with certainty, and regardless of the outcome, litigation can have an adverse impact on the Company because of defense and settlement costs, diversion of management resources and other factors.
The Company accrues for contingencies when the Company believes that a loss is probable and that it can reasonably estimate the amount of any such loss. To the extent there is a reasonable possibility that a loss exceeding amounts already recognized may be incurred and the amount of such additional loss would be material, the Company will either disclose the estimated additional loss or state that such an estimate cannot be made. Significant judgment is required to determine the probability of a loss and to estimate the amount of any probable loss.
Legal fees and other costs related to litigation and other legal proceedings are expensed as incurred and are included in general and administrative expenses in the accompanying consolidated statements of operations.
In 2020, the City and County of San Francisco (“San Francisco”) has assessed the Company for additional Telephone Users Tax (“TUT”) and Access Line Tax (“ALT”) on certain of the Company’s services for the years 2009 through 2018. The assessments totaled $38.8 million, including interest and penalties. The Company paid the assessments under protest in the third quarter of 2020.
On May 27, 2021, the Company filed a lawsuit against San Francisco in San Francisco Superior Court challenging the assessments. The parties agreed to a settlement agreement that was approved by San Francisco’s Board of Supervisors and Mayor on November 7, 2023 and November 9, 2023, respectively, pursuant to which San Francisco paid the Company raised numerous defenses$18.0 million in November 2023 in settlement of the Company’s claims. The related impacts to the assessments including that its services areconsolidated balance sheet as of December 31, 2023 and statement of operations for the year ended December 31, 2023 were not telecommunications services, application of the taxes to Twilio’s services violates the Internet Tax Freedom Act and San Francisco does not have jurisdiction to impose tax on services provided outside of San Francisco. The Company is seeking refunds of the taxes paid, waivers of interest and penalties, cost of suit and reasonable attorneys’ fees, and other legal and equitable relief as the court deems appropriate.
The Company believes it has strong arguments against the assessments, but litigation is uncertain and there is no assurance that it will prevail in court. Should the Company lose on one or more of its arguments, it could incur additional losses associated with taxes, interest, and penalties that together, in aggregate, could be material. The Company regularly assesses the likelihood of adverse outcomes resulting from tax disputes such as this and examines all open years to determine the necessity and adequacy of any tax reserves. The Company’s tax reserves are further discussed in Note 13(d) of these consolidated financial statements.
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In addition to the litigation discussed above, from time to time, the Company may be subject to legal actions and claims in the ordinary course of business. The Company has received, and may in the future continue to receive, claims from third parties asserting, among other things, infringement of their intellectual property rights. Future litigation may be necessary to defend the Company, its partners and its customers by determining the scope, enforceability and validity of third‑party proprietary rights, or to establish our proprietary rights. The results of any current or future litigation cannot be predicted with certainty, and regardless of the outcome, litigation can have an adverse impact on the Company because of defense and settlement costs, diversion of management resources, and other factors.
Legal fees and other costs related to litigation and other legal proceedings are expensed as incurred and are included in general and administrative expenses in the accompanying consolidated statements of operations.significant.
(c)Indemnification Agreements
The Company has signed indemnification agreements with all of its board members and executive officers. The agreements indemnify the board members and executive officers from claims and expenses on actions brought against the individuals separately or jointly with the Company for certain indemnifiable events. Indemnifiable events generally mean any event or occurrence related to the fact that the board member or the executive officer was or is acting in his or her capacity as a board member or an executive officer for the Company or was or is acting or representing the interests of the Company.
In the ordinary course of business and in connection with ourits financing and business combinationscombination transactions, the Company enters into contractual arrangements under which it agrees to provide indemnification of varying scope and terms to business partners, customers and other parties with respect to certain matters, including, but not limited to, losses arising out of the breach of such agreements, intellectual property infringement claims made by third parties and other liabilities relating to or arising from the Company’s various products or its acts or omissions. In these circumstances, payment

The Company has also signed indemnification agreements with all of its board members and executive officers and certain employees that may be conditional onrequire the other party making a claim pursuantCompany to indemnify them for certain events in connection with their services to the procedures specified in the particular contract. Further, the Company’s obligations under these agreements may be limited in termsCompany or its direct or indirect subsidiaries.
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As of December 31, 20212023 and 2020, 02022, no amounts were accrued related to any outstanding indemnification agreements.

(d)Other Taxes
The Company conducts operations in many tax jurisdictions within and outside the United States. In many of these jurisdictions, non-income-based taxes, such as sales, use, telecommunications and other local taxes are assessed on the Company’s operations. In the last several years the Company has expanded to collect taxes in most jurisdictions where it operates. The Company continues to carrycarries reserves for certain of its prior non-income-based tax exposures in certain jurisdictions when it is both probable that a liability was incurred and the amount of the exposure couldcan be reasonably estimated. These reserves are based on estimates which include several key assumptions including, but not limited to, the taxability of the Company’s services, the jurisdictions in which its management believes it had nexus and the sourcing of revenues to those jurisdictionsjurisdictions.
The Company continues to remain in discussions with certain jurisdictions regarding its prior sales and other taxes that it may owe. In the event any of these jurisdictions disagree with management’s assumptions and analysis, the assessment of the Company’s tax exposure could differ materially from management’s current estimates. For example, San Francisco City and County has assessed the Company for $38.8 million in taxes, including interest and penalties, which exceeded the $11.5 million the Company had accrued for the period covered by this assessment. The Company paid the full amount as required by law. The payment made in excess of the accrued amount is reflected as a deposit in the accompanying consolidated balance sheets. The Company believes, however, that this assessment is incorrect and, after failing to reach a settlement, filed a lawsuit on May 27, 2021 contesting the assessment as described above. However, litigation is uncertain and a ruling against the Company, or a dismissal of our complaint, may adversely affect its financial position and results of operations.
As of December 31, 2021,2023, the liabilities recorded for thesethe non-income-based taxes were $25.4$18.0 million for domestic jurisdictions and $17.7$22.2 million for jurisdictions outside of the United States. As of December 31, 2020,2022, these liabilities were $25.6$29.1 million and $9.6$20.6 million, respectively.

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14.18. Stockholders' Equity
Preferred Stock
As of December 31, 20212023 and 2020,2022, the Company had authorized 100,000,000 shares of preferred stock, par value $0.001, of which no shares were issued and outstanding.
Common Stock
As of December 31, 20212023, the Company had authorized 1,000,000,000 shares of Class A common stock and 2020,3,170,181 shares of Class B common stock, each par value of $0.001 per share. As of December 31, 2023, 181,945,771 shares of Class A common stock and no shares of Class B common stock were issued and outstanding.
