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

Form 10-Q
______________________________________________________________________________________________________
QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 
For the Quarterly Period Ended June 30, 20212022
OR
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: 001-35444

YELP INC.

(Exact Name of Registrant as Specified in Its Charter)
______________________________________________________________________________________________________
Delaware20-1854266
(State or Other Jurisdiction of Incorporation or Organization)(I.R.S. Employer Identification No.)
140 New Montgomery350 Mission Street, 910th Floor
San Francisco, California 94105
(Address of principal executive offices) (Zip Code)

(415) 908-3801
(Registrant’s Telephone Number, Including Area Code)

Securities registered pursuant to Section 12(b) of the Act:
Title of Each ClassTrading Symbol(s)Name of Each Exchange on Which Registered
Common Stock, par value $0.000001 per shareYELPNew York Stock Exchange LLC
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    No  
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    No 
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 filerAccelerated 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. 
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes    No  
As of August 3, 2021,July 29, 2022, there were 73,564,96470,273,827 shares outstanding of the registrant’s common stock, par value $0.000001 per share.


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YELP INC.
QUARTERLY REPORT ON FORM 10-Q
TABLE OF CONTENTS
Page
Part I.
Item 1.
Item 2.
Item 3.
Item 4.
Part II.
Item 1.
Item 1A.
Item 2.
Item 3.
Item 4.
Item 5.
Item 6.

Unless the context suggests otherwise, references in this Quarterly Report on Form 10-Q (the “Quarterly Report”) to “Yelp,” the “Company,” “we,” “us” and “our” refer to Yelp Inc. and, where appropriate, its subsidiaries.
Unless the context otherwise indicates, where we refer in this Quarterly Report to our “mobile application” or “mobile app,” we refer to all of our applications for mobile-enabled devices; references to our “mobile platform” refer to both our mobile app and the versions of our website that are optimized for mobile-based browsers. Similarly, references to our “website” refer to versions of our website dedicated to both desktop- and mobile-based browsers, as well as the U.S. and international versions of our website.

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SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS
This Quarterly Report contains forward-looking statements that involve risks, uncertainties and assumptions that, if they never materialize or prove incorrect, could cause our results to differ materially from those expressed or implied by such forward-looking statements. All statements contained in this Quarterly Report that are not purely historical, including statements regarding our future results of operations or financial condition, business strategy and plans, and objectives of management for future operations, are 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”). Forward-looking statements may include, but are not limited to, statements about:
our financial performance, including our revenue, operating expenses and margins, as well as our ability to sustainmaintain profitability;
our ability to maintain and expand our advertiser base;
our strategic initiatives to support revenue growth and margin expansion;
our investment plans and priorities, including planned investments in product development, marketing and our sales channels, as well as our ability to execute against those priorities and the results thereof;
our plansability to operate with a primarily distributed workforce as well as the benefits and costs thereof;
trends and expectations regarding customer and revenue retention;
trends and expectations regarding our key metrics, including consumer traffic and engagement and the opportunity they present for growth;
our liquidity and working capital requirements; and
our plans with respect to our stock repurchase program.
Forward-looking statements are often identified by the use of words such as, but not limited to, “anticipate,” “believe,” “can,” “continue,” “could,” “estimate,” “expect,” “intend,” “may,” “might,” “plan,” “project,” “seek,” “should,” “target,” “will,” “would” and similar expressions or variations intended to identify forward-looking statements.
These statements are based on the beliefs and assumptions of our management, which are in turn based on information currently available to management. Such forward-looking statements are subject to risks, uncertainties and other important factors that could cause actual results and the timing of certain events to differ materially from future results expressed or implied by such forward-looking statements. Moreover, we operate in a very competitive and rapidly changing environment. New risks emerge from time to time. It is not possible for our management to predict all risks, nor can we assess the impact of all factors on our business or the extent to which any factor, or combination of factors, may cause actual results to differ materially from those contained in any forward-looking statements we may make. In light of these risks, uncertainties and assumptions, the forward-looking events and circumstances discussed in this Quarterly Report may not occur and actual results could differ materially and adversely from those anticipated or implied in the forward-looking statements.
Factors that could cause or contribute to such differences include, but are not limited to, those discussed in the section titled “Risk Factors” included under Part I, Item 1A in our Annual Report on Form 10-K for the year ended December 31, 20202021 (the "Annual Report"“Annual Report”), as updated by Part II, Item 1A of this Quarterly Report, and elsewhere in this Quarterly Report, such as:
fluctuations in the number of COVID-19 cases, vaccinationrates in the United States, the timeframe for lifting of pandemic-related businessadverse macroeconomic conditions and travel restrictions as well as the potential re-imposition thereof, the emergence of COVID-19 variantstheir impact on consumer behavior and related public health and consumer responses, and the pace of economic recovery in local economies and the United States generallyadvertiser spending;
our ability to maintain and expand our advertiser base, particularly as many businesses continue to be subject to operating restrictions in connection with the COVID-19 pandemicface macroeconomic challenges, including labor and supply chain difficulties;
our ability to execute on our strategic initiatives and the effectiveness thereof;
our ability to hire, retain, motivate and effectively manage well-qualified employees in a primarily remote work environment;
our ability to maintain and increase user engagement on our platform, including our ability to generate, maintain and recommend sufficient content that consumers find relevant, helpful and reliable;
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our reliance on third-party service providers and strategic partners;
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our reliance on search engines and application marketplaces, certain providers of which offer products and services that compete directly with our products;
our ability to maintain the uninterrupted and proper operation of our technology and network infrastructure;
actual or perceived security breaches as well as errors, vulnerabilities or defects in our software or in products of third-party providers;
our ability to generate sufficient revenue to regainmaintain profitability, particularly in light of our limited operating history in an evolving industry, significant ongoing investments in our strategic initiatives, and the ongoing impact of the COVID-19 pandemic and our relief initiativesmacroeconomic challenges;
our ability to accurately forecast revenue and appropriately plan expenses;
our ability to operate effectively on mobile devices and other platforms beyond desktop computers;
our actual or perceived failure to comply with laws and regulations applicable to our business;
our ability to maintain, protect and enhance the Yelp brand and manage negative publicity that may arise; and
our ability to successfully manage any strategic opportunities, including the acquisition and integration of any new businesses, solutions or technologies, as well as our ability to monetize the acquired products.
Furthermore, such forward-looking statements speak only as of the date of this report. Except as required by law, we undertake no obligation to update any forward-looking statements to reflect events or circumstances after the date of such statements.
NOTE REGARDING METRICS
We review a number of performance metrics to evaluate our business, measure our performance, identify trends in our business, prepare financial projections and make strategic decisions. Please see the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key Metrics” in this Quarterly Report and in our Annual Report for information on how we define our key metrics. Unless otherwise stated, these metrics do not include metrics from Yelp Reservations, Yelp Waitlistsubscription products or our business-owner products.
While our metrics are based on what we believe to be reasonable calculations, there are inherent challenges in measuring usage across our large user base. Certain of our performance metrics, including the number of unique devices accessing our mobile app, ad clicks, average cost-per-click and active claimed local business locations, are tracked with internal company tools, which are not independently verified by any third party and have a number of limitations. For example, our metrics may be affected by mobile applications that automatically contact our servers for regular updates with no discernible user action involved; this activity can cause our system to count the device associated with the app as an app unique device in a given period. Although we take steps to exclude such activity and, as a result, do not believe it has had a material impact on our reported metrics, our efforts may not successfully account for all such activity.
Our metrics that are calculated based on data from third parties — the number of desktop and mobile website unique visitors — are subject to similar limitations. Our third-party providers periodically encounter difficulties in providing accurate data for such metrics as a result of a variety of factors, including human and software errors. In addition, because these traffic metrics are tracked based on unique cookie identifiers, an individual who accesses our website from multiple devices with different cookies may be counted as multiple unique visitors, and multiple individuals who access our website from a shared device with a single cookie may be counted as a single unique visitor. As a result, the calculations of our unique visitors may not accurately reflect the number of people actually visiting our website.
Our measures of traffic and other key metrics may also differ from estimates published by third parties (other than those whose data we use to calculate such metrics) or from similar metrics of our competitors. We are continually seeking to improve our ability to measure these key metrics, and regularly review our processes to assess potential improvements to their accuracy. From time to time, we may discover inaccuracies in our metrics or make adjustments to improve their accuracy, including adjustments that may result in the recalculation of our historical metrics. We believe that any such inaccuracies or adjustments are immaterial unless otherwise stated.

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PART I. FINANCIAL INFORMATION
ITEM 1. FINANCIAL STATEMENTS
YELP INC.
CONDENSED CONSOLIDATED BALANCE SHEETS
(In thousands, except share data)par value)
(Unaudited)
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
AssetsAssetsAssets
Current assets:Current assets:Current assets:
Cash and cash equivalentsCash and cash equivalents$558,227 $595,875 Cash and cash equivalents$421,162 $479,783 
Accounts receivable (net of allowance for doubtful accounts of $9,289 and $11,559 at June 30, 2021 and December 31, 2020, respectively)101,542 88,400 
Accounts receivable (net of allowance for doubtful accounts of $8,686 and $7,153 at June 30, 2022 and December 31, 2021, respectively)Accounts receivable (net of allowance for doubtful accounts of $8,686 and $7,153 at June 30, 2022 and December 31, 2021, respectively)124,690 107,358 
Prepaid expenses and other current assetsPrepaid expenses and other current assets29,413 28,450 Prepaid expenses and other current assets65,334 57,536 
Total current assetsTotal current assets689,182 712,725 Total current assets611,186 644,677 
Property, equipment and software, netProperty, equipment and software, net92,627 101,718 Property, equipment and software, net82,212 83,857 
Operating lease right-of-use assetsOperating lease right-of-use assets143,617 168,209 Operating lease right-of-use assets122,698 140,785 
GoodwillGoodwill107,630 109,261 Goodwill101,526 105,128 
Intangibles, netIntangibles, net12,095 13,521 Intangibles, net9,679 10,673 
Restricted cashRestricted cash1,027 665 Restricted cash1,052 858 
Other non-current assetsOther non-current assets59,066 48,848 Other non-current assets94,815 64,550 
Total assetsTotal assets$1,105,244 $1,154,947 Total assets$1,023,168 $1,050,528 
Liabilities and Stockholders' EquityLiabilities and Stockholders' EquityLiabilities and Stockholders' Equity
Current liabilities:Current liabilities:Current liabilities:
Accounts payable and accrued liabilitiesAccounts payable and accrued liabilities$106,190 $87,760 Accounts payable and accrued liabilities$132,688 $119,620 
Operating lease liabilities — currentOperating lease liabilities — current47,858 51,161 Operating lease liabilities — current41,177 40,237 
Deferred revenueDeferred revenue5,175 4,109 Deferred revenue6,141 4,156 
Total current liabilitiesTotal current liabilities159,223 143,030 Total current liabilities180,006 164,013 
Operating lease liabilities — long-termOperating lease liabilities — long-term134,448 148,935 Operating lease liabilities — long-term105,809 127,979 
Other long-term liabilities Other long-term liabilities8,109 8,448  Other long-term liabilities18,749 7,218 
Total liabilitiesTotal liabilities301,780 300,413 Total liabilities304,564 299,210 
Commitments and contingencies (Note 12)
00
Commitments and contingencies (Note 11)
Commitments and contingencies (Note 11)
00
Stockholders' equity:Stockholders' equity:Stockholders' equity:
Common stock, $0.000001 par value — 200,000,000 shares authorized, 74,589,907 shares issued and 74,486,037 shares outstanding at June 30, 2021, and 75,371,368 shares issued and 75,272,350 shares outstanding at December 31, 2020
Common stock, $0.000001 par value — 200,000 shares authorized, 71,226 shares issued and 71,119 shares outstanding at June 30, 2022, and 72,171 shares issued and outstanding at December 31, 2021Common stock, $0.000001 par value — 200,000 shares authorized, 71,226 shares issued and 71,119 shares outstanding at June 30, 2022, and 72,171 shares issued and outstanding at December 31, 2021— — 
Additional paid-in capitalAdditional paid-in capital1,464,490 1,398,248 Additional paid-in capital1,587,337 1,522,572 
Treasury stockTreasury stock(4,250)(2,964)Treasury stock(3,138)— 
Accumulated other comprehensive lossAccumulated other comprehensive loss(8,378)(6,807)Accumulated other comprehensive loss(15,657)(11,090)
Accumulated deficitAccumulated deficit(648,398)(533,943)Accumulated deficit(849,938)(760,164)
Total stockholders' equityTotal stockholders' equity803,464 854,534 Total stockholders' equity718,604 751,318 
Total liabilities and stockholders' equityTotal liabilities and stockholders' equity$1,105,244 $1,154,947 Total liabilities and stockholders' equity$1,023,168 $1,050,528 

See Notes to Condensed Consolidated Financial Statements.
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YELP INC.
CONDENSED CONSOLIDATED STATEMENTS OF OPERATIONS
(In thousands, except per share data)
(Unaudited)
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Net revenueNet revenue$257,188 $169,030 $489,284 $418,931 Net revenue$298,884 $257,188 $575,512 $489,284 
Costs and expenses:Costs and expenses:Costs and expenses:
Cost of revenue (exclusive of depreciation and amortization shown separately below)Cost of revenue (exclusive of depreciation and amortization shown separately below)17,993 11,825 32,867 28,672 Cost of revenue (exclusive of depreciation and amortization shown separately below)26,988 17,993 50,417 32,867 
Sales and marketingSales and marketing113,641 96,289 226,550 233,586 Sales and marketing129,412 113,641 255,509 226,550 
Product developmentProduct development68,695 53,969 136,687 121,082 Product development76,848 68,695 157,533 136,687 
General and administrativeGeneral and administrative45,095 26,402 76,956 69,938 General and administrative38,377 45,095 77,760 76,956 
Depreciation and amortizationDepreciation and amortization12,833 12,582 25,916 24,940 Depreciation and amortization11,258 12,833 22,748 25,916 
RestructuringRestructuring12 3,312 32 3,312 Restructuring— 12 — 32 
Total costs and expensesTotal costs and expenses258,269 204,379 499,008 481,530 Total costs and expenses282,883 258,269 563,967 499,008 
Loss from operations(1,081)(35,349)(9,724)(62,599)
Income (loss) from operationsIncome (loss) from operations16,001 (1,081)11,545 (9,724)
Other income, netOther income, net542 495 1,247 2,878 Other income, net1,327 542 2,256 1,247 
Loss before income taxes(539)(34,854)(8,477)(59,721)
Benefit from income taxes(4,751)(10,864)(6,893)(20,228)
Income (loss) before income taxesIncome (loss) before income taxes17,328 (539)13,801 (8,477)
Provision for (benefit from) income taxesProvision for (benefit from) income taxes9,319 (4,751)6,707 (6,893)
Net income (loss) attributable to common stockholdersNet income (loss) attributable to common stockholders$4,212 $(23,990)$(1,584)$(39,493)Net income (loss) attributable to common stockholders$8,009 $4,212 $7,094 $(1,584)
Net income (loss) per share attributable to common stockholdersNet income (loss) per share attributable to common stockholdersNet income (loss) per share attributable to common stockholders
BasicBasic$0.06 $(0.33)$(0.02)$(0.55)Basic$0.11 $0.06 $0.10 $(0.02)
DilutedDiluted$0.05 $(0.33)$(0.02)$(0.55)Diluted$0.11 $0.05 $0.10 $(0.02)
Weighted-average shares used to compute net income (loss) per share attributable to common stockholdersWeighted-average shares used to compute net income (loss) per share attributable to common stockholdersWeighted-average shares used to compute net income (loss) per share attributable to common stockholders
BasicBasic74,807 72,413 75,025 71,980 Basic71,217 74,807 71,427 75,025 
DilutedDiluted78,983 72,413 75,025 71,980 Diluted72,835 78,983 73,572 75,025 

See Notes to Condensed Consolidated Financial Statements.

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YELP INC.
CONDENSED CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME (LOSS)
(In thousands)
(Unaudited)
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
2021202020212020 2022202120222021
Net income (loss)Net income (loss)$4,212 $(23,990)$(1,584)$(39,493)Net income (loss)$8,009 $4,212 $7,094 $(1,584)
Other comprehensive income (loss):
Other comprehensive (loss) income:Other comprehensive (loss) income:
Foreign currency translation adjustments, net of taxForeign currency translation adjustments, net of tax1,181 1,018 (1,571)(86)Foreign currency translation adjustments, net of tax(3,754)1,181 (4,567)(1,571)
Other comprehensive income (loss)1,181 1,018 (1,571)(86)
Other comprehensive (loss) incomeOther comprehensive (loss) income(3,754)1,181 (4,567)(1,571)
Comprehensive income (loss)Comprehensive income (loss)$5,393 $(22,972)$(3,155)$(39,579)Comprehensive income (loss)$4,255 $5,393 $2,527 $(3,155)

See Notes to Condensed Consolidated Financial Statements.


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YELP INC.
CONDENSED CONSOLIDATED STATEMENTS OF STOCKHOLDERS' EQUITY
(In thousands, except share data)thousands)
(Unaudited)
Common StockAdditional Paid-In CapitalTreasury StockAccumulated Other Comprehensive LossAccumulated DeficitTotal Stockholders' EquityCommon StockAdditional Paid-In CapitalTreasury StockAccumulated
Other Comprehensive Loss
Accumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
Balance as of March 31, 202071,887,846 $$1,283,885 $$(12,863)$(508,590)$762,432 
Balance as of March 31, 2021Balance as of March 31, 202175,153 $— $1,428,890 $(3,313)$(9,559)$(588,918)$827,100 
Issuance of common stock upon exercises of employee stock optionsIssuance of common stock upon exercises of employee stock options21,510 — 209 — — — 209 Issuance of common stock upon exercises of employee stock options41 — 863 — — — 863 
Issuance of common stock upon vesting of restricted stock units ("RSUs")Issuance of common stock upon vesting of restricted stock units ("RSUs")778,176 — — — — — — Issuance of common stock upon vesting of restricted stock units ("RSUs")744 — — — — — — 
Issuance of common stock for employee stock purchase planIssuance of common stock for employee stock purchase plan433,697 — 8,014 — — — 8,014 Issuance of common stock for employee stock purchase plan255 — 8,675 — — — 8,675 
Stock-based compensation (inclusive of capitalized stock-based compensation)Stock-based compensation (inclusive of capitalized stock-based compensation)— — 33,637 — — — 33,637 Stock-based compensation (inclusive of capitalized stock-based compensation)— — 44,174 — — — 44,174 
Shares withheld related to net share settlement of equity awardsShares withheld related to net share settlement of equity awards— — (18,112)— — — (18,112)
Repurchases of common stockRepurchases of common stock— — — (64,629)— — (64,629)
Retirement of common stockRetirement of common stock(1,603)— — 63,692 — (63,692)— 
Foreign currency adjustments, net of taxForeign currency adjustments, net of tax— — — — 1,181 — 1,181 
Net incomeNet income— — — — — 4,212 4,212 
Balance as of June 30, 2021Balance as of June 30, 202174,590 $— $1,464,490 $(4,250)$(8,378)$(648,398)$803,464 
Foreign currency adjustments, net of tax— — — — 1,018 — 1,018 
Net loss— — — — — (23,990)(23,990)
Balance as of June 30, 202073,121,229 $$1,325,745 $$(11,845)$(532,580)$781,320 
Balance as of March 31, 202175,153,089 $$1,428,890 $(3,313)$(9,559)$(588,918)$827,100 
Balance as of March 31, 2022Balance as of March 31, 202271,641 $— $1,547,337 $(2,886)$(11,903)$(808,199)$724,349 
Issuance of common stock upon exercises of employee stock optionsIssuance of common stock upon exercises of employee stock options40,979 — 863 — — — 863 Issuance of common stock upon exercises of employee stock options61 — 1,351 — — — 1,351 
Issuance of common stock upon vesting of RSUsIssuance of common stock upon vesting of RSUs744,337 — — — — — — Issuance of common stock upon vesting of RSUs710 — — — — — — 
Issuance of common stock for employee stock purchase planIssuance of common stock for employee stock purchase plan254,449 — 8,675 — — — 8,675 Issuance of common stock for employee stock purchase plan364 — 9,110 — — — 9,110 
Stock-based compensation (inclusive of capitalized stock-based compensation)Stock-based compensation (inclusive of capitalized stock-based compensation)— — 44,174 — — — 44,174 Stock-based compensation (inclusive of capitalized stock-based compensation)— — 43,224 — — — 43,224 
Shares withheld related to net share settlement of equity awardsShares withheld related to net share settlement of equity awards— — (18,112)— — — (18,112)Shares withheld related to net share settlement of equity awards— — (13,685)— — — (13,685)
Repurchases of common stockRepurchases of common stock— — — (64,629)— — (64,629)Repurchases of common stock— — — (50,000)— — (50,000)
Retirement of common stockRetirement of common stock(1,602,947)— — 63,692 — (63,692)Retirement of common stock(1,550)— — 49,748 — (49,748)— 
Foreign currency adjustments, net of taxForeign currency adjustments, net of tax— — — — 1,181 — 1,181 Foreign currency adjustments, net of tax— — — — (3,754)— (3,754)
Net incomeNet income— — — — — 4,212 4,212 Net income— — — — — 8,009 8,009 
Balance as of June 30, 202174,589,907 $$1,464,490 $(4,250)$(8,378)$(648,398)$803,464 
Balance as of June 30, 2022Balance as of June 30, 202271,226 $— $1,587,337 $(3,138)$(15,657)$(849,938)$718,604 

See Notes to Condensed Consolidated Financial Statements.








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YELP INC.
CONDENSED CONSOLIDATED STATEMENTS OF STOCKHOLDERS' EQUITY (CONTINUED)
(In thousands, except share data)thousands)
(Unaudited)
Common StockAdditional Paid-In CapitalTreasury StockAccumulated Other Comprehensive LossAccumulated DeficitTotal Stockholders' EquityCommon StockAdditional Paid-In CapitalTreasury StockAccumulated
Other Comprehensive Loss
Accumulated DeficitTotal Stockholders' Equity
SharesAmountSharesAmount
Balance as of December 31, 201971,185,468 $$1,259,803 $$(11,759)$(493,053)$754,991 
Cumulative effect adjustment upon adoption of ASU 2016-13— — — — — (34)(34)
Issuance of common stock upon exercises of employee stock options222,357 — 2,794 — — — 2,794 
Issuance of common stock upon vesting of RSUs1,279,707 — — — — — — 
Issuance of common stock for employee stock purchase plan433,697 — 8,014 — — — 8,014 
Stock-based compensation (inclusive of capitalized stock-based compensation)— — 66,886 — — — 66,886 
Shares withheld related to net share settlement of equity awards— — (11,752)— — — (11,752)
Balance as of December 31, 2020Balance as of December 31, 202075,371 $— $1,398,248 $(2,964)$(6,807)$(533,943)$854,534 
Foreign currency adjustments, net of tax— — — — (86)— (86)
Net loss— — — — — (39,493)(39,493)
Balance as of June 30, 202073,121,229 $$1,325,745 $$(11,845)$(532,580)$781,320 
Balance as of December 31, 202075,371,368 $$1,398,248 $(2,964)$(6,807)$(533,943)$854,534 
Issuance of common stock upon exercises of employee stock optionsIssuance of common stock upon exercises of employee stock options564,923 — 6,912 — — — 6,912 Issuance of common stock upon exercises of employee stock options565 — 6,912 — — — 6,912 
Issuance of common stock upon vesting of RSUsIssuance of common stock upon vesting of RSUs1,414,302 — — — — — — Issuance of common stock upon vesting of RSUs1,414 — — — — — — 
Issuance of common stock for employee stock purchase planIssuance of common stock for employee stock purchase plan254,449 — 8,675 — — — 8,675 Issuance of common stock for employee stock purchase plan255 — 8,675 — — — 8,675 
Stock-based compensation (inclusive of capitalized stock-based compensation)Stock-based compensation (inclusive of capitalized stock-based compensation)— — 85,693 — — — 85,693 Stock-based compensation (inclusive of capitalized stock-based compensation)— — 85,693 — — — 85,693 
Shares withheld related to net share settlement of equity awardsShares withheld related to net share settlement of equity awards— — (35,038)— — — (35,038)Shares withheld related to net share settlement of equity awards— — (35,038)— — — (35,038)
Repurchases of common stockRepurchases of common stock— — — (114,157)— — (114,157)Repurchases of common stock— — — (114,157)— — (114,157)
Retirement of common stockRetirement of common stock(3,015,135)— — 112,871 — (112,871)Retirement of common stock(3,015)— — 112,871 — (112,871)— 
Foreign currency adjustments, net of taxForeign currency adjustments, net of tax— — — — (1,571)— (1,571)Foreign currency adjustments, net of tax— — — — (1,571)— (1,571)
Net lossNet loss— — — — — (1,584)(1,584)Net loss— — — — — (1,584)(1,584)
Balance as of June 30, 2021Balance as of June 30, 202174,589,907 $$1,464,490 $(4,250)$(8,378)$(648,398)$803,464 Balance as of June 30, 202174,590 $— $1,464,490 $(4,250)$(8,378)$(648,398)$803,464 
Balance as of December 31, 2021Balance as of December 31, 202172,171 $— $1,522,572 $— $(11,090)$(760,164)$751,318 
Issuance of common stock upon exercises of employee stock optionsIssuance of common stock upon exercises of employee stock options88 — 1,939 — — — 1,939 
Issuance of common stock upon vesting of RSUsIssuance of common stock upon vesting of RSUs1,535 — — — — — — 
Issuance of common stock for employee stock purchase planIssuance of common stock for employee stock purchase plan364 — 9,110 — — — 9,110 
Stock-based compensation (inclusive of capitalized stock-based compensation)Stock-based compensation (inclusive of capitalized stock-based compensation)— — 85,991 — — — 85,991 
Shares withheld related to net share settlement of equity awardsShares withheld related to net share settlement of equity awards— — (32,275)— — — (32,275)
Repurchases of common stockRepurchases of common stock— — — (100,006)— — (100,006)
Retirement of common stockRetirement of common stock(2,932)— — 96,868 — (96,868)— 
Foreign currency adjustments, net of taxForeign currency adjustments, net of tax— — — — (4,567)— (4,567)
Net incomeNet income— — — — — 7,094 7,094 
Balance as of June 30, 2022Balance as of June 30, 202271,226 $— $1,587,337 $(3,138)$(15,657)$(849,938)$718,604 

See Notes to Condensed Consolidated Financial Statements.