As of December 31, 2022, the Company had authorized 1,000,000,000 shares of Class A common stock and 100,000,000 shares of Class B common stock, each par value of $0.001 per share. As of December 31, 2021, 170,625,9942022, 176,358,104 shares of Class A common stock and 9,842,105 shares of Class B common stock were issued and outstanding. As of December 31, 2020, 153,496,222 shares of Class A common stock and 10,551,3029,617,605 shares of Class B common stock were issued and outstanding.
The Company had reserved shares of common stock for issuance as follows:
As of December 31,
20212020
As of December 31,As of December 31,
202320232022
Stock options issued and outstandingStock options issued and outstanding3,351,313 5,625,735 
Unvested restricted stock units issued and outstandingUnvested restricted stock units issued and outstanding6,475,700 7,523,882 
Class A common stock reserved for Twilio.org618,857 707,265 
Shares of Class A common stock reserved for Twilio.org
Stock-based awards available for grant under 2016 PlanStock-based awards available for grant under 2016 Plan24,650,104 18,942,205 
Stock-based awards available for grant under ESPP6,382,830 4,941,281 
Class A common stock reserved for the Convertible Notes— 7,569,731 
Shares of Class A common stock reserved for issuance pursuant to ESPP
TotalTotal41,478,804 45,310,099 
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Share Repurchase Program
In February 2023, the board of directors of the Company authorized the repurchase of up to $1.0 billion in aggregate value of its outstanding Class A common stock through a share repurchase program. Repurchases under this program can be made through open market, private transactions or other means, in compliance with applicable federal securities laws, and could include repurchases pursuant to the Rule 10b5-1 trading plans. The Company has discretion in determining the conditions under which shares may be repurchased from time to time. The program expires on December 31, 2024.
During the year ended December 31, 2023, the Company repurchased 11.3 million shares of its Class A common stock for an aggregate purchase price of $672.1 million. As of December 31, 2023, approximately $327.9 million of the originally authorized amount remained available for future repurchases.
Public Equity Offerings
In February 2021, August 2020 and June 2019, the Company completed a public equity offeringsoffering in which it sold 4,312,500 shares 5,819,838 shares and 8,064,515 shares, respectively, of its Class A common stock at a public offering price of $409.60 $247.00 and $124.00 per share, respectively.share. The Company received total proceeds of $1.8 billion, $1.4 billion and $979.0 million, respectively, net of underwriting discounts and offering expenses paid by the Company.
15.19. Stock-Based Compensation
2008 Stock Option Plan
The Company maintained a stock plan,In connection with the Company’s initial public offering on June 22, 2016, the 2008 Stock Option Plan, as amended and restated (the “2008 Plan”), which allowed the Company to grant incentive (“ISO”), non‑statutory (“NSO”) stock options and restricted stock units (“RSU”) to its employees, directors and consultants to participate in the Company’s future performance through stock‑based awards at the discretion of the board of directors. Under the 2008 Plan, options to purchase the Company’s common stock could not be granted at a price less than fair value in the case of ISOs and NSOs. Fair value was determined by the board of directors, in good faith, with input from valuation consultants. On June 22, 2016, the plan was terminated in connection with the Company’s IPO. Accordingly,and, accordingly, no shares arewere available for future issuance underafter the 2008 Plan. The 2008 Plan continues to govern outstanding equity awards granted thereunder. The Company’s righttermination. As of first refusal for outstanding equity awards granted under the 2008 Plan terminated upon completion of the IPO. AllDecember 31, 2023 and 2022, all remaining outstanding stock options granted under the 2008 Plan arewere vested and exercisable.
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this plan.
2016 Stock Option Plan
The Company’s 2016 Stock Option and Incentive Plan (the “2016 Plan”) became effective on June 21, 2016. The 2016 Plan provides for the grant of ISOs, NSOs, restricted stock, RSUs, stock appreciation rights, unrestricted stock awards, performance share awards, dividend equivalent rights and cash-based awards to employees, directors and consultants of the Company. A total of 11,500,000 shares of the Company’s Class A common stock were initially reserved for issuance under the 2016 Plan. These available shares automatically increase each January 1, beginning on January 1, 2017, by 5% of the number of shares of the Company’s Class A and Class B common stock outstanding on the immediately preceding December 31, or such lesser number of shares as determined by the Company’s compensation committee. On January 1, 20212023 and 2020,2022, the shares available for grant under the 2016 Plan were automatically increased by 8,202,3769,298,785 shares and 6,920,6409,023,405 shares, respectively.
Under the 2016 Plan, the stock options are granted at a price per share not less than 100% of the fair market value per share of the underlying common stock on the date of grant.
Segment 2013 Stock Incentive Plan
In connection with its acquisition of Segment, the Company assumed and replaced all stock options and restricted stock units of continuing employees issued under Segment’s 2013 Stock Incentive Plan (“Segment Plan”) that were unvested and outstanding on the acquisition date. The assumed equity awards will continue to be outstanding and will be governed by the provisions of the Segment Plan.
SendGrid 2009, 2012 and 2017 Stock Incentive Plans
In connection with its acquisition of SendGrid, the Company assumed and replaced all stock options and restricted stock units of the continuing employees issued under SendGrid’s 2009, 2012 and 2017 Stock Incentive Plans that were unvested and outstanding on the date of acquisition. The assumed equity awards will continue to be outstandingvest and will beare governed by the provisions of their respective plans. Additionally, the Company assumed shares of SendGrid common stock that were reserved and available for issuance under SendGrid's 2017 Equity Incentive Plan, on an as converted basis. These shares can bewere utilized for future equity grants under the Company’s 2016 Plan in the post-acquisition period, to the extent permitted by New York Stock Exchange rules.
Segment 2013 Stock Incentive Plan
In connection with its acquisition of Segment, the Company assumed and replaced all stock options and restricted stock units of the continuing employees issued under Segment’s 2013 Stock Incentive Plan (“Segment Plan”) that were unvested and outstanding on the acquisition date. The assumed equity awards continue to vest and are governed by the provisions of the Segment Plan.
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Zipwhip 2008 Stock Plan and 2018 Equity Incentive Plan
In connection with its acquisition of Zipwhip, the Company assumed and replaced all stock options and restricted stock units of the continuing employees issued under ZipwhipZipwhip’s Amended and Restated 2008 Stock Plan and 2018 Equity Incentive Plan (“Zipwhip Plans”) that were unvested and outstanding on the acquisition date. The assumed equity awards will continue to be outstandingvest and will beare governed by the provisions of the Zipwhip Plans.