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YELP INC.
CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS
(In thousands)
(Unaudited)
Six Months Ended
June 30,
Six Months Ended
June 30,
2021202020222021
Operating ActivitiesOperating ActivitiesOperating Activities
Net loss$(1,584)$(39,493)
Adjustments to reconcile net loss to net cash provided by operating activities:
Net income (loss)Net income (loss)$7,094 $(1,584)
Adjustments to reconcile net income (loss) to net cash provided by operating activities:Adjustments to reconcile net income (loss) to net cash provided by operating activities:
Depreciation and amortizationDepreciation and amortization25,916 24,940 Depreciation and amortization22,748 25,916 
Provision for doubtful accountsProvision for doubtful accounts7,240 21,897 Provision for doubtful accounts12,676 7,240 
Stock-based compensationStock-based compensation80,104 62,335 Stock-based compensation81,121 80,104 
Noncash lease costNoncash lease cost20,712 20,984 Noncash lease cost16,870 20,712 
Deferred income taxesDeferred income taxes(7,755)(14,263)Deferred income taxes(24,114)(7,755)
Amortization of deferred costAmortization of deferred cost8,413 6,881 
Asset impairmentAsset impairment11,164 Asset impairment— 11,164 
Other adjustments, netOther adjustments, net386 876 Other adjustments, net717 386 
Changes in operating assets and liabilities:Changes in operating assets and liabilities:Changes in operating assets and liabilities:
Accounts receivableAccounts receivable(20,382)12,910 Accounts receivable(30,014)(20,382)
Prepaid expenses and other assetsPrepaid expenses and other assets88 604 Prepaid expenses and other assets(22,149)(6,793)
Operating lease liabilitiesOperating lease liabilities(22,489)(22,520)Operating lease liabilities(19,813)(22,489)
Accounts payable, accrued liabilities and other liabilitiesAccounts payable, accrued liabilities and other liabilities15,707 (11,021)Accounts payable, accrued liabilities and other liabilities24,683 15,707 
Net cash provided by operating activitiesNet cash provided by operating activities109,107 57,249 Net cash provided by operating activities78,232 109,107 
Investing ActivitiesInvesting ActivitiesInvesting Activities
Sales and maturities of marketable securities — available-for-sale290,395 
Purchases of marketable securities — held-to-maturity(87,438)
Maturities of marketable securities — held-to-maturity93,200 
Purchases of property, equipment and softwarePurchases of property, equipment and software(13,286)(17,004)Purchases of property, equipment and software(14,498)(13,286)
Other investing activitiesOther investing activities90 328 Other investing activities19 90 
Net cash (used in) provided by investing activities(13,196)279,481 
Net cash used in investing activitiesNet cash used in investing activities(14,479)(13,196)
Financing ActivitiesFinancing ActivitiesFinancing Activities
Proceeds from issuance of common stock for employee stock-based plansProceeds from issuance of common stock for employee stock-based plans15,587 10,808 Proceeds from issuance of common stock for employee stock-based plans11,026 15,587 
Taxes paid related to the net share settlement of equity awardsTaxes paid related to the net share settlement of equity awards(34,824)(12,557)Taxes paid related to the net share settlement of equity awards(32,046)(34,824)
Repurchases of common stockRepurchases of common stock(114,157)Repurchases of common stock(100,006)(114,157)
Other financing activities(356)
Net cash used in financing activitiesNet cash used in financing activities(133,394)(2,105)Net cash used in financing activities(121,026)(133,394)
Effect of exchange rate changes on cash, cash equivalents and restricted cashEffect of exchange rate changes on cash, cash equivalents and restricted cash197 (340)Effect of exchange rate changes on cash, cash equivalents and restricted cash(1,154)197 
Change in cash, cash equivalents and restricted cashChange in cash, cash equivalents and restricted cash(37,286)334,285 Change in cash, cash equivalents and restricted cash(58,427)(37,286)
Cash, cash equivalents and restricted cash — Beginning of periodCash, cash equivalents and restricted cash — Beginning of period596,540 192,318 Cash, cash equivalents and restricted cash — Beginning of period480,641 596,540 
Cash, cash equivalents and restricted cash — End of periodCash, cash equivalents and restricted cash — End of period$559,254 $526,603 Cash, cash equivalents and restricted cash — End of period$422,214 $559,254 
Supplemental Disclosures of Other Cash Flow InformationSupplemental Disclosures of Other Cash Flow InformationSupplemental Disclosures of Other Cash Flow Information
Refunds received for income taxes, net$(586)$(298)
Cash paid (refund received) for income taxes, netCash paid (refund received) for income taxes, net$23,727 $(586)
Supplemental Disclosures of Noncash Investing and Financing ActivitiesSupplemental Disclosures of Noncash Investing and Financing ActivitiesSupplemental Disclosures of Noncash Investing and Financing Activities
Purchases of property, equipment and software recorded in accounts payable and accrued liabilitiesPurchases of property, equipment and software recorded in accounts payable and accrued liabilities$1,295 $615 Purchases of property, equipment and software recorded in accounts payable and accrued liabilities$3,836 $1,295 
Tax liabilities related to equity awards included in accounts payable and accrued liabilitiesTax liabilities related to equity awards included in accounts payable and accrued liabilities$21 $Tax liabilities related to equity awards included in accounts payable and accrued liabilities$39 $21 
Operating lease right-of-use assets obtained in exchange for new operating lease liabilitiesOperating lease right-of-use assets obtained in exchange for new operating lease liabilities$4,497 $11,833 Operating lease right-of-use assets obtained in exchange for new operating lease liabilities$— $4,497 
Repurchases of common stock recorded in accounts payable and accrued liabilitiesRepurchases of common stock recorded in accounts payable and accrued liabilities$3,444 $Repurchases of common stock recorded in accounts payable and accrued liabilities$2,397 $3,444 

See Notes to Condensed Consolidated Financial Statements.
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YELP INC.
NOTES TO CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
(Unaudited)
1. DESCRIPTION OF BUSINESS AND BASIS FOR PRESENTATION
Yelp Inc. was incorporated in Delaware on September 3, 2004. Except where specifically noted or the context otherwise requires, the use of terms such as the "Company" and "Yelp" in these Notes to Condensed Consolidated Financial Statements refers to Yelp Inc. and its subsidiaries.
Yelp is a trusted local resource for consumers and a partner in success for businesses of all sizes. Consumers trust Yelp for its extensive ratings and reviews of businesses across a broad range of categories, while businesses advertise on Yelp to reach its large audience of purchase-oriented and generally affluent consumers.
Basis of Presentation
The accompanying interim condensed consolidated financial statements are unaudited. These unaudited interim condensed consolidated financial statements have been prepared in accordance with accounting principles generally accepted in the United States of America ("GAAP") and the applicable rules and regulations of the U.S. Securities and Exchange Commission ("SEC") regarding interim financial reporting. Certain information and note disclosures normally included in the financial statements prepared in accordance with GAAP have been condensed or omitted pursuant to such rules and regulations. Accordingly, these unaudited interim condensed consolidated financial statements should be read in conjunction with the consolidated financial statements contained in the Annual Report.
The unaudited condensed consolidated balance sheet as of December 31, 20202021 included herein was derived from the audited consolidated financial statements as of that date, but does not include all disclosures required by GAAP, including certain notes to the financial statements. The unaudited interim condensed consolidated financial statements have been prepared on the same basis as the audited consolidated financial statements, except as set forth under "Recently Adopted Accounting Pronouncements" below.statements. Certain prior period amounts have been reclassified to conform to the current period presentation, including reclassifying amortization of deferred costs to a separate line item within the condensed consolidated statement of cash flows.
In the opinion of management, the accompanying unaudited condensed consolidated financial statements include all adjustments of a normally recurring nature necessary for the fair presentation of the interim periods presented.
Principles of Consolidation
These unaudited interim condensed consolidated financial statements include the accounts of the Company and its wholly-owned subsidiaries. All intercompany accounts and transactions have been eliminated upon consolidation.
Use of Estimates
The preparation of the Company’s unaudited interim condensed consolidated financial statements in conformity with 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 condensed consolidated financial statements and the reported amounts of income and expenses during the reporting period. These estimates are based on information available as of the date of the condensed consolidated financial statements; therefore, actual results could differ from management’s estimates.
In early March 2020, COVID-19 was declared a global pandemic by the World Health Organization. Governments around the world, including in the United States, have implemented extensive measures in an effortestimates due to control the spread of COVID-19, including travel restrictions, limitations on business activity, quarantines and shelter-in-place orders. Due to the COVID-19 pandemic and the uncertainty of the extent of the impacts certain estimatesof macroeconomic conditions and assumptions have required and may continue to require increased judgment and carry a higher degree of variability and volatility than they did prior to the pandemic. As events continue to evolve and additional information becomes available, these estimates may materially change in future periods.other factors.
Significant Accounting Policies
There have been no material changes to the Company's significant accounting policies from those described in the Annual Report.
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Recently Adopted Accounting Pronouncements
In December 2019, the Financial Accounting Standards Board issued Accounting Standards Update No. 2019-12, "Income Taxes (Topic 740): Simplifying the Accounting for Income Taxes" ("ASU 2019-12"), which simplifies the accounting for income taxes by removing certain exceptions to the general principles for recording income taxes, while also simplifying certain recognition and allocation approaches to accounting for income taxes. The Company adopted ASU 2019-12 on January 1, 2021, and the adoption did not have a material impact on its consolidated financial statements.
2. CASH, CASH EQUIVALENTS AND RESTRICTED CASH
Cash, cash equivalents and restricted cash as of June 30, 20212022 and December 31, 20202021 consisted of the following (in thousands):
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
CashCash$47,911 $85,750 Cash$30,147 $89,407 
Cash equivalentsCash equivalents510,316 510,125 Cash equivalents391,015 390,376 
Total cash and cash equivalentsTotal cash and cash equivalents$558,227 $595,875 Total cash and cash equivalents$421,162 $479,783 
Restricted cashRestricted cash1,027 665 Restricted cash1,052 858 
Total cash, cash equivalents and restricted cashTotal cash, cash equivalents and restricted cash$559,254 $596,540 Total cash, cash equivalents and restricted cash$422,214 $480,641 
3. FAIR VALUE MEASUREMENTS
The Company’s investments in money market accounts are recorded as cash equivalents at fair value on the condensed consolidated balance sheets.
The accounting guidance for fair value measurements prioritizes the inputs used in measuring fair value in the following hierarchy:
Level 1—Observable inputs, such as quoted prices in active markets,
Level 2—Inputs other than quoted prices in active markets that are observable either directly or indirectly, or
Level 3—Unobservable inputs in which there are little or no market data, which require the Company to develop its own assumptions.
This hierarchy requires the Company to use observable market data, when available, to minimize the use of unobservable inputs when determining fair value. The Company’s money market funds are classified within Level 1 of the fair value hierarchy because they are valued using quoted prices in active markets. The Company's certificates of deposit are classified within Level 2 of the fair value hierarchy because they have been valued using inputs other than quoted prices in active markets that are observable directly or indirectly.
The following table represents the fair value of the Company’s financial instruments, including those measured at fair value on a recurring basis, as of June 30, 20212022 and December 31, 20202021 (in thousands):
June 30, 2021December 31, 2020
 Level 1Level 2Level 3TotalLevel 1Level 2Level 3Total
Cash equivalents: 
Money market funds$510,316 $$$510,316 $510,125 $$$510,125 
Other investments:
Certificates of deposit10,000 10,000 10,933 10,933 
Total cash equivalents and other investments$510,316 $10,000 $$520,316 $510,125 $10,933 $$521,058 
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June 30, 2022December 31, 2021
 Level 1Level 2Level 3TotalLevel 1Level 2Level 3Total
Cash equivalents: 
Money market funds$391,015 $— $— $391,015 $390,376 $— $— $390,376 
Other investments:
Certificates of deposit— 10,000 — 10,000 — 10,000 — 10,000 
Total cash equivalents and other investments$391,015 $10,000 $— $401,015 $390,376 $10,000 $— $400,376 
The certificates of deposit are reflected in prepaid expenses and other current assets on the condensed consolidated balance sheets as of June 30, 20212022 and December 31, 2020.2021.
The Company's long- and indefinite-lived assets, such as property, equipment and software, goodwill and other intangible assets, are measured at fair value on a non-recurring basis if the assets are determined to be impaired. The Company recognized an impairment charge related to right-of-use ("ROU") assets and leasehold improvements associated with certain of its operating leases that it subleased during the three months ended June 30, 2021. See Note 8, "Leases," for further details. The Company estimated the fair value of these assets as of the effective dates of the agreements using an income approach based on expected future cash flows from the subleased properties, which relied on certain assumptions made by management based on both internal and external data, such as the incremental borrowing rates used to discount these cash flows to its present values. As a result, these assets are classified within Level 3 of the fair value hierarchy.
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4. MARKETABLE SECURITIES
In March 2020, the Company changed its investment strategy in response to uncertainties resulting from the COVID-19 pandemic to allow for more flexibility in preserving liquidity, which led to the transfer of $300.2 million of amortized cost of its investment portfolio from a held-to-maturity classification to available-for-sale. As a result of this transfer, in March 2020, the Company reversed the allowance for credit loss that had been previously recorded upon adoption of Accounting Standards Update No. 2016-13, "Financial Instruments—Credit Losses (Topic 326): Measurement of Credit Losses on Financial Instruments," and measured the securities at fair value as of the transfer date by recording an immaterial allowance for credit loss to other income, net and the remaining adjustment as an immaterial unrealized loss recorded to other comprehensive income.
Following this transfer, during the six months ended June 30, 2020, the Company liquidated its investment portfolio, which consisted of available-for-sale short- and long-term marketable securities, for proceeds of $253.4 million. The Company recorded an immaterial net realized gain to other income, net and reinvested the proceeds from the sales, along with $73.0 million from maturities and redemptions of marketable securities, into money market funds.
As of June 30, 2021 and December 31, 2020, the Company did not have any marketable securities and a majority of the Company's investments were in highly liquid money market funds.
5. PREPAID EXPENSES AND OTHER CURRENT ASSETS
Prepaid expenses and other current assets as of June 30, 20212022 and December 31, 20202021 consisted of the following (in thousands):
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
Prepaid expensesPrepaid expenses$12,026 $10,438 Prepaid expenses$14,538 $13,480 
Certificates of depositCertificates of deposit10,000 10,930 Certificates of deposit10,000 10,000 
Other current assetsOther current assets7,387 7,082 Other current assets40,796 34,056 
Total prepaid expenses and other current assetsTotal prepaid expenses and other current assets$29,413 $28,450 Total prepaid expenses and other current assets$65,334 $57,536 
Prepaid expenses included $0.8$0.5 million of short-term capitalized implementation costs incurred related to cloud computing arrangements that are service contracts. The long-term portion of capitalized cloud computing implementation costs of $1.4 million are included in other non-current assets. The Company recorded an immaterial amount of amortization expense during the three and six months ended June 30, 2022 and 2021 related to these capitalized implementation costs. As of June 30, 2021,2022, other current assets primarily consisted of non-trade receivables, current tax receivables and deferred costs related to unsettled share repurchases, short-term deposits and non-trade receivables.
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6.5. PROPERTY, EQUIPMENT AND SOFTWARE, NET
Property, equipment and software, net as of June 30, 20212022 and December 31, 20202021 consisted of the following (in thousands):
June 30,
2021
December 31,
2020
Capitalized website and internal-use software development costs$187,418 $171,831 
Leasehold improvements(1)
81,776 88,687 
Computer equipment46,223 46,581 
Furniture and fixtures16,466 18,339 
Telecommunication4,965 4,951 
Software1,718 1,717 
Total338,566 332,106 
Less accumulated depreciation(245,939)(230,388)
Property, equipment and software, net$92,627 $101,718 
(1) The cost basis was reduced to reflect an impairment of $2.7 million recorded during the three months ended June 30, 2021. For more information, see Note 8, "Leases."
June 30,
2022
December 31,
2021
Capitalized website and internal-use software development costs$216,468 $202,169 
Leasehold improvements61,515 59,190 
Computer equipment50,685 48,264 
Furniture and fixtures11,841 12,573 
Telecommunication4,941 4,953 
Software1,702 1,703 
Total347,152 328,852 
Less accumulated depreciation and amortization(264,940)(244,995)
Property, equipment and software, net$82,212 $83,857 
Depreciation and amortization expense related to property, equipment and software was $12.1$11.0 million and $12.0$12.1 million for the three months ended June 30, 20212022 and 2020,2021, respectively, and $24.5$21.8 million and $23.7$24.5 million for the six months ended June 30, 20212022 and 2020,2021, respectively.
7.6. GOODWILL AND INTANGIBLE ASSETS
The Company’s goodwill is the result of its acquisitions of other businesses and represents the excess of purchase consideration over the fair value of assets acquired and liabilities assumed. The Company performed its annual goodwill impairment analysis as of August 31, 20202021 and concluded that goodwill was not impaired, as the fair value of the reporting unit exceeded its carrying value.
The changes in carrying amount of goodwill during the six months ended June 30, 20212022 were as follows (in thousands):
Balance as of December 31, 20202021$109,261105,128 
Effect of currency translation(1,631)(3,602)
Balance as of June 30, 20212022$107,630101,526 
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Intangible assets that were not fully amortized as of June 30, 20212022 and December 31, 20202021 consisted of the following (dollars in thousands):
June 30, 2021June 30, 2022
Gross Carrying AmountAccumulated AmortizationNet Carrying AmountWeighted Average Remaining LifeGross Carrying AmountAccumulated AmortizationNet Carrying AmountWeighted Average Remaining Life
Business relationshipsBusiness relationships$9,918 $(4,299)$5,619 7.4yearsBusiness relationships$9,918 $(5,196)$4,722 6.7years
Developed technologyDeveloped technology7,709 (6,846)863 0.7yearsDeveloped technology7,709 (7,709)— 0.0years
Licensing agreementsLicensing agreements6,129 (538)5,591 8.7yearsLicensing agreements6,129 (1,183)4,946 7.7years
Domains and data licensesDomains and data licenses2,869 (2,847)22 2.0yearsDomains and data licenses2,869 (2,858)11 1.0years
TotalTotal$26,625 $(14,530)$12,095 Total$26,625 $(16,946)$9,679 
December 31, 2020December 31, 2021
Gross Carrying AmountAccumulated AmortizationNet Carrying AmountWeighted Average Remaining LifeGross Carrying AmountAccumulated AmortizationNet Carrying AmountWeighted Average Remaining Life
Business relationshipsBusiness relationships$9,918 $(3,814)$6,104 7.8yearsBusiness relationships$9,918 $(4,786)$5,132 7.1years
Developed technologyDeveloped technology7,709 (6,238)1,471 1.2yearsDeveloped technology7,709 (7,453)256 0.2years
Licensing agreementsLicensing agreements6,129 (215)5,914 9.2yearsLicensing agreements6,129 (860)5,269 8.2years
Domain and data licensesDomain and data licenses2,869 (2,837)32 2.2yearsDomain and data licenses2,869 (2,853)16 1.5years
TotalTotal$26,625 $(13,104)$13,521 Total$26,625 $(15,952)$10,673 
Amortization expense was $0.7$0.3 million and $0.6$0.7 million for the three months ended June 30, 20212022 and 2020,2021, respectively, and $1.4$1.0 million and $1.2$1.4 million for the six months ended June 30, 20212022 and 2020,2021, respectively.
As of June 30, 2021,2022, estimated future amortization expenses were as follows (in thousands):
Remainder of 2021$1,422 
20221,676 
Remainder of 2022Remainder of 2022$682 
202320231,359 20231,359 
202420241,353 20241,353 
202520251,353 20251,353 
202620261,353 20261,353 
202720271,353 
ThereafterThereafter3,579 Thereafter2,226 
Total amortizationTotal amortization$12,095 Total amortization$9,679 
8.7. LEASES
The components of lease cost, net for the three and six months ended June 30, 20212022 and 20202021 were as follows (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Operating lease costOperating lease cost$12,631 $13,987 $26,394 $27,798 Operating lease cost$10,499 $12,631 $21,166 $26,394 
Short-term lease cost (12 months or less)Short-term lease cost (12 months or less)136 341 273 701 Short-term lease cost (12 months or less)270 136 524 273 
Sublease incomeSublease income(1,778)(1,954)(3,406)(3,914)Sublease income(2,777)(1,778)(5,555)(3,406)
Total lease cost, netTotal lease cost, net$10,989 $12,374 $23,261 $24,585 Total lease cost, net$7,992 $10,989 $16,135 $23,261 
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The Company's leases and subleases do not include any variable lease payments, residual value guarantees, related-party leases, or restrictions or covenants that would limit or prevent the Company from exercising its right to obtain substantially all of the economic benefits from use of the respective assets during the lease term.
Supplemental cash flow information related to leases for the six months ended June 30, 20212022 and 20202021 was as follows (in thousands):
Six Months Ended
June 30,
Six Months Ended
June 30,
2021202020222021
Cash paid for amounts included in the measurement of lease liabilities:Cash paid for amounts included in the measurement of lease liabilities:Cash paid for amounts included in the measurement of lease liabilities:
Operating cash flows from operating leases Operating cash flows from operating leases$27,784 $29,749  Operating cash flows from operating leases$25,511 $27,784 
As of June 30, 2021,2022, maturities of lease liabilities were as follows (in thousands):
Remainder of 2021$24,602 
202248,688 
Remainder of 2022Remainder of 2022$23,967 
2023202345,801 202345,369 