Under all plans, stock options generally expire 10 years from the date of grant and vest over periods determined by the board of directors. The vesting period for stock options and restricted stock units is generally four years from the date of grant. For existing employees and, effective February 2021,in 2022, for new-hires the stock options and restricted stock units vest in equal monthly and quarterly installments, respectively, over the service period.
2016 Employee Stock Purchase Plan
The Company’s Employee Stock Purchase Plan (“2016 ESPP”), as amended, initially becameESPP was effective on June 21, 2016. A total of 2,400,000 shares of the Company’s Class A common stock were initially reserved for issuance under the 2016 ESPP. These available shares automatically increase each January 1, beginning on January 1, 2017, by the lesser of 1,800,000 shares of the Company's Class A common stock, 1% of the number of shares of the Company’s Class A and Class B common stock outstanding on the immediately preceding December 31 or such lesser number of shares as determined by the Company’s compensation committee. On each of January 1, 20212023 and 2020,2022, the shares available for grant under the 2016 ESPP were automatically increased by 1,640,475 shares and 1,384,128 shares, respectively.1,800,000 shares.
The 2016 ESPP allows eligible employees to purchase shares of the Company’s Class A common stock at a discount of up to 15% through payroll deductions of their eligible compensation, subject to any plan limitations. The 2016 ESPP provides for separate six-month offering periods beginning in May and November of each fiscal year.
On each purchase date, eligible employees purchase the Company’s stock at a price per share equal to 85% of the lesser of (i) the fair market value of the Company’s Class A common stock on the offering date or (ii) the fair market value of the Company’s Class A common stock on the purchase date.
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As of December 31, 2021,2023, total unrecognized compensation cost related to the 2016 ESPP was not significant.
Stock-options and restricted stock units and awards activity under the Company's 2008 Plan and 2016 Plan as well as respective Stock Incentive Plans of SendGrid and Segment wasCompany’s equity incentive plans is as follows:
Stock Options
Number of
options
outstanding
Weighted-
average
exercise
price
(Per share)
Weighted-
average
remaining
contractual
term
(In years)
Aggregate
intrinsic
value
(In thousands)
Outstanding options as of December 31, 20205,070,735 $51.71 6.85$1,454,222 
Granted350,208 343.94 
Assumed in acquisition83,539 49.26 
Exercised(1,733,819)40.44 
Forfeited and canceled(419,350)131.01 
Outstanding options as of December 31, 20213,351,313 $78.10 6.09$646,760 
Options vested and exercisable as of December 31, 20212,152,819 $37.21 4.92$490,502 
Number of
options
outstanding
Weighted-
average
exercise
price
(Per share)
Weighted-
average
remaining
contractual
term
(In years)
Aggregate
intrinsic
value
(In thousands)
Outstanding options as of December 31, 20222,277,379 $75.54 5.32$39,167 
Exercised(366,456)$20.18 
Forfeited and canceled(188,062)$223.76 
Outstanding options as of December 31, 20231,722,861 $71.13 4.45$56,007 
Options vested and exercisable as of December 31, 20231,567,840 $63.06 4.10$55,831 
Year Ended December 31,
202120202019
(In thousands, except per share amounts)
Year Ended December 31,
Year Ended December 31,
Year Ended December 31,
2023
(In thousands, except per share amounts)
(In thousands, except per share amounts)
(In thousands, except per share amounts)
Aggregate intrinsic value of stock options exercised (1)
Aggregate intrinsic value of stock options exercised (1)
$508,539 $603,597 $394,998 
Total estimated grant date fair value of options vestedTotal estimated grant date fair value of options vested$138,851 $107,854 $81,292 
Total estimated grant date fair value of options vested
Total estimated grant date fair value of options vested
Weighted-average grant date fair value per share of options grantedWeighted-average grant date fair value per share of options granted$216.29 $170.70 $58.13 
Weighted-average grant date fair value per share of options granted
Weighted-average grant date fair value per share of options granted
____________________________________
(1) Aggregate intrinsic value represents the difference between the fair value of the Company’s Class A common stock as reported on the New York Stock Exchange and the exercise price of outstanding “in-the-money” options.
As of December 31, 2020, the Company had outstanding 555,000 shares of performance-based stock options with a weighted average exercise price of $31.72 and an aggregate intrinsic value of $170.3 million. All performance conditions had been met. During the year ended December 31, 2021, all of these stock options were exercised. The aggregate intrinsic value of these stock options exercised was $140.2 million. As of December 31, 2021, no performance-based stock options remain outstanding.
As of December 31, 2021,2023, total unrecognized compensation cost related to all unvested stock options was $151.5 million, which will be amortized on a ratable basis over a weighted-average periodnot significant.
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Restricted Stock Units
Number of
awards
outstanding
Weighted-
average
grant date
fair value
(Per share)
Aggregate
intrinsic
value
(In thousands)
Unvested RSUs as of December 31, 20207,523,882 $131.76 $2,542,858 
Number of
awards
outstanding
Number of
awards
outstanding
Weighted-
average
grant date
fair value
(Per share)
Aggregate
intrinsic
value
(In thousands)
Unvested RSUs as of December 31, 2022
GrantedGranted3,465,980 328.38 
VestedVested(3,493,652)114.70 
Vested
Vested
Forfeited and canceledForfeited and canceled(1,020,510)$188.76 
Unvested RSUs as of December 31, 20216,475,700 $237.22 $1,705,311 
Forfeited and canceled
Forfeited and canceled
Unvested RSUs as of December 31, 2023
Unvested RSUs as of December 31, 2023
Unvested RSUs as of December 31, 2023
In March 2022, the Company granted 919,289 shares of performance-based restricted stock units (“PSU”) to certain of its executive employees. These awards activity is included in the table above. The PSUs were granted with a grant date fair value per share of $157.44 and an aggregate grant date fair value of $144.7 million. The Company estimated the fair value of these awards based on the closing price of its Class A common stock on the date of grant. Each PSU award consisted of three tranches that vest separately over distinct service periods if its respective performance targets, as defined in the grant agreements, are achieved in the respective periods. The final vesting is determined by the Company’s Compensation Committee subsequent to the completion of the vesting period. The vesting of the first tranche was based on achievement of revenue growth targets with respect to the year ended December 31, 2022. The vesting of the second and third tranches was based on both (a) revenue growth targets and (b) profitability targets achievement with respect to each of the years ended December 31, 2023 and 2024. If performance targets are not achieved, the related tranches are forfeited. Vesting of these performance-based restricted stock unit awards can range up to 100% above the target based on levels of performance and is recorded in stock-based compensation expense in the year during which each tranche vests.
As of December 31, 2021, the Company had outstanding 24,697 restricted stock awards (“RSAs”) that were held in escrow with future vesting conditions. The aggregate intrinsic value of these awards was not significant.