2024202443,028 202442,667 
2025202522,459 202522,134 
202620267,502 20267,197 
202720276,386 
ThereafterThereafter17,075 Thereafter16,258 
Total minimum lease paymentsTotal minimum lease payments209,155 Total minimum lease payments163,978 
Less imputed interestLess imputed interest(26,849)Less imputed interest(16,992)
Present value of lease liabilitiesPresent value of lease liabilities$182,306 Present value of lease liabilities$146,986 
As of June 30, 20212022 and December 31, 2020,2021, the weighted-average remaining lease terms and weighted-average discount rates were as follows:
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
Weighted-average remaining lease term (years) — operating leasesWeighted-average remaining lease term (years) — operating leases4.85.1Weighted-average remaining lease term (years) — operating leases4.44.8
Weighted-average discount rate — operating leasesWeighted-average discount rate — operating leases5.9 %6.0 %Weighted-average discount rate — operating leases5.3 %5.4 %
In October 2020,Subsequent to the quarter end, in July 2022, the Company entered into a leasesublease agreement for an office facility in Toronto, Canada for which the lease term is expected to commence in August 2021 and expire in 2031. The Company expects to classify this as an operating lease and, as of June 30, 2021, expected to recognize operating lease cost of approximately $9.7 million over the life of the lease.
During the three months ended June 30, 2021, the Company entered into sublease agreements for portionsa portion of its office space in San Francisco and New York. The Company evaluated the associated ROU assets and leasehold improvements for impairment as a result of the subleases in accordance with Accounting Standards Codification Topic 360, "Property, Plant, and Equipment" because the change in circumstances indicated that the carrying amount of such assets may not be recoverable. The Company compared the future undiscounted cash flows under the sublease agreementsexpects to the carrying amounts of the respective ROU assets and leasehold improvements and determined that an impairment existed.
The Company compared the carrying values of the impacted assets to the fair values to determine the impairment amount. The Company recognizedrecognize an impairment charge of $11.2approximately $10.5 million duringin the three months ended Juneending September 30, 2021,2022, which iswill be included in general and administrative expenses on its condensed consolidated statement of operations, and reducedwill reduce the carrying amountamounts of the ROUassociated right-of-use assets and leasehold improvements by $8.5 million and $2.7 million, respectively. For more information on the fair values of the ROU assets and leasehold improvements used in the impairment analysis, see Note 3, "Fair Value Measurements."
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9.8. OTHER NON-CURRENT ASSETS
Other non-current assets as of June 30, 20212022 and December 31, 20202021 consisted of the following (in thousands):
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
Deferred tax assetsDeferred tax assets$39,013 $31,163 Deferred tax assets$64,597 $40,606 
Deferred contract costsDeferred contract costs15,413 14,522 Deferred contract costs23,000 16,931 
Other non-current assetsOther non-current assets4,640 3,163 Other non-current assets7,218 7,013 
Total other non-current assetsTotal other non-current assets$59,066 $48,848 Total other non-current assets$94,815 $64,550 
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Deferred contract costs as of June 30, 20212022 and December 31, 2020,2021, and changes in deferred contract costs during the six months ended June 30, 2021,2022, were as follows (in thousands):
Six Months Ended
June 30, 20212022
Balance, beginning of period$14,52216,931 
Add: costs deferred on new contracts7,72114,482 
Less: amortization recorded in sales and marketing expenses(6,830)(8,413)
Balance, end of period$15,41323,000 
10.9. CONTRACT BALANCES
The changes in the allowance for doubtful accounts during the six months ended June 30, 20212022 and 20202021 were as follows (in thousands):
Six Months Ended
June 30,
Six Months Ended
June 30,
2021202020222021
Balance, beginning of periodBalance, beginning of period$11,559 $7,686 Balance, beginning of period$7,153 $11,559 
Add: provision for doubtful accountsAdd: provision for doubtful accounts7,240 21,897 Add: provision for doubtful accounts12,676 7,240 
Less: write-offs, net of recoveriesLess: write-offs, net of recoveries(9,510)(17,876)Less: write-offs, net of recoveries(11,143)(9,510)
Balance, end of periodBalance, end of period$9,289 $11,707 Balance, end of period$8,686 $9,289 
The net increase in the allowance for doubtful accounts in the six months ended June 30, 2022 was primarily related to an anticipated increase in customer delinquencies due to an increase in both advertisers and customer spend during the six month period. The net decrease in the allowance for doubtful accounts in the six months ended June 30, 2021 was primarily a result of a reduction in expected customer delinquencies compared to June 30, 2020, as collection rates continued to improve. The net increase in the allowance for doubtful accounts in the six months ended June 30, 2020 primarily related to an anticipated increase in customer delinquencies due to the COVID-19 pandemic.improved. In calculating the allowance for doubtful accounts as of June 30, 20212022 and 2020,2021, the Company considered expectations of probable credit losses, including probable credit losses associated with the COVID-19 pandemic, based on observed trends in cancellations, observed changes in the credit risk of specific customers, the impact of anticipated closures and bankruptcies using forecasted economic indicators in addition to historical experience and loss patterns during periods of macroeconomic uncertainty.
Contract liabilities consist of deferred revenue, which is recorded on the condensed consolidated balance sheets when the Company has received consideration, or has the right to receive consideration, in advance of transferring the performance obligations under the contract to the customer.
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The changes in deferred revenue during the six months ended June 30, 20212022 were as follows (in thousands):
Six Months Ended
June 30, 20212022
Balance, beginning of period$4,1094,156 
      Less: recognition of deferred revenue from beginning balance(2,759)(3,508)
      Add: net increase in current period contract liabilities3,8255,493 
Balance, end of period$5,1756,141 
The majority of the deferred revenue balance as of June 30, 20212022 is expected to be recognized as revenue in the subsequent three-month period ending September 30, 2021.2022. An immaterial amount of long-term deferred revenue is included in other long-term liabilities as of June 30, 2022. No other contract assets or liabilities were recorded on the Company's condensed consolidated balance sheets as of June 30, 20212022 and December 31, 2020.2021.
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10. ACCOUNTS PAYABLE AND ACCRUED LIABILITIES
Accounts payable and accrued liabilities as of June 30, 20212022 and December 31, 20202021 consisted of the following (in thousands):
June 30,
2021
December 31,
2020
June 30,
2022
December 31,
2021
Accounts payableAccounts payable$14,373 $8,853 Accounts payable$17,485 $16,127 
Employee-related liabilitiesEmployee-related liabilities66,225 57,684 Employee-related liabilities60,285 50,132 
Accrued sales and marketing expensesAccrued sales and marketing expenses8,042 2,137 Accrued sales and marketing expenses8,582 5,455 
Accrued cost of revenueAccrued cost of revenue5,381 8,269 Accrued cost of revenue7,058 9,537 
Accrued legal settlementsAccrued legal settlements26,011 26,037 
Other accrued liabilitiesOther accrued liabilities12,169 10,817 Other accrued liabilities13,267 12,332 
Total accounts payable and accrued liabilitiesTotal accounts payable and accrued liabilities$106,190 $87,760 Total accounts payable and accrued liabilities$132,688 $119,620 
As of June 30, 2022, other accrued liabilities primarily consisted of accrued costs related to unsettled share repurchases as well as accrued general and administrative, product development and workplace costs.
12.11. COMMITMENTS AND CONTINGENCIES
Legal Proceedings—In January 2018, a putative class action lawsuit alleging violations of the federal securities laws was filed in the U.S. District Court for the Northern District of California (the "Court"), naming as defendants the Company and certain of its officers.officers (the “Securities Class Action”). The complaint, which the plaintiff amended on June 25, 2018, alleges violations of the Securities Exchange Act of 1934, as amended, by the Company and its officers for allegedly making materially false and misleading statements regarding its business and operations on February 9, 2017. The plaintiff seeks unspecified monetary damages and other relief. On August 2,November 27, 2018, the Company and the other defendants filed a motion to dismiss the amended complaint, which the courtCourt granted in part and denied in part on November 27, 2018.the defendants’ motion to dismiss. On October 22, 2019, the Court approved a stipulation to certify a class in this action.action and, on September 9, 2021, it denied the defendants’ motion for summary judgment. The case remains pending.was scheduled for trial to begin on February 7, 2022. However, on December 3, 2021, the defendants reached a preliminary agreement with the plaintiff to settle this matter for $22.25 million, which the Company expects to be funded by defendants’ insurers. The proposed settlement, which was preliminarily approved by the Court on July 25, 2022, will resolve all claims asserted against all defendants in the Securities Class Action without any liability or wrongdoing attributed to them.
On June 22, 2022, the Court granted preliminary approval of the settlement of a stockholder derivative action (the “Derivative Action”) asserting claims against certain current and former officers, and naming the Company as a nominal defendant, which arose out of the same facts as the Securities Class Action and is also pending before the Court. The proposed settlement will resolve all claims asserted against all defendants in the Derivative Action without any liability or wrongdoing attributed to them personally or to the Company. Under the terms of the proposed settlement, the Company’s board of directors will adopt and implement certain corporate governance modifications and the Company will receive $18.0 million of insurance proceeds. Subsequent to the quarter end, the proceeds were placed in escrow in July 2022 pending final approval of the settlement. The Company is unablehas agreed to reasonably estimate eitherpay $3.75 million of such insurance proceeds to the probability of incurringplaintiff’s attorneys as fees.
The Company assesses, in conjunction with its legal counsel, the need to record a liability for litigation and contingencies, which it will accrue when it believes a loss or an estimated rangeis probable and the amount can be reasonably estimated. Although final approval of suchthe settlement agreements for the Securities Class Action and the Derivative Action remains pending, the Company believes the loss if any, fromfor both are probable and the lawsuit.payment amounts described above, which total $26.0 million, represent reasonable estimates of loss contingencies. The Company also believes that the anticipated insurance proceeds related to each action described above, which also total $26.0 million, are probable and represent reasonable estimates for loss recovery. Accordingly, the Company recorded a $26.0 million accrual for loss contingency within accounts payable and accrued liabilities as well as a $26.0 million receivable for loss recovery within prepaid expenses and other current assets on its condensed consolidated balance sheets as of June 30, 2022 and December 31, 2021.
The Company is subject to other legal proceedings arising in the ordinary course of business. Although the results of litigation and claims cannot be predicted with certainty, the Company currently does not believe that the final outcome of any of these other matters will have a material effect on the Company’s business, financial position, results of operations or cash flows.
Indemnification Agreements—In the ordinary course of business, the Company may provide indemnifications of varying scope and terms to customers, vendors, lessors, business partners and other parties with respect to certain matters, including, but
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not limited to, losses arising out of breach of such agreements, services to be provided by the Company or from intellectual property infringement claims made by third parties.
In addition, the Company has entered into indemnification agreements with directors and certain officers and employees that will require the Company to, among other things, indemnify them against certain liabilities that may arise by reason of their status or service as directors, officers or employees.
While the outcome of claims cannot be predicted with certainty, the Company does not believe that the outcome of any claims under the indemnification arrangements will have a material effect on the Company’s business, financial position, results of operations or cash flows.
Revolving Credit Facility—The Company is a party to a Credit Agreement with Wells Fargo Bank, National Association (the "Credit Agreement"), which provides for a three-year, $75.0 million senior unsecured revolving credit facility including a
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letter of credit sub-limit of $25.0 million. As of June 30, 2021,2022, the Company had $21.5$20.5 million of letters of credit under the sub-limit related to lease agreements for certain office locations, which are required to be maintained and issued to the landlords of each facility, and $53.5$54.5 million remained available under the revolving credit facility as of this date. The Company was in compliance with all covenants associated with the credit facility and there were 0no loans outstanding under the Credit Agreement as of June 30, 2021.2022. For additional information on the terms of the Credit Agreement, including fees payable by the Company, financial covenants, events of default and other limitations, see "Management's Discussion and Analysis of Financial Condition and Results of Operations—Liquidity and Capital Resources" included under Part II, Item 7 in our Annual Report.
13.12. STOCKHOLDERS’ EQUITY
The following table presents the number of shares authorized and issued as of the dates indicated:indicated (in thousands):
June 30, 2021December 31, 2020June 30, 2022December 31, 2021
Shares AuthorizedShares IssuedShares AuthorizedShares IssuedShares AuthorizedShares IssuedShares AuthorizedShares Issued
Stockholders’ equity:Stockholders’ equity:  Stockholders’ equity:  
Common stock, $0.000001 par valueCommon stock, $0.000001 par value200,000,000 74,589,907 200,000,000 75,371,368 Common stock, $0.000001 par value200,000 71,226 200,000 72,171 
Undesignated preferred stockUndesignated preferred stock10,000,000 10,000,000 Undesignated preferred stock10,000 — 10,000 — 
Stock Repurchase Program
In July 2017,As of June 30, 2022, the Company’s board of directors authorized a stock repurchase program under which the Company was authorized to repurchase up to $200.0 million of its outstanding common stock. The Company's board of directors had authorized the Companyit to repurchase up to an additional $250.0 millionaggregate of $1.2 billion of its outstanding common stock, in each of November 2018, February 2019, and January 2020, bringing the total amount of authorized repurchases to $950.0 million as of June 30, 2021, $130.4$131.7 million of which remained available as of June 30, 2021.2022. The Company may purchase shares at management’s discretion in the open market, in privately negotiated transactions, in transactions structured through investment banking institutions, or a combination of the foregoing.
During the six months ended June 30, 2022, the Company repurchased on the open market 3,039,203 shares for an aggregate purchase price of $100.0 million and retired 2,932,305 shares. As of June 30, 2022, the Company had a treasury stock balance of 106,898 shares, which were excluded from its outstanding share count as of such date and subsequently retired in July 2022.
During the six months ended June 30, 2021, the Company repurchased on the open market 3,019,987 shares for an aggregate purchase price of $114.2 million and retired 3,015,135 shares. As of June 30, 2021, the Company had a treasury stock balance of 103,870 shares, which were excluded from its outstanding share count as of such date and subsequently retired in July 2021.
The Company did 0t repurchase any shares during the six months ended June 30, 2020.
Equity Incentive Plans
Stock Options
Stock options are granted at a price per share not less than the fair value of a share of the Company’s common stock on the grant date. Options generally vest over a four-year period, on one of 2two schedules: (a) 25% vesting at the end of one year and the remaining shares vesting monthly thereafter or (b) ratably on a monthly basis. Options granted are generally exercisable for contractual terms of up to 10 years. The Company issues new shares when stock options are exercised.
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A summary of stock option activity for the six months ended June 30, 20212022 is as follows:
Number of SharesWeighted-Average Exercise PriceWeighted-Average Remaining Contractual Term (in years)Aggregate Intrinsic Value (in thousands)Number of Shares (in thousands)Weighted-Average Exercise PriceWeighted-Average Remaining Contractual Term (in years)Aggregate Intrinsic Value (in thousands)
Outstanding at December 31, 20204,622,828 $29.89 4.7$30,451 
Outstanding at December 31, 2021Outstanding at December 31, 20213,979 $32.59 4.4$24,580 
GrantedGranted80,000 39.17 Granted10 31.42 
ExercisedExercised(564,923)12.24  Exercised(88)21.80  
CanceledCanceled(29,275)49.09 Canceled(20)36.86 
Outstanding at June 30, 20214,108,630 $32.36 4.8$38,326 
Options vested and exercisable at June 30, 20213,632,114 $31.80 4.4$36,462 
Outstanding at June 30, 2022Outstanding at June 30, 20223,881 $32.82 3.8$9,017 
Options vested and exercisable at June 30, 2022Options vested and exercisable at June 30, 20223,673 $32.69 3.5$9,017 
Aggregate intrinsic value represents the difference between the closing price of the Company’s common stock as quoted on the New York Stock Exchange on a given date and the exercise price of outstanding, in-the-money options. The total intrinsic value of options exercised was approximately $0.7$0.6 million and $0.2$0.7 million for the three months ended June 30, 20212022 and 2020,2021, respectively, and $11.8$0.9 million and $4.4$11.8 million for the six months ended June 30, 20212022 and 2020,2021, respectively.
The weighted-average grant date fair value of options granted during the three and six months ended June 30, 2022 was $16.07 per share. The weighted-average grant date fair value of options granted during the three and six months ended June 30, 2021 was $18.55 per share. There were 0 options granted during the three months ended June 30, 2020. The weighted-average grant date fair value of options granted during the six months ended June 30, 2020 was $11.13 per share.
As of June 30, 2021,2022, total unrecognized compensation costs related to nonvested stock options were approximately $7.5$3.1 million, which the Company expects to recognize over a weighted-average time period of 2.01.7 years.
RSUs
RSUs generally vest over a four-year period, on one of 2 schedules: (a) 25% vesting at the end of one year and the remaining vesting quarterly thereafter or (b) ratably on a quarterly basis.
RSUs also include performance-based restricted stock units ("PRSUs"), which are subject to both a time-based vesting schedule and either (a) a market condition or (b) the achievement of performance goals. ThePRSUs may also be subject to a time-based vesting schedule isof quarterly over four years (the "Time-Based Vesting Schedule"). For PRSUs subject to a market condition, the Company recognizes expense from the date of grant. For PRSUs subject to performance goals, the Company recognizes expense when it is probable that the performance condition will be achieved.
The Company granted PRSUs subject to market conditions in 2019 and 2022. The shares underlying each PRSU award subject to a market conditiongranted in 2019 will be eligible to vest only if the average closing price of the Company's common stock equals or exceeds $45.3125 over any 60-day trading period during the four years following the grant date of February 7, 2019. If this market condition is met, the shares underlying each PRSU award will vest according to the Time-Based Vesting Schedule. Any shares subject to the PRSUs that have met the Time-Based Vesting Schedule at the time the market condition is achieved will fully vest as of such date; thereafter, any remaining nonvested shares subject to the PRSUs will continue vesting solely according to the Time-Based Vesting Schedule, subject to the applicable employee's continued service as of each such vesting date.
The shares underlying each PRSU award granted in 2022 that is subject to market conditions vest based on the relative performance of the Company's total stockholder return ("TSR") over a three-year period. A percentage of the target number of shares underlying each award, ranging from zero to 200%, will vest based on the percentile rank of the Company's TSR relative to that of the other companies in the Russell 2000 Index over the period beginning January 1, 2022 and ending December 31, 2024. The Company’s TSR, as well as the TSR of the other companies in the Russell 2000 Index, will be calculated based on the average closing price of each company's stock over the last 20 trading days of the performance period compared to the average closing price over the first 20 trading days of the performance period. Any shares that become eligible to vest based on the Company's level of achievement of the market goal will fully vest on or following certification of the Company's performance on February 20, 2025 or, if certification occurs following such date, March 15, 2025, subject to the applicable employee's continued service as of such vesting date.
For PRSUs subject to performance goals, a percentage of the target number of shares, ranging from 0zero to 200%, will become eligible to vest based on the Company's level of achievement of certain financial targets, subject to the Time-Based Vesting Schedule. The shares subject to performance goals become eligible to vest once the achievement against the financial
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targets is known, which will be no later than March of the year following year.the year in which the PRSUs are granted. On the quarterly vest date immediately following such determination (or a vest date otherwise specified in the agreement), the eligible shares, if any, will vest to the extent that the employee has met the Time-Based Vesting Schedule as of such date. Thereafter, the eligible shares will continue to vest in accordance with the Time-Based Vesting Schedule, subject to the applicable employee's continued service as of each such vesting date. The Company performed an analysis as of June 30, 20212022 to assess the probability of achievement of the PRSU financial targets and, as a result, recorded compensation costs in the three and six months ended June 30, 20212022 for the PRSUs that it expected to vest.
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As the PRSU activity during the six months ended June 30, 20212022 was not material, it is presented together with the RSU activity in the table below. A summary of RSU and PRSU activity for the six months ended June 30, 20212022 is as follows:follows (in thousands, except per share amounts):
Number of SharesWeighted-Average Grant Date Fair ValueNumber of SharesWeighted-Average Grant Date Fair Value
Nonvested at December 31, 20209,757,787 $29.22 
Nonvested at December 31, 2021Nonvested at December 31, 202110,016 $32.39 
GrantedGranted4,909,615 36.10 Granted5,489 35.62 
Vested(1)
Vested(1)
(2,337,449)31.84 
Vested(1)
(2,543)33.62 
CanceledCanceled(1,331,918)31.62 Canceled(1,395)33.21 
Nonvested at June 30, 202110,998,035 $31.44 
Nonvested at June 30, 2022Nonvested at June 30, 202211,567 $33.55 
(1) Includes 923,1471,007,743 shares that vested but were not issued due to net share settlement for payment of employee taxes.
The aggregate fair value as of the vest date of RSUs and PRSUs that vested during the six months ended June 30, 2022 and 2021 and 2020 was $88.7$81.4 million and $46.1$88.7 million, respectively. As of June 30, 2021,2022, the Company had approximately $336.6$363.8 million of unrecognized stock-based compensation expense related to RSUs and PRUSs,PRSUs, which it expects to recognize over the remaining weighted-average vesting period of approximately 2.82.7 years.
Employee Stock Purchase Plan
The Employee Stock Purchase Plan ("ESPP") allows eligible employees to purchase shares of the Company’s common stock at a discount through payroll deductions of up to 15% of their eligible compensation, subject to any plan limitations, during designated offering periods. At the end of each offering period, employees are able to purchase shares at 85% of the fair market value of the Company’s common stock on the last day of the offering period, based on the closing sales price of the Company's common stock as quoted on the New York Stock Exchange on such date.
There were 364,436 shares purchased by employees under the ESPP at a weighted-average price of $25.00 in the three and six months ended June 30, 2022. There were 254,449 shares purchased by employees under the ESPP at a weighted-average price of $34.09 in the three and six months ended June 30, 2021. There were 433,697 shares purchased by employees under the ESPP at a weighted-average price of $18.48 in the three and six months ended June 30, 2020. The Company recognized stock-based compensation expense related to the ESPP of $0.7 million and $0.5 million in each of the three months ended June 30, 20212022 and 2020, respectively,2021 and $1.5 million and $1.3 million forin each of the six months ended June 30, 20212022 and 2020, respectively.2021.
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Stock-Based Compensation
The following table summarizes the effects of stock-based compensation expense related to stock-based awards in the condensed consolidated statements of operations during the periods presented (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Cost of revenueCost of revenue$1,094 $943 $2,202 $1,986 Cost of revenue$1,248 $1,094 $2,553 $2,202 
Sales and marketingSales and marketing8,441 7,302 16,838 14,998 Sales and marketing8,200 8,441 16,855 16,838 
Product developmentProduct development20,674 16,827 41,427 34,582 Product development22,304 20,674 45,429 41,427 
General and administrativeGeneral and administrative10,650 5,513 19,637 10,769 General and administrative8,309 10,650 16,284 19,637 
Total stock-based compensation recorded to loss before income taxes40,859 30,585 80,104 62,335 
Total stock-based compensation recorded to income (loss) before income taxesTotal stock-based compensation recorded to income (loss) before income taxes40,061 40,859 81,121 80,104 
Benefit from income taxesBenefit from income taxes(9,501)(11,652)(19,566)(24,209)Benefit from income taxes(8,819)(9,501)(17,957)(19,566)
Total stock-based compensation recorded to net income (loss)Total stock-based compensation recorded to net income (loss)$31,358 $18,933 $60,538 $38,126 Total stock-based compensation recorded to net income (loss)$31,242 $31,358 $63,164 $60,538 
The Company capitalized $2.8$2.3 million and $2.2$2.8 million of stock-based compensation expense as website development costs and, to a lesser extent, implementation costs incurred related to cloud computing arrangements that are service contracts in the three months ended June 30, 20212022 and 2020,2021, respectively, and $5.5$4.8 million and $4.5$5.5 million in the six months ended June 30, 20212022 and 2020,2021, respectively.
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14.13. OTHER INCOME, NET
Other income, net for the three and six months ended June 30, 20212022 and 20202021 consisted of the following (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Interest (expense) income, net$(34)$191 $(51)$2,297 
Transaction gain (loss) on foreign exchange11 268 (60)
Interest income (expense), netInterest income (expense), net$529 $(34)$551 $(51)
Transaction (loss) gain on foreign exchange, netTransaction (loss) gain on foreign exchange, net(94)11 (23)268 
Other non-operating income, netOther non-operating income, net565 296 1,030 641 Other non-operating income, net892 565 1,728 1,030 
Other income, netOther income, net$542 $495 $1,247 $2,878 Other income, net$1,327 $542 $2,256 $1,247 
15.14. INCOME TAXES
The Company is subject to income taxtaxes in the United States as well as other tax jurisdictions in which it conducts business. Earnings from non-U.S. activities are subject to local country income tax.taxes. The provision for income taxes for the six months ended June 30, 2022 was $6.7 million, which was due to $6.8 million of U.S. federal, state and foreign income tax expense and $0.1 million of net discrete tax benefit primarily related to stock-based compensation. The benefit from income taxes for the six months ended June 30, 2021 was $6.9 million, which was due to $1.5 million of U.S. federal, state and foreign income tax benefit and $5.4 million of net discrete tax benefit primarily related to stock-based compensation. The benefit from income taxes for the six months ended June 30, 2020 was $20.2 million, which was due to $24.3 million of U.S. federal, state and foreign income tax benefit, offset by $4.1 million of net discrete tax expense.
On March 27, 2020, the Coronavirus Aid, Relief, and Economic Security Act (the "CARES Act") was signed into law. The CARES Act includes, among other items, provisions relating to refundable payroll tax credits, deferral of the employer portion of certain payroll taxes, net operating loss carryback periods, alternative minimum tax credit refunds, modifications to the net interest deduction limitations and technical corrections to tax depreciation methods for qualified improvement property.
The CARES Act allows losses incurred in 2018, 2019 and 2020 to be carried back to each of the five preceding tax years and to offset 100% of regular taxable income. Additionally, the CARES Act accelerates the Company’s ability to receive refunds of alternative minimum tax credits generated in prior tax years.
Accounting for income taxes for interim periods generally requires the provision for income taxes to be determined by applying an estimate of the annual effective tax rate for the full fiscal year to income or loss before income taxes, excluding unusual or infrequently occurring discrete items, ("Ordinary" income), for the reporting period. For the three and six months ended June 30, 2022, the difference between the effective tax rate and the federal statutory tax rate primarily related to stock-based compensation and the inclusion of global intangible low-taxed income ("GILTI"), offset by tax credits. As currently enacted, beginning in 2022, the Tax Cuts and Jobs Act (the "Tax Act") requires taxpayers to capitalize research and development expenses with amortization periods over five and fifteen years, which is expected to increase the amount of the Company's GILTI. For the three and six months ended June 30, 2021, the difference between the effective tax rate and the federal statutory tax rate primarily related to tax credits, offset by non-deductible expenses. For the three and six months ended June 30, 2020, the difference between the effective tax rate and the federal statutory tax rate primarily related to net operating loss provisions adopted under the CARES Act and tax credits.
As of June 30, 2021,2022, the total amount of gross unrecognized tax benefits was $52.4$57.5 million, $22.8$29.3 million of which was subject to a full valuation allowance and would not affect the Company’s effective tax rate if recognized. In the three and six months ended June 30, 2021,2022, the Company recorded an immaterial amount of interest and penalties.
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As of June 30, 2021,2022, the Company estimated that it had accumulated undistributed earnings generated by its foreign subsidiaries of approximately $8.0$12.9 million. Any taxes due with respect to such earnings or the excess of the amount for financial reporting over the tax basis of the Company's foreign investments would generally be limited to foreign and state taxes. The Company has not recognized a deferred tax liability related to un-remittedunremitted foreign earnings, as it intends to indefinitely reinvest these earnings, and expects future U.S. cash generation to be sufficient to meet future U.S. cash needs.
In addition, the Company is subject to the continuous examination of its income tax returns by the Internal Revenue Service and other tax authorities. The Company’s federal and state income tax returns for tax years subsequent to 2003 remain open to examination. In the Company’s foreign jurisdictions — Canada, Germany, Ireland and the United Kingdom — the tax years subsequent to 20152016 remain open to examination. The Company regularly assesses the likelihood of adverse outcomes resulting from examinations to determine the adequacy of its provision for income taxes and monitors the progress of ongoing discussions with tax authorities and the impact, if any, of the expected expiration of the statute of limitations in various taxing jurisdictions. The Company believes that an adequate provision has been made for any adjustments that may result from tax examinations. However, the outcome of tax audits cannot be predicted with certainty. If any issues addressed in the Company’s tax audits are resolved in a manner not consistent with management’s expectations, the Company could be required to adjust its provision for income taxes in the period such resolution occurs. As of June 30, 2021,2022, although the timing of the resolution or closure of audits is not certain, the Company believes it is reasonably possible that its unrecognized tax benefits could be reduced by $6.3$0.9 million over the next 12 months.
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16.15. NET INCOME (LOSS) PER SHARE
Basic net income (loss) per share is computed using the weighted-average number of outstanding shares of common stock during the period. Diluted net income (loss) per share is computed using the weighted-average number of outstanding shares of common stock and, when dilutive, potential shares of common stock outstanding during the period. Potential common shares consist of the incremental shares of common stock issuable upon the exercise of stock options, shares issuable upon the vesting of RSUs (including PRSUs) and, to a lesser extent, purchase rights related to the ESPP.
The following table presents the calculation of basic and diluted net income (loss) per share for the periods presented (in thousands, except per share data):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Basic net income (loss) per share:Basic net income (loss) per share:Basic net income (loss) per share:
Net income (loss)Net income (loss)$4,212 $(23,990)$(1,584)$(39,493)Net income (loss)$8,009 $4,212 $7,094 $(1,584)
Shares used in computation:Shares used in computation:Shares used in computation:
Weighted-average common shares outstandingWeighted-average common shares outstanding74,807 72,413 75,025 71,980 Weighted-average common shares outstanding71,217 74,807 71,427 75,025 
Basic net income (loss) per share attributable to common stockholdersBasic net income (loss) per share attributable to common stockholders$0.06 $(0.33)$(0.02)$(0.55)Basic net income (loss) per share attributable to common stockholders$0.11 $0.06 $0.10 $(0.02)
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Diluted net income (loss) per share:Diluted net income (loss) per share:Diluted net income (loss) per share:
Net income (loss)Net income (loss)$4,212 $(23,990)$(1,584)$(39,493)Net income (loss)$8,009 $4,212 $7,094 $(1,584)
Shares used in computation:Shares used in computation:Shares used in computation:
Weighted-average common shares outstanding Weighted-average common shares outstanding74,807 72,413 75,025 71,980  Weighted-average common shares outstanding71,217 74,807 71,427 75,025 
Stock options Stock options877  Stock options445 877 505 — 
RSUs RSUs3,291  RSUs1,163 3,291 1,635 — 
ESPP ESPP ESPP10 — 
Number of shares used in diluted calculation Number of shares used in diluted calculation78,983 72,413 75,025 71,980  Number of shares used in diluted calculation72,835 78,983 73,572 75,025 
Diluted net income (loss) per share attributable to common stockholdersDiluted net income (loss) per share attributable to common stockholders$0.05 $(0.33)$(0.02)$(0.55)Diluted net income (loss) per share attributable to common stockholders$0.11 $0.05 $0.10 $(0.02)
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The following stock-based instruments were excluded from the calculation of diluted net income (loss) per share because their effect would have been anti-dilutive for the periods presented (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Stock optionsStock options1,497 5,947 4,109 5,947 Stock options2,444 1,497 2,447 4,109 
RSUsRSUs145 7,876 10,998 7,876 RSUs7,958 145 6,734 10,998 
ESPPESPP48 41 48 ESPP— — — 41 
17.16. INFORMATION ABOUT REVENUE AND GEOGRAPHIC AREAS
The Company considers operating segments to be components of the Company for which separate financial information is available and evaluated regularly by the Company’s chief operating decision maker in deciding how to allocate resources and in assessing performance. The chief operating decision maker for the Company is the chief executive officer. The chief executive officer reviews financial information presented on a consolidated basis, accompanied by information about revenue by product line and geographic region for purposes of allocating resources and evaluating financial performance.
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The Company has determined that it has a single operating and reporting segment. When the Company communicates results externally, it disaggregates net revenue into major product lines and primary geographical markets, which is based on the billing address of the customer. The disaggregation of net revenue by major product lines is based on the type of service provided and also aligns with the timing of revenue recognition for each. To reflect the Company's strategic focus on creating differentiated experiences for its Services categories and Restaurants, Retail & Other categories, the Company further disaggregates advertising revenue to reflect these two high-level category groupings. The Services categories consist of the following businesses: home, local, auto, professional, pets, events, real estate and financial services. The Restaurants, Retail & Other categories consist of the following businesses: restaurants, shopping, beauty & fitness, health and other.
Net Revenue
The following table presents the Company’s net revenue by major product line (and by category for advertising revenue) for the periods presented (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020202120202022202120222021
Net revenue by product:Net revenue by product:Net revenue by product:
Advertising revenue by category:
Advertising revenue by category(1):
Advertising revenue by category(1):
ServicesServices$152,522 $109,583 $293,209 $242,665 Services$174,298 $152,522 $334,561 $293,209 
Restaurants, Retail & OtherRestaurants, Retail & Other92,439 52,650 173,739 159,661 Restaurants, Retail & Other109,220 92,439 212,194 173,739 
AdvertisingAdvertising244,961 162,233 466,948 402,326 Advertising283,518 244,961 546,755 466,948 
TransactionsTransactions3,525 3,968 7,329 6,607 Transactions3,940 3,525 7,120 7,329 
OtherOther8,702 2,829 15,007 9,998 Other11,426 8,702 21,637 15,007 
Total net revenueTotal net revenue$257,188 $169,030 $489,284 $418,931 Total net revenue$298,884 $257,188 $575,512 $489,284 
(1) Advertising revenue by category in 2022 reflects an updated method of disaggregation. Prior-period amounts have not been updated as it is impracticable to do so, given certain historical information was not available.
During the three and six months ended June 30, 20212022 and 2020,2021, no individual customer accounted for 10% or more of consolidated net revenue.
As a result of the COVID-19 pandemic, the Company considered whether there was any impact to the manner in which revenue is recognized, in particular with respect to the collectability criteria for recognizing revenue from contracts with customers. The Company did not change the manner in which it recognizes revenue as a result of that assessment.
The Company offered a number of relief incentives to advertising and other revenue customers most impacted by the COVID-19 pandemic totaling $0.7$0.1 million and $13.3$0.7 million during the three months ended June 30, 20212022 and 2020,2021, respectively, and $2.9$0.4 million and $17.9$2.9 million during the six months ended June 30, 20212022 and 2020,2021, respectively. These incentives were primarily in the form of waived advertising feessubscription and waived subscriptionadvertising fees. The Company accounted for these incentives
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as price concessions and reduced net revenue recognized in the three and six months ended June 30, 2022 and 2021 and 2020 accordingly. During the three months ended June 30, 2020, the Company also paused certain advertising campaigns that were scheduled to run from April to May 2020 and offered certain free advertising products during those months with a total value of $14.5 million. All paused advertising campaigns that were not cancelled by customers resumed by the end of May 2020.
The following table presents the Company’s net revenue by major geographic region for the periods presented (in thousands):
Three Months Ended
June 30,
Six Months Ended
June 30,
2021202020212020
United States$254,954 $167,270 $484,949 $413,797 
All other countries2,234 1,760 4,335 5,134 
Total net revenue$257,188 $169,030 $489,284 $418,931 
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Three Months Ended
June 30,
Six Months Ended
June 30,
2022202120222021
United States$296,876 $254,954 $571,520 $484,949 
All other countries2,008 2,234 3,992 4,335 
Total net revenue$298,884 $257,188 $575,512 $489,284 
Long-Lived Assets
The following table presents the Company’s long-lived assets by major geographic region for the periods presented (in thousands):
June 30,
2021
December 31,
2020
United States$88,688 $97,548 
All other countries3,939 4,170 
Total long-lived assets$92,627 $101,718 
18. RESTRUCTURING
In April 2020, the Company announced a restructuring plan to help manage the near-term financial impacts of the COVID-19 pandemic (the "Restructuring Plan"). In addition to reductions and deferrals in spending, the Restructuring Plan’s cost-cutting measures included workforce reductions affecting approximately 1,000 employees and furloughs affecting approximately 1,100 additional employees, as well as salary reductions and reduced-hour work weeks. In July 2020, the Company announced an additional workforce reduction (separate from the Restructuring Plan) affecting approximately 60 employees.
During the three months ended September 30, 2020, the Company restored reduced salaries and returned many of its furloughed employees.
The Company incurred an immaterial amount of restructuring costs during the three and six months ended June 30, 2021 and does not expect to incur any material additional restructuring costs. The Company incurred $3.3 million in restructuring costs during the three and six months ended June 30, 2020 in connection with terminations under the Restructuring Plan, which represent expenditures for severance, payroll taxes and related benefits costs. These costs were recorded as restructuring expenses on the Company's condensed consolidated statements of operations.
19. SUBSEQUENT EVENTS
On August 3, 2021, the Company's board of directors authorized a $250.0 million increase to its stock repurchase program, bringing the total amount of repurchases authorized under our stock repurchase program since its inception in 2017 to $1.2 billion. The Company repurchased $35.8 million of shares subsequent to June 30, 2021, resulting in approximately $344.6 million remaining available for future repurchases following the increase on August 3, 2021.
June 30,
2022
December 31,
2021
United States$77,367 $79,027 
All other countries4,845 4,830 
Total long-lived assets$82,212 $83,857 
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ITEM 2.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 condensed consolidated financial statements and related notes appearing elsewhere in this Quarterly Report. This discussion contains forward-looking statements that reflect our plans, estimates and beliefs, and involve risks and uncertainties. Our actual results and the timing of certain events could differ materially from those anticipated in these forward-looking statements as a result of several factors, including those discussed in the section titled “Risk Factors” included under Part I, Item 1A in our Annual Report, as updated by Part II, Item 1A of this Quarterly Report. See “Special Note Regarding Forward-Looking Statements” in this Quarterly Report.
Overview
As one of the best known internet brands in the United States, Yelp is a trusted local resource for consumers and a partner in success for businesses of all sizes. Consumers trust us for our more than 200220 million ratings and reviews of businesses across a broad range of categories, while businesses advertise with us to reach our large audience of purchase-oriented and generally affluent consumers. We believe our ability to provide value to both consumers and businesses not only fulfills our mission to connect consumers with great local businesses, but also positions us well in the local, digital advertising market in the United States.
We generate substantially all of our revenue from the sale of performance-based advertising products, which our advertising platform matches to individual consumers through auctions priced on a cost-per-click ("CPC") basis. In the three months ended June 30, 2021,2022, our net revenue was $257.2$298.9 million, up 52%16% from the three months ended June 30, 2020,2021, and we recorded net income of $4.2$8.0 million and adjusted EBITDA of $63.8$67.3 million. In the six months ended June 30, 2021,2022, our net revenue was $489.3$575.5 million, which represented an increase of 17%18% from the six months ended June 30, 2020,2021, and we recorded a net lossincome of $1.6$7.1 million and adjusted EBITDA of $107.5$115.4 million. For information on how we define and calculate adjusted EBITDA, and a reconciliation of this non-GAAP financial measure to net income (loss), see "Non-GAAP Financial Measures" below.
As a resultIn the second quarter of 2022, our strategic investments in product and marketing and our Multi-location sales team, we madecontinued to drive further progress on our revenue growth initiatives in the second quarter of 2021:initiatives:
ImproveGrow quality leads and monetization of ourin Services categories. Our investments in theefforts to create a differentiated product experience for businesses and consumers in our Services categories drove both sequential anda 14% year-over-year increases in the percentage of monetized leads in our Services categories in the second quarter. These efforts contributed to increasesincrease in advertising revenue from Services businesses in the second quarter. We achieved this growth despite a shift in U.S. consumer spending towards travel and leisure, which led to softer consumer demand for Services categories on Yelp in the second quarter. As a result, Request-a-Quote requests decreased by approximately 10% year over year, though they remained above pre-pandemic levels. We continued working to drive more high-quality leads to Services businesses in the second quarter, including through the launch of 39%Request-a-Call, a product designed to help remove friction in the hiring process, and the expansion of project-specific search filters to better match consumers with the right service providers.
Drive sales through the most efficient channels. Revenue from our Self-serve and Multi-location channels reached 49% of advertising revenue in the second quarter. Performance marketing and product improvements to the claim and ads purchase flows again contributed to record Self-serve customer acquisition, which, together with continued strength in retention, resulted in advertising revenue from our Self-serve channel increasing by approximately 30% year over year. To drive additional business owner engagement, we modernized several elements of the business owner platform and made billing and budget optimizations that increased new advertiser retention. Our expanded portfolio of ad products and attribution solutions helped drive both record revenue from our Multi-location channel as well as record paying advertising locations in the second quarter, which increased 30% year over year and of more than 8% compared to the first quarter of 2021.
Expandyear over year, respectively. To support continued growth in this channel, we further enhanced our Self-serve and Multi-location sales channels. Our continued investments in expanding our Multi-location product portfolio and attribution capabilities during the COVID-19 pandemic positioned us well to benefit from the return of Multi-location advertisers — particularly Restaurants, Retail & Other businesses — as local economies reopened in the second quarter. In the second quarter, advertising revenue from Multi-location customers increased by nearly 90% compared to the second quarter of 2020 and by more than 20% from the first quarter of 2021. Our product and marketing investments continued to drive strong performance in our Self-serve channelmulti-location products in the second quarter with revenue attributablethrough new themed ads designed to that channel up nearly 100% year over yeardrive takeout orders and nearly 70% compared to the second quarteraddition of 2019.a new attribution partner.
Deliver more value to advertisers. Increasing our value proposition to advertisers by delivering moreAmid a volatile macroeconomic environment, ad clicks at a lowerincreased from the first quarter but declined by 11% from the prior year period, when the reopening of businesses had led to elevated consumer spending and engagement; while average price is an important part of our strategy to drive long-term growth and has been a focus of our product investment in recent years.CPC remained consistent with the first quarter, it increased by 32% year over year. In the second quarter, improvementswe continued to focus on improving our ad system and matching technology, togetherto match consumers with further recoverythe right advertisers at the right time; our efforts in this area drove greater value to our consumer traffic, drove moreadvertisers in the form of higher performing clicks in the first half of 2022 compared to 2021, as reflected in the greater average percentage of ad clicks converted to advertisers at a lower average CPC thanleads.
Enhance the consumer experience. With an increased focus on consumer experience, we are investing in bothvarious product and marketing initiatives designed to expand Yelp's trusted content and drive targeted user engagement and growth over the long term. In the second quarter, of 2020we worked to improve search matching and the first quarter of 2021. Ad clicks returned to a year-over-year increase in the second quarter, up 87% from the second quarter of 2020, and average CPC declined 20% over the same period.
In connection with plans to maintain a primarily remote workforce, we entered into sublease agreements for portions ofrelevancy on our leased office space in San Francisco and New York. While these subleases resulted in non-cash impairment charges totaling $11.2 million in the second quarter related to right-of-use assets and leasehold improvements associated with the underlying operating leases, we expect the subleases, together with our decision not to renew the lease for a portion of our Phoenix office space, to collectively result in annual expense savings of approximately $10.0 million to $12.0 million.
Our continued expense management, our more efficient go-to-market approach and recovery in local economies drove a 52% increase in net revenue, a return to positive net income of $4 million and a 473% increase in adjusted EBITDA in the second quarter of 2021 compared to the year-ago quarter. These factors also contributed to certain of our financial resultsAndroid
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surpassing pre-COVID-19 pandemic levelsapp, which led to an increase in Android engagement per session in the second quarter: net revenue increased 4% fromquarter. We also continue to invest in expanding our trusted content, including by reducing friction in the second quarter of 2019. While net income margin decreased slightly comparedreview writing process and prompting users to the second quarter of 2019, from 5% to 2% due to the impairment chargesreview recently visited businesses using smart push notifications.
Our product initiatives drove growth across our business in the second quarter despite a highly volatile macroeconomic environment. We believe that our broad-based local ad platform and rich first-party data position us well for the second half of 2021,the year: we expect both net revenue and adjusted EBITDA margin improved by three percentage points over the same period. We plan to both continue exploring opportunities to reduce expenses associated with our leased office space and further invest in our growth initiativesincrease sequentially in the third quarter. As a result of our ongoing efforts to reduce our real estate footprint, we also expect to incur an impairment charge of approximately $10.5 million in the third quarter related to the sublease of a portion of our New York office space.