As of December 31, 2021,2023, total unrecognized compensation cost related to unvested RSUs and RSAs was $1.4$1.5 billion, which will be amortized over a weighted-average period of 3.12.7 years.
Valuation Assumptions
The Company did not grant stock options in the year ended December 31, 2023. The Company used the following assumptions in the Black-Scholes option pricing model to estimate the fair value of the employee stock options:
Year Ended December 31,
Employee Stock Options:20222021
Fair value of common stock$85.17$268.55 - $409.21
Expected term (in years)6.020.30 - 6.39
Expected volatility61.6%42.9% - 61.5%
Risk-free interest rate3.3%0.1% - 1.4%
Dividend rate—%—%
The Company used the following assumptions in the Black-Scholes option pricing model to estimate the fair value of the purchase rights issued under the 2016 ESPP:
Year Ended December 31,
Employee Stock Purchase Plan:202320222021
Fair value of common stock$47.36 - $61.55$50.81 - $99.68$297.20 - $310.80
Expected term (in years)0.500.500.50
Expected volatility45.8% - 57.1%73.2% - 97.3%46.4% - 58.7%
Risk-free interest rate5.3% - 5.4%1.5% - 4.5%—% - 0.1%
Dividend rate—%—%—%
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As of December 31, 2021, the unrecognized compensation cost related to Class A common stock subject to future vesting conditions is $60.1 million, which will be amortized over a term of 2.0 years.
Valuation Assumptions
The fair value of employee stock options was estimated on the date of grant using the following assumptions in the Black-Scholes option pricing model:
Year Ended December 31,
Employee Stock Options:202120202019
Fair value of common stock$268.55 - $409.21$108.37 - $301.72$103.70 - $130.70
Expected term (in years)0.30 - 6.390.52 - 6.080.33 - 6.08
Expected volatility42.9% - 61.5%51.9% - 65.1%49.0% - 66.5%
Risk-free interest rate0.1% - 1.4%0.1% - 1.4%1.6% - 2.5%
Dividend rate—%—%—%
Year Ended December 31,
Employee Stock Purchase Plan:202120202019
Expected term (in years)0.500.500.49 - 0.50
Expected volatility46.4% - 58.7%54.4% - 72.1%43.1% - 50.3%
Risk-free interest rate—% - 0.1%0.1% - 0.2%1.6% - 2.4%
Dividend rate—%—%—%
Stock-Based Compensation Expense
The Company recorded total stock-based compensation expense as follows:
Year Ended December 31,
202120202019
(In thousands)
Cost of revenue$14,074 $8,857 $7,123 
Research and development258,672 173,303 126,012 
Sales and marketing213,351 103,450 60,886 
General and administrative146,188 76,301 70,297 
Total$632,285 $361,911 $264,318 

Year Ended December 31,
202320222021
(In thousands)
Cost of revenue$26,343 $21,136 $14,074 
Research and development331,526 374,846 258,672 
Sales and marketing183,389 240,109 213,351 
General and administrative121,584 148,194 146,188 
Restructuring costs13,015 14,275 — 
Total$675,857 $798,560 $632,285 
16.20. Net Loss Per Share Attributable to Common Stockholders
The following table sets forth the calculation of basic and diluted net loss per share attributable to common stockholders during the periods presented:
Year Ended December 31,
202120202019
Net loss attributable to common stockholders (in thousands)$(949,900)$(490,979)$(307,063)
Weighted-average shares used to compute net loss per share attributable to
     common stockholders, basic and diluted
174,180,465 146,708,663 130,083,046 
Net loss per share attributable to common stockholders, basic and diluted$(5.45)$(3.35)$(2.36)
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Year Ended December 31,
202320222021
Net loss attributable to common stockholders (in thousands)$(1,015,441)$(1,256,145)$(949,900)
Weighted-average shares used to compute net loss per share attributable to
     common stockholders, basic and diluted
183,327,844 182,994,038 174,180,465 
Net loss per share attributable to common stockholders, basic and diluted$(5.54)$(6.86)$(5.45)
The following outstanding shares of common stock equivalents were excluded from the calculation of the diluted net loss per share attributable to common stockholders because their effect would have been anti-dilutive:
As of December 31,
202120202019
Stock options issued and outstanding3,351,313 5,625,735 7,705,848 
Restricted stock units issued and outstanding6,475,700 7,523,882 8,490,517 
Class A common stock reserved for Twilio.org618,857 707,265 795,673 
Class A common stock committed under ESPP147,947 103,703 207,792 
Convertible Notes(1)
— 4,847,578 3,150,647 
Class A common stock in escrow75,506 75,612 — 
Class A common stock in escrow and restricted stock awards subject to future vesting235,054 268,030 — 
Total10,904,377 19,151,805 20,350,477 

(1) The Convertible Notes were fully redeemed in 2021 and were no longer outstanding as of December 31, 2021. As of December 31, 2020, the Company expected to settle the principal amount of the notes in shares of its Class A common stock, and as such used the if-converted method to calculate any potential dilutive effect of the debt settlement on diluted net income per share, if applicable. Prior to the fourth quarter 2020, the Company expected to settle the principal amount of these notes in cash and any excess in shares of the Company's Class A common stock. Hence, as of December 31, 2019, the Company used the treasury stock method to calculate any potential dilutive effect of the conversion spread on diluted net income per share, if applicable. The conversion spread has a dilutive impact on diluted net income per share of Class A common stock when the average market price of the Company's Class A common stock for a given period exceeds the conversion price of $70.90 per share for the Convertible Notes. The conversion spread was calculated using the average market price of Class A common stock during the period, consistent with the treasury stock method.
As of December 31,
202320222021
Stock options issued and outstanding1,722,861 2,277,379 3,351,313 
Unvested restricted stock units issued and outstanding18,755,538 15,414,997 6,475,700 
Shares of Class A common stock reserved for Twilio.org442,041 530,449 618,857 
Shares of Class A common stock committed under ESPP426,199 766,334 147,947 
Shares of Class A common stock in escrow31,503 31,503 75,506 
Shares of Class A common stock in escrow and restricted stock awards subject to future vesting3,771 56,237 235,054 
Total21,381,913 19,076,899 10,904,377 
17.21. Income Taxes        
The following table presents domestic and foreign components of loss before income taxes for the periods presented:
Year Ended December 31,
202120202019
(In thousands)
United States$(737,360)$(403,148)$(328,902)
International(223,569)(101,278)(33,314)
Loss before provision for income taxes$(960,929)$(504,426)$(362,216)
Benefit for income taxes consists of the following:
Year Ended December 31,
202120202019
Current:(In thousands)
Federal$122 $— $— 
State420 272 198 
Foreign8,274 5,215 2,684 
Total8,816 5,487 2,882 
Deferred:
Federal(13,772)(12,719)(49,393)
State(4,083)(3,563)(7,474)
Foreign(1,990)(2,652)(1,168)
Total(19,845)(18,934)(58,035)
Income tax benefit$(11,029)$(13,447)$(55,153)
Year Ended December 31,
202320222021
(In thousands)
United States$(816,089)$(1,021,208)$(737,360)
International(180,640)(222,424)(223,569)
Loss before (provision for) benefit from income taxes$(996,729)$(1,243,632)$(960,929)
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Provision for (benefit from) income taxes consists of the following:
Year Ended December 31,
202320222021
Current:(In thousands)
Federal$2,567 $3,928 $122 
State1,533 4,100 420 
Foreign31,354 17,450 8,274 
Total35,454 25,478 8,816 
Deferred:
Federal(1,337)(5,155)(13,772)
State(208)(818)(4,083)
Foreign(15,197)(6,992)(1,990)
Total(16,742)(12,965)(19,845)
Provision for (benefit from) income taxes$18,712 $12,513 $(11,029)
The following table presents a reconciliation of the statutory federal tax rate and the Company's effective tax rate:
Year Ended December 31,
202120202019
Tax benefit at federal statutory rate21 %21 %21 %
Year Ended December 31,Year Ended December 31,
2023202320222021
Tax at federal statutory rateTax at federal statutory rate21 %21 %21 %
State tax, net of federal benefitState tax, net of federal benefit12 
Stock-based compensationStock-based compensation16 24 14 
CreditsCredits
Foreign rate differentialForeign rate differential(1)(4)(2)
Permanent book vs. tax differences— (1)— 
Change in valuation allowance
Change in valuation allowance
Change in valuation allowanceChange in valuation allowance(46)(51)(29)
OtherOther— — (1)
Other
Other
Effective tax rateEffective tax rate%%15 %Effective tax rate(2)%(2)%%
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Deferred income taxes reflect the net tax effects of temporary differences between the carrying amounts of assets and liabilities for financial reporting purposes and the amounts used for income tax purposes. The following table presents the significant components of the Company's deferred tax assets and liabilities:
As of December 31,
20212020
Deferred tax assets:(In thousands)
Net operating loss carryforwards$1,054,585 $656,755 
Accrued and prepaid expenses24,831 15,408 
Stock-based compensation44,261 32,900 
Research and development credits148,282 92,899 
Charitable contributions15,219 8,229 
Capped call— 4,475 
Debt issuance cost— 230 
Depreciable property3,675 — 
Intangibles135,500 135,500 
Lease liability71,651 68,566 
Other14,567 — 
Gross deferred tax assets1,512,571 1,014,962 
Valuation allowance(1,136,827)(677,782)
Net deferred tax assets375,744 337,180 
Deferred tax liabilities:
Capitalized software(28,825)(19,174)
Prepaid expenses(1,649)(450)
Acquired intangibles(251,034)(231,379)
Property and equipment— (85)
Convertible debt— (9,495)
Right-of-use asset(64,277)(66,243)
Deferred commissions(47,897)(21,162)
Other— (2,876)
Net deferred tax liability$(17,938)$(13,684)
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As of December 31,
20232022
Deferred tax assets:(In thousands)
Net operating loss carryforwards$983,652 $959,864 
Accruals and reserves52,750 47,986 
Stock-based compensation29,572 37,981 
Research and development credits177,109 159,604 
Intangibles135,564 135,500 
Capitalized research and development expenses231,819 219,176 
Lease liability44,682 60,795 
Unrealized losses on marketable securities— 32,108 
Investments and other basis differences51,368 11,952 
Other31,852 24,878 
Gross deferred tax assets1,738,368 1,689,844 
Valuation allowance(1,533,933)(1,357,300)
Net deferred tax assets204,435 332,544 
Deferred tax liabilities:
Capitalized software(36,109)(36,552)
Prepaid expenses(1,073)(1,587)
Acquired intangibles(81,415)(202,778)
Right-of-use asset(19,964)(35,734)
Deferred commissions(50,703)(59,675)
Net deferred tax asset (liability)$15,171 $(3,782)
The following table summarizes ourthe Company’s tax carryforwards, carryovers and credits:
As of
December 31, 20212023
Expiration Date
(If not utilized)
(In thousands)
Federal net operating loss carryforwards$320,167 Various dates beginning in 2029
Federal tax credits$132,920147,500 Various dates beginning in 20292037
Federal net operating loss carryforwards$3,906,2633,444,800 Indefinite
State net operating loss carryforwards$2,737,0832,640,300 Various dates beginning in 20252026
State tax credits$84,858120,300 Indefinite
Foreign net operating loss carryforwards$268,6531,011,800 Indefinite
A limitation may apply to the use of the net operating loss and credit carryforwards, under provisions of the Internal Revenue Code of 1986, as amended, and similar state tax provisions that are applicable if the Company experiences an “ownership change.” An ownership change may occur, for example, as a result of issuance of new equity. Should these limitations apply, the carryforwards would be subject to an annual limitation, resulting in a potential reduction in the gross deferred tax assets before considering the valuation allowance.
The Company's accounting for deferred taxes involves the evaluation of a number of factors concerning the realizability of its net deferred tax assets. The Company primarily considered such factors as its history of operating losses, the nature of the Company's deferred tax assets, and the timing, likelihood and amount, if any, of future taxable income during the periods in which those temporary differences and carryforwards become deductible. Additionally, in December 2020, the Company completed an intra-entity asset transfer of certain intellectual property rights to an Irish subsidiary where its international business is headquartered. The transfer resulted in a step-up in the tax basis of the transferred intellectual property rights and a correlated $135.5 million increase in foreign deferred tax assets.
At present, the Company does not believe that it is more likely than not that the federal, state and foreign net deferred tax assets will be realized, and accordingly, a full valuation allowance has been established. The valuation allowance increased by approximately $459.0$176.6 million and $421.9$220.5 million during the years ended December 31, 20212023 and 2020,2022, respectively.
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A reconciliation of the beginning and ending amount of unrecognized tax benefits is as follows:
Year Ended December 31,
202120202019
(In thousands)
Year Ended December 31,Year Ended December 31,
2023202320222021
(In thousands)(In thousands)
Unrecognized tax benefit, beginning of yearUnrecognized tax benefit, beginning of year$191,183 $49,042 $15,635 
Gross increases for tax positions of prior yearsGross increases for tax positions of prior years3,496 4,259 12,939 
Gross decrease for tax positions of prior years(10,693)(931)(395)
Gross decreases for tax positions of prior years
Gross increases for tax positions of current yearGross increases for tax positions of current year39,394 138,813 20,863 
Lapse of statute of limitations
Unrecognized tax benefit, end of yearUnrecognized tax benefit, end of year$223,380 $191,183 $49,042 
As of December 31, 2021,2023, the Company had approximately $223.4$233.8 million of unrecognized tax benefits. If the $223.4$233.8 million is recognized, $6.6$5.1 million would affect the effective tax rate. The remaining amount would be offset by the reversal of related deferred tax assets which are subject to a full valuation allowance.
The Company recognizes interest and penalties, if any, related to uncertain tax positions in its income tax provision. As of December 31, 20212023, 2022 and 2020,2021, such amounts are not significant.
The Company does not anticipate any significant changes within 12 months of December 31, 2021,2023, in its uncertain tax positions that would be material to theits consolidated financial statements taken as a whole because nearly all of the unrecognized tax benefit has been offset by a deferred tax asset, which has been reduced by a valuation allowance.
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The Company files U.S. federal income tax returns as well as income tax returns in many U.S. states and foreign jurisdictions. As of December 31, 2021,2023, the tax years 2008 through the current period remain open to examination by the major jurisdictions in which the Company is subject to tax. Fiscal yearsYears outside the normal statute of limitation remain open to audit by tax authorities due to tax attributes generated in those early years, which have been carried forward and may be audited in subsequent years when utilized. The Company is fully reserved for all open U.S. federal, state and local, or non-U.S. income tax examinations by any tax authorities.
On June 7, 2019, a three-judge panel from the U.S. Court of Appeals for the Ninth Circuit overturned the U.S. Tax Court's decision in Altera Corp. v. Commissioner and upheld the portion of the Treasury regulations under Section 482 of the Internal Revenue Code that requires related parties in a cost-sharing arrangement to share expenses related to share-based compensation. As a result of this decision, the Company's gross unrecognized tax benefits increased to reflect the impact of including share-based compensation in cost-sharing arrangements. On July 22, 2019, Altera filed a petition for a rehearing before the full Ninth Circuit and the request was denied on November 12, 2019. On February 10, 2020, Altera filed a petition to appeal the decision to the Supreme Court and on June 22, 2020 the Supreme Court denied the petition. There is no impact on the Company’s effective tax rate for years ended December 31, 20212023 and 20202022 due to a full valuation allowance against its deferred tax assets. We will continue to monitor future developments and their potential effects on our consolidated financial statements.
In connection with the Zipwhip acquisition, the Company recorded a net deferred tax liability which provides an additional source of taxable income to support the realization of the pre-existing deferred tax assets and, accordingly, during the year ended December 31, 2021, the Company released a total of $15.9 million of its U.S. valuation allowance. The Company continues to maintain a valuation allowance for its U.S. Federal and State net deferred tax assets.
In connection with the Segment acquisition, the Company recorded a net deferred tax liability which provides an additional source of taxable income to support the realization of the pre-existing deferred tax assets and, accordingly, during the year ended December 31, 2020, the Company released a total of $13.8 million of its U.S. valuation allowance. The Company continues to maintain a valuation allowance for its U.S. Federal and State net deferred tax assets.
In connection with the SendGrid acquisition, the Company recorded a net deferred tax liability which provides an additional source of taxable income to support the realization of the pre-existing deferred tax assets and, accordingly, during the year ended December 31, 2019, the Company released a total of $55.0 million of its U.S. valuation allowance. The Company continues to maintain a valuation allowance for its U.S. Federal and State net deferred tax assets.
The provision for and benefit from income taxes recorded in the years ended December 31, 20212023 and 2020, consists2022, respectively, consist primarily of income taxes, withholding taxes in foreign jurisdictions in which the Company conducts business and the tax benefit related to the release of valuation allowance from acquisitions. The Company’s U.S. operations have been in a loss position and the Company maintains a full valuation allowance against its U.S. deferred tax assets.

18. Subsequent Events
As described in Note 13(a), the Company was a party to a certain Framework Agreement, as amended, and a Subscription Agreement pursuant to which the Company intended to purchase up to $750.0 million in common stock of MBAC, subject to certain terms and conditions.
In February 2022, Syniverse, MBAC and the Merger Sub mutually terminated the Merger Agreement and the related proposed Merger. The parties agreed to this termination because the rate of MBAC shareholder redemptions for the proposed transaction would have exceeded the minimum cash condition for closing, which occurred as a result of the recent changes in market conditions. Consequently, the Company will not be purchasing any shares of common stock of, or making any investments in, MBAC.
Notwithstanding the above, the Framework Agreement between the Company, Syniverse and Carlyle remains in full force and effect. Pursuant to the terms and subject to the closing conditions set forth in the Framework Agreement, the parties are pursuing the alternative transaction, whereby the Company will make a minority investment of $500.0 million to $750.0 million in Syniverse and the parties (or their applicable subsidiaries) will enter into a wholesale agreement.
The transaction is expected to close in 2022.
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Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure
None.
Item 9A. Controls and Procedures
(a)    Evaluation of Disclosure Controls and Procedures
Our management, with the participation of our Chief Executive Officer and our PrincipalChief Financial Officer, has evaluated the effectiveness of our disclosure controls and procedures (as defined in Rules 13a-15(e) and 15d-15(e) under the Exchange Act), as of the end of the period covered by this Annual Report on Form 10-K.
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Based on this evaluation, our Chief Executive Officer and our PrincipalChief Financial Officer concluded that, as of December 31, 2021,2023, our disclosure controls and procedures were effective to provide reasonable assurance that information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC's rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our PrincipalChief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.
(b)    
Management's Annual Report on Internal Control Over Financial Reporting
Our management is responsible for establishing and maintaining adequate internal control over financial reporting and for the assessment of the effectiveness of internal control over financial reporting as defined in Rule 13a-15(f) and 15d-15(f) under the Exchange Act. Internal control over financial reporting is a process designed under the supervision and with the participation of our management, including our Chief Executive Officer and our PrincipalChief Financial Officer, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with U.S generally accepted accounting principles.
Under the supervision and with the participation of our Chief Executive Officer and our PrincipalChief Financial Officer and oversight of the board of directors, our management conducted an evaluation of the effectiveness of our internal control over financial reporting as of December 31, 2021,2023, based on the criteria set forth in Internal Control-Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on this evaluation, management concluded that our internal control over financial reporting was effective as of December 31, 2021.2023.
On July 14, 2021 the Company acquired Zipwhip, Inc. (“Zipwhip”). Management excluded Zipwhip from its assessment of the effectiveness of the Company’s internal control over financial reporting as of December 31, 2021. Zipwhip's total assets excluded from this assessment was $51.9 million, representing 0.4% of the Company’s consolidated total assets as of December 31, 2021, and Zipwhip's total revenue of $55.4 million represented 2% of the Company’s consolidated revenue for the year ended December 31, 2021.
The effectiveness of our internal control over financial reporting as of December 31, 20212023 has been audited by KPMG LLP, an independent registered public accounting firm, as stated in their report which is included in Part II, Item 8, “Financial Statements and Supplementary Data”,Data,” of this Annual Report on Form 10-K.
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(c)    Changes in Internal Control Over Financial Reporting
On July 14, 2021, the Company acquired Zipwhip. As a result of this acquisition, the Company is reviewing the internal controls of Zipwhip and is making appropriate changes as deemed necessary. Except for the changes in internal controls related to Zipwhip, thereThere were no changes in our internal control over financial reporting in connection with the evaluation required by Rule 13a-15 (d)Rules 13a-15(d) and 15d-15 (d)15d-15(d) of the Exchange Act that occurred during the quarterthree months ended December 31, 2021,2023, that materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.
(d)    Inherent Limitations on Effectiveness of Controls
Our management, including our Chief Executive Officer and our PrincipalChief Financial Officer, does not expect that our disclosure controls and procedures or our internal control over financial reporting will prevent or detect all errors and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within the Companyorganization have been detected. The design of any system of controls also is based in part upon certain assumptions about the likelihood of future events, and there can be no assurance that any design will succeed in achieving its stated goals under all potential future conditions. Over time, controls may become inadequate because of changes in conditions, or the degree of compliance with the policies or procedures may deteriorate. Because of the inherent limitations in a cost‑effective control system, misstatements due to error or fraud may occur and not be detected.
Item 9B. Other Information
Not applicable.Securities Trading Plans of Directors and Executive Officers
During the three months ended December 31, 2023, none of our directors or officers adopted or terminated a “Rule 10b5-1 trading arrangement” or a “non-Rule 10b5-1 trading arrangement” (each as defined in Item 408 of Regulation S-K).
Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections
Not applicable.
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PART III
Item 10. Directors, Executive Officers and Corporate Governance
The information required by this item is incorporated by reference to our Proxy Statement relating to our 20222024 Annual Meeting of Stockholders.Stockholders (the “Proxy Statement”). The Proxy Statement will be filed with the Securities and Exchange CommissionSEC within 120 days of the fiscal year ended December 31, 2021.
Codes of Business Conduct and Ethics2023.
Our board of directors has adopted a Codecode of Business Conduct and Ethicsconduct that applies to all officers, directors and employees, which is available on our website at (investors.twilio.com) under “Governance Documents”.“Governance.” We intend to satisfy the disclosure requirement under Item 5.05 of Form 8-K regarding amendments to, or waiver from, a provision of our Codecode of Business Conduct and Ethics andconduct by posting such information on the website address and location specified above.
Item 11. Executive Compensation
The information required by this item is incorporated by reference to ourthe Proxy Statement relating to our 2022 Annual Meeting of Stockholders. The Proxy Statement will be filed with the Securities and Exchange CommissionSEC within 120 days of the fiscal year ended December 31, 2021.2023.
Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters
The information required by this item is incorporated by reference to ourthe Proxy Statement relating to our 2022 Annual Meeting of Stockholders. The Proxy Statement will be filed with the Securities and Exchange CommissionSEC within 120 days of the fiscal year ended December 31, 2021.2023.
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Item 13. Certain Relationships and Related Transactions, and Director Independence
The information required by this item is incorporated by reference to ourthe Proxy Statement relating to our 2022 Annual Meeting of Stockholders. The Proxy Statement will be filed with the Securities and Exchange CommissionSEC within 120 days of the fiscal year ended December 31, 2021.2023.
Item 14. Principal Accountant Fees and Services
The information required by this item is incorporated by reference to ourthe Proxy Statement relating to our 2022 Annual Meeting of Stockholders. The Proxy Statement will be filed with the Securities and Exchange CommissionSEC within 120 days of the fiscal year ended December 31, 2021.2023.
PART IV
Item 15.     ExhibitsExhibit and Financial Statement Schedules
(a)The following documents are filed as part of this report:
1. Financial Statements
See Index to Financial Statements at Item 8 herein.
2. Financial Statement Schedules
Schedules not listed above have been omitted because they are not required, not applicable, or the required information is otherwise included.
3. Exhibits
The exhibits listed below are filed as part of this Annual Report on Form 10-K or are incorporated herein by reference, in each case as indicated below.
EXHIBIT INDEX
Exhibit
Number
Incorporated by Reference
DescriptionFormFile No.ExhibitFiling Date
2.1 10-Q001-378062.1July 30, 2021
2.2 S-3333-2498892.1November 5, 2020
2.3 8-K001-378062.1 August 17, 2021
3.1 S-1A333-2116343.1 June 13, 2016
3.2 10-Q001-378063.1 August 4, 2020
4.1 S-1333-2116344.1 May 26, 2016
4.2 S-1333-2116344.2 May 26, 2016
4.3 8-K001-378064.1 May 18, 2018
4.4 8-K001-378064.2 May 18, 2018
4.5 8-K001-378064.1 March 9, 2021

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4.6 8-K001-378064.2 March 9, 2021
4.7 8-K001-378064.3 March 9, 2021
4.8 8-K001-378064.4 March 9, 2021
4.9 10-K001-378064.5 February 26, 2021
10.1*10-K001-3780610.1 February 26, 2021
10.2*
10-K001-3780610.2 February 26, 2021
10.3*
10-K001-3780610.3 February 26, 2021
10.4*10-Q001-3780610.2 October 31, 2019
10.5*10-K001-3780610.5 February 26, 2021
10.6*10-K001-3780610.6 February 26, 2021
10.7*10-K001-3780610.7 February 26, 2021
10.8*10-Q001-3780610.1 October 31, 2019
10.9*S-8333-21163499.1 August 2, 2021
10.10*S-8333-21163499.2 August 2, 2021
10.11S-1333-21163410.6 May 26, 2016
10.12 10-Q001-3780610.1 November 8, 2018
10.13 10-Q001-3780610.2 November 8, 2018
10.14*8-K001-3780610.1 October 25, 2018
10.15*Filed herewith
10.16*Filed herewith
10.17*Filed herewith
10.18*10-Q001-3780610.1 May 10, 2018
10.19*10-Q001-3780610.2 May 10, 2018
10.20 8-K001-3780610.1 May 18, 2018
10.21+†10-Q001-3780610.1 May 6, 2021
21.1    Filed herewith
23.1    Filed herewith
31.1Filed herewith
31.2Filed herewith
32.1**Furnished herewith
101.INSInline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL documentFiled herewith
101.SCHInline XBRL Taxonomy Extension Schema Document.Filed herewith
101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document.Filed herewith
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document.Filed herewith
101.LABXBRL Taxonomy Extension Label Linkbase Document.Filed herewith
EXHIBIT INDEX
Exhibit
Number
Incorporated by Reference
DescriptionFormFile No.ExhibitFiling Date
2.1 10-Q001-378062.1 July 30, 2021
2.2 S-3333-2498892.1 November 5, 2020
3.1 S-1/A333-2116343.1June 13, 2016
3.2 8-K001-378063.1 February 9, 2024
3.3 8-K001-378063.1 June 29, 2023
4.1 S-1333-2116344.1 May 26, 2016
4.2 8-K001-378064.1 March 9, 2021
4.3 8-K001-378064.2 March 9, 2021
4.4 8-K001-378064.3 March 9, 2021
4.5 8-K001-378064.4 March 9, 2021
4.6 Filed herewith
10.1*10-K001-3780610.1 February 26, 2021
10.2*
10-K001-3780610.2 February 26, 2021
10.3*
10-K001-3780610.3 February 26, 2021
10.4*10-Q001-3780610.2 October 31, 2019
10.5*8-K001-3780610.1 February 22, 2023
10.6*10-Q001-3780610.1 November 4, 2022
10.7*10-Q001-3780610.1 October 31, 2019
10.8 8-K001-3780610.2 February 22, 2023
10.9*8-K001-3780610.3 February 22, 2023
10.10*10-Q001-3780610.6 May 10, 2023
10.11*8-K001-3780610.1 December 1, 2023
10.12*10-K001-3780610.17 February 22, 2022
10.13*10-Q001-3780610.1 August 5, 2022
10.14*10-K001-3780610.14 February 27, 2023
10.15*8-K001-3780610.2 January 8, 2024
10.16*8-K001-3780610.1 January 8, 2024
10.17 10-Q001-3780610.1 November 8, 2018
10.18 10-Q001-3780610.2 November 8, 2018
10.19†10-Q001-3780610.1 May 6, 2021
10.20 8-K001-378062.1 August 17, 2021
10.21 8-K001-378062.1 May 16, 2022
21.1    Filed herewith
23.1    Filed herewith
24.1Power of Attorney (included in signature page hereto)Filed herewith
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Table of Contents
Exhibit
Number
Incorporated by Reference
DescriptionFormFile No.ExhibitFiling Date
31.1Filed herewith
31.2Filed herewith
32.1**Furnished herewith
97.1Filed herewith
101.INSInline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL documentFiled herewith
101.SCHInline XBRL Taxonomy Extension Schema Document.Filed herewith
101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document.Filed herewith
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document.Filed herewith
101.LABXBRL Taxonomy Extension Label Linkbase Document.Filed herewith
101.PREInline XBRL Taxonomy Extension Presentation Linkbase Document.Filed herewith
104Cover Page with Interactive Data File (formatted as Inline XBRL with applicable taxonomy extension information contained in Exhibits 101).

+    Schedules and other similar attachments have been omitted pursuant to Item 601(b)(2) of Regulation S-K. The registrant hereby undertakes to furnish supplemental copies of any of the omitted schedules and other similar attachments upon request by the Securities and Exchange Commission.
†    Certain portions of this exhibit have been omitted because they are not material, and they are the type of information that the registrant treats as private or confidential.
*    Indicates a management contract or compensatory plan or arrangement.
**    The certifications furnished in Exhibit 32.1 hereto are deemed to accompany this Annual Report on Form 10-K and will not be deemed "filed" for purposes of Section 18 of the Securities Exchange Act of 1934, as amended, except to the extent that the registrant specifically incorporates it by reference.
Item 16. Form 10-K Summary
None.

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SIGNATURES
Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, as amended, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.

TWILIO INC.

By: /s/ KHOZEMA Z. SHIPCHANDLER
Khozema Z. Shipchandler
Chief Executive Officer

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Table of Contents
POWER OF ATTORNEY
Each person whose signature appears below constitutes and appoints Khozema Z. Shipchandler, Aidan Viggiano and Dana R. Wagner, and each of them, as his or her true and lawful attorney-in-fact and agent, with full power of substitution and resubstitution, for him or her and in his or her name, place and stead, in any and all capacities, to sign any and all amendments to this Annual Report on Form 10-K, and to file the same, with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange Commission, granting unto said attorneys-in-fact and agents, and each of them, full power and authority to do and perform each and every act and thing requisite and necessary to be done in connection therewith, as fully to all intents and purposes as he or she might or could do in person, hereby ratifying and confirming all that said attorneys-in-fact and agents, or any of them, or their or his or her substitutes, may lawfully do or cause to be done by virtue thereof.
Pursuant to the requirements of the Securities Exchange Act of 1934, as amended, this report has been signed below by the following persons on behalf of the registrant and in the capacities and on the dates indicated:
Twilio Inc.
February 22, 202227, 2024 /s/ JEFF LAWSONKHOZEMA Z. SHIPCHANDLER
Jeff Lawson
Khozema Z. Shipchandler
Director and Chief Executive Officer (Principal Executive Officer)
February 22, 202227, 2024 /s/ KHOZEMA Z. SHIPCHANDLERAIDAN VIGGIANO
Khozema Z. Shipchandler
Aidan Viggiano
Chief OperatingFinancial Officer (Principal Accounting and Financial Officer)
February 22, 202227, 2024 /s/ RICHARD L. DALZELLCHARLIE BELL
Richard L. Dalzell
Charlie Bell
Director
February 22, 202227, 2024 /s/ BYRON B. DEETER
Byron B. Deeter
Director
February 22, 2022/s/ ELENA A. DONIO
Elena A. Donio
Director
February 22, 202227, 2024 /s/ DONNA L. DUBINSKY
Donna L. Dubinsky
Director
February 22, 202227, 2024 /s/ JEFF EPSTEIN
Jeff Epstein
Director
February 22, 202227, 2024 /s/ JEFFREY R. IMMELT
Jeffrey R. Immelt
Director
February 22, 202227, 2024/s/ DEVAL L. PATRICK
Deval L. Patrick
Director
February 22, 202227, 2024/s/ ERIKA ROTTENBERG
Erika Rottenberg
Director
February 27, 2024/s/ MIYUKI SUZUKI
Miyuki Suzuki
Director
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