Key Metrics
We regularly review a number of metrics, including the key metrics set forth below, to evaluate our business, measure our performance, identify trends in our business, prepare financial projections and make strategic decisions.
Ad Clicks
Ad clicks represent user interactions with our pay-for-performance advertising products, including clicks on advertisements on our website and mobile app, clicks on syndicated advertisements on third-party platforms and Request-A-QuoteRequest-a-Quote submissions. Ad clicks include only user interactions that we are able to track directly, and therefore do not include user interactions with ads sold through our advertising partnerships. We do not expect the exclusion of such user interactions to materially affect this metric.
Because we generate revenue primarily from the sale of performance-based ads, our ability to increase our revenue depends largely on our ability to increase the number and/or price of ad clicks. We report the year-over-year percentage change in ad clicks on a quarterly basis as a measure of our success in monetizing more of our consumer traffic and delivering more value to advertisers.
The following table presents year-over-year changes in our ad clicks for the periods indicated (expressed as a percentage):
Three Months Ended
June 30,
20212020
Ad Clicks87%(51)%
Three Months Ended
June 30,
20222021
Ad Clicks(11)%87%
Average CPC
We define average CPC as revenue from our performance-based ad products — excluding certain revenue adjustments that do not impact the outcome of an auction for an individual ad click, such as refunds, as well as revenue from our advertising partnerships — divided by the total number of ad clicks for a given three-month period.
Average CPC, when viewed together with ad clicks, provides important insight into the value we deliver to advertisers, which we believe is a significant factor in our ability to retain both revenue and customers. For example, a negativepositive change in average CPCad clicks for a given three-month period combined with lower growth or a positivenegative change in ad clicksaverage CPC over the same period would indicate that we delivered more ad clicks at lower prices, thereby delivering more value to our advertisers; we would typically expect this to have a positive impact on retention. In the three months ended June 30, 2022, ad clicks increased from the first quarter but declined 11% year over year, reflecting the current uncertain macroeconomic environment and the significant benefits in the prior-year period from reopening tailwinds and elevated consumer spending. However, advertiser demand remained robust and, as a result, average CPC in the three months ended June 30, 2022 was relatively consistent with the first quarter and increased 32% year over year.
We believe that average CPC and ad clicks together reflect one of the largest dynamics affecting our advertising revenue performance. These metrics reflect, among other things, the interplay of advertiser demand and consumer behavior on our platform, each of which is currently subject to complex macroeconomic pressures that we expect to continue to cause volatility in these metrics in the near term.
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The following table presents year-over-year changes in our average CPC for the periods indicated (expressed as a percentage):
Three Months Ended
June 30,
20212020
Average CPC(20)%35%
Three Months Ended
June 30,
20222021
Average CPC32%(20)%
Advertising Revenue by Category
Our advertising revenue comprises revenue from the sale of our advertising products, including the resale of our advertising products by partners and syndicated ads appearing on third-party platforms.
To reflect our strategic focus on creating two differentiated experiences on Yelp, we provide a quarterly breakdown of our advertising revenue attributable to businesses in two high-level category groupings: Services and Restaurants, Retail & Other. Our Services categories consist of home, local, auto, professional, pets, events, real estate and financial services. Our Restaurants, Retail & Other categories consist of restaurants, shopping, beauty & fitness, health and other.
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TableAdvertising revenue by category for the three and six months ended June 30, 2022 reflects our updated methodology for determining the business category with which advertising revenue is associated based on the business category of Contentseach advertising location rather than the business category of the business account that paid for the advertising. While business locations associated with a single payment account are generally part of the same business, they may offer a variety or a combination of services that differ by location; accordingly, we believe our updated methodology provides a more precise breakdown of our advertising revenue between our Services and Restaurants, Retail & Other categories.
The categorization of business locations can change over time and historical business categories for individual business locations are not available; as a result, it is impracticable to apply our updated methodology to prior-year amounts based on the business categorizations in effect during the prior-year period. However, applying our updated methodology to the three and six months ended June 30, 2021 based on the current business categories of the associated advertising locations does not result in a materially different breakdown than previously reported for such periods. Due to the differences between the types of business categories comprising our Services and Restaurants, Retail & Other categories, we do not believe a significant number of businesses are re-categorized such that they move from one high-level category grouping to the other, and so do not believe the result would be materially different based on the then-current categorizations.
The following table presents our advertising revenue by category for the periods indicated (in thousands, except percentages):
Three Months Ended
June 30,
% ChangeSix Months Ended
June 30,
% ChangeThree Months Ended
June 30,
% ChangeSix Months Ended
June 30,
% Change
20212020202120202022202120222021
ServicesServices$152,522 $109,583 39%$293,209 $242,665 21%Services$174,298 $152,522 14%$334,561 $293,209 14%
Restaurants, Retail & OtherRestaurants, Retail & Other92,439 52,650 76%173,739 159,661 9%Restaurants, Retail & Other109,220 92,439 18%212,194 173,739 22%
Total Advertising RevenueTotal Advertising Revenue$244,961 $162,233 51%$466,948 $402,326 16%Total Advertising Revenue$283,518 $244,961 16%$546,755 $466,948 17%
Paying Advertising Locations By Category
Paying advertising locations comprise all business locations associated with a business account from which we recognized advertising revenue in a given month, excluding business accounts that purchased advertising through partner programs other than Yelp Ads Certified Partners, averaged over a given three-month period. We also provide a breakdown of paying advertising locations between our Services categories and Restaurants, Retail & Other categories.
We provide our paying advertising locations on a quarterly basis as a measure of the reach and scale of our business; however, this metric may exhibit short-term volatility as a result of factors such as seasonality and macroeconomic conditions. For example, macroeconomic factors, such as ongoing concerns about COVID-19 and its variants as well as labor and supply chain challenges, have had a predominant negative impact on Restaurants, Retail & Other paying advertising locations in recent quarters. Short-term fluctuations in paying advertising locations may also reflect the acquisition or loss of single advertising accounts associated with large numbers of locations, or the pausing/restarting of advertising campaigns by such multi-location advertisers.
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The following table presents the number of paying advertising locations by category during the periods presentedindicated (in thousands, except percentages):
Three Months Ended
June 30,
% ChangeThree Months Ended
June 30,
% Change
2021202020222021
ServicesServices23420415%Services232234(1)%
Restaurants, Retail & OtherRestaurants, Retail & Other29417469%Restaurants, Retail & Other33729415%
Total Paying Advertising LocationsTotal Paying Advertising Locations52837840%Total Paying Advertising Locations5695288%
Critical Accounting Policies and Estimates
Our condensed consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States ("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 and assumptions are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from those estimates. Due to the COVID-19 pandemicmacroeconomic conditions and the uncertainty regarding the extent and duration of its impacts,other factors, certain estimates and assumptions have required and may continue to require increased judgment and carry a higher degree of variability and volatility. As events continue to evolve and additional information becomes available, these estimates may materially change in future periods.
We believe that the assumptions and estimates associated with revenue recognition, website and internal-use software development costs the incremental borrowing rate used with respect to leases, business combinations, allowance for doubtful accounts,and income taxes and stock-based compensation expense have the greatest potential impact on our consolidated financial statements. There have been no material changes to our critical accounting policies and estimates from those disclosed in our Annual Report.
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Results of Operations
The following table sets forth our results of operations for the periods indicated (in thousands, except percentages). The period-to-period comparison of financial results is not necessarily indicative of the results of operations to be anticipated for the full year 20212022 or any future period.
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
20212020$ Change
% Change(1)
20212020$ Change
% Change(1)
20222021$ Change
% Change(1)
20222021$ Change
% Change(1)
Consolidated Statements of Operations Data:
Condensed Consolidated Statements of Operations Data:Condensed Consolidated Statements of Operations Data:
Net revenue by product:Net revenue by product:Net revenue by product:
Advertising revenue by category:
Advertising revenue by category(3):
Advertising revenue by category(3):
ServicesServices$152,522 $109,583 $42,939 39 %$293,209 $242,665 $50,544 21 %Services$174,298 $152,522 $21,776 14 %$334,561 $293,209 $41,352 14 %
Restaurants, Retail & OtherRestaurants, Retail & Other92,439 52,650 39,789 76 %173,739 159,661 14,078 %Restaurants, Retail & Other109,220 92,439 16,781 18 %212,194 173,739 38,455 22 %
AdvertisingAdvertising244,961 162,233 82,728 51 %466,948 402,326 64,622 16 %Advertising283,518 244,961 38,557 16 %546,755 466,948 79,807 17 %
TransactionsTransactions3,525 3,968 (443)(11)%7,329 6,607 722 11 %Transactions3,940 3,525 415 12 %7,120 7,329 (209)(3)%
OtherOther8,702 2,829 5,873 208 %15,007 9,998 5,009 50 %Other11,426 8,702 2,724 31 %21,637 15,007 6,630 44 %
Total net revenueTotal net revenue257,188 169,030 88,158 52 %489,284 418,931 70,353 17 %Total net revenue298,884 257,188 41,696 16 %575,512 489,284 86,228 18 %
Costs and expenses:Costs and expenses:Costs and expenses:
Cost of revenue (exclusive of depreciation and amortization shown separately below)Cost of revenue (exclusive of depreciation and amortization shown separately below)17,993 11,825 6,168 52 %32,867 28,672 4,195 15 %Cost of revenue (exclusive of depreciation and amortization shown separately below)26,988 17,993 8,995 50 %50,417 32,867 17,550 53 %
Sales and marketingSales and marketing113,641 96,289 17,352 18 %226,550 233,586 (7,036)(3)%Sales and marketing129,412 113,641 15,771 14 %255,509 226,550 28,959 13 %
Product developmentProduct development68,695 53,969 14,726 27 %136,687 121,082 15,605 13 %Product development76,848 68,695 8,153 12 %157,533 136,687 20,846 15 %
General and administrativeGeneral and administrative45,095 26,402 18,693 71 %76,956 69,938 7,018 10 %General and administrative38,377 45,095 (6,718)(15)%77,760 76,956 804 %
Depreciation and amortizationDepreciation and amortization12,833 12,582 251 %25,916 24,940 976 %Depreciation and amortization11,258 12,833 (1,575)(12)%22,748 25,916 (3,168)(12)%
RestructuringRestructuring12 3,312 (3,300)(100)%32 3,312 (3,280)(99)%Restructuring— 12 (12)(100)%— 32 (32)(100)%
Total costs and expensesTotal costs and expenses258,269 204,379 53,890 26 %499,008 481,530 17,478 %Total costs and expenses282,883 258,269 24,614 10 %563,967 499,008 64,959 13 %
Loss from operations(1,081)(35,349)34,268 (97)%(9,724)(62,599)52,875 (84)%
Income (loss) from operationsIncome (loss) from operations16,001 (1,081)17,082 
NM(2)
11,545 (9,724)21,269 (219)%
Other income, netOther income, net542 495 47 %1,247 2,878 (1,631)(57)%Other income, net1,327 542 785 145 %2,256 1,247 1,009 81 %
Loss before income taxes(539)(34,854)34,315 (98)%(8,477)(59,721)51,244 (86)%
Benefit from income taxes(4,751)(10,864)6,113 (56)%(6,893)(20,228)13,335 (66)%
Income (loss) before income taxesIncome (loss) before income taxes17,328 (539)17,867 
NM(2)
13,801 (8,477)22,278 (263)%
Provision for (benefit from) income taxesProvision for (benefit from) income taxes9,319 (4,751)14,070 (296)%6,707 (6,893)13,600 (197)%
Net income (loss)Net income (loss)$4,212 $(23,990)$28,202 (118)%$(1,584)$(39,493)$37,909 (96)%Net income (loss)$8,009 $4,212 $3,797 90 %$7,094 $(1,584)$8,678 (548)%
(1) Percentage changes are calculated based on rounded numbers and may not recalculate exactly due to rounding.
(2) Percentage change is not meaningful.
(3) Please refer to “—Key Metrics—Ad Revenue by Category” for information on a methodology change adopted in 2021.
Three and Six Months Ended June 30, 20212022 and 20202021
Net Revenue
Advertising. We generate advertising revenue from the sale of our advertising products — including enhanced listing pages and performance and impression-based advertising in search results and elsewhere on our platform — to businesses of all sizes, from single-location local businesses to multi-location national businesses. Advertising revenue also includes revenue generated from the resale of our advertising products by certain partners and monetization of remnant advertising inventory through third-party ad networks. We present advertising revenue on a disaggregated basis for our high-level category groupings, Services and Restaurants, Retail & Other.
Advertising revenue for the three and six months ended June 30, 20212022 increased compared to the prior-year periods. Revenueperiods primarily due to higher customer spend and higher average revenue per location in both our Services and Restaurants, Retail & Other categories. The increases in revenue from businesses in our Services categories particularly Home Services businesses, increased due to an improved retention rate of non-term advertisers' budgets, an increasewere primarily driven by growth in paying advertising locations and higher customer spend. Revenueour home services category. The increases in revenue from businesses in our Restaurants, Retail & Other categories increased duebusinesses were primarily attributable to growth in the number of paying advertising locations, reflecting our reductionlocations.
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Table of relief incentives as COVID-19 pandemic-related operating restrictions eased in the second quarter and businesses in these categories were able to operate at greater capacity.Contents
Transactions. We generate revenue from various transactions with consumers, primarily through our partnership integrations, which are mainly revenue-sharing arrangements that provide consumers with the ability to complete food ordering and delivery transactions through third parties directly on Yelp. We earn a fee for acting as an agent for transactions placed through these integrations, which we record on a net basis and include in revenue upon completion of a transaction.
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Transactions revenue for the three months ended June 30, 20212022 increased compared to the prior-year period primarily due to an increase in the per-order transaction fee that we receive from Grubhub following the renewal of our partnership in March 2022. This increase was partially offset by a lower volume of food takeout and delivery orders compared to the prior-year period. Transactions revenue for the six months ended June 30, 2022 decreased compared to the prior-year period primarily due to a lower volume of food takeout and delivery orders as many restaurants resumed or increasedorders. This decrease was partially offset by the capacity of their dine-in operations during the quarter. Transactions revenue for the six months ended June 30, 2021 increased compared to the prior-year period due to an overall increase in the volume of food takeout and delivery orders due to the COVID-19 pandemic, which limited dine-in operations of many restaurants.per-order transaction fee we receive from Grubhub.
Other.Other Revenue. We generate revenue through our subscription services, including our Yelp Reservations and Yelp WaitlistGuest Manager products. We also generate revenue through our Yelp Knowledge and Yelp Fusion programs, which provide access to Yelp data for a fee, as well as other non-advertising partnerships.
Other revenue for the three and six months ended June 30, 20212022 increased compared to the prior-year periods, primarily due to a reduction inreflecting higher revenue from the continued growth of our Yelp Fusion program. The increases also reflect lower COVID-19 relief incentives that we provided to our customers impacted by the COVID-19 pandemic during the three and six months ended June 30, 2020, mainly in the form of waived subscription fees. Other revenue also reflected increased revenue fromfees — for our Yelp Fusion program, which we introducedsubscription product customers in May 2020.the current-year periods.
Trends and Uncertainties of Net Revenue. Net revenue increased in the three months ended June 30, 2021 from2022 compared to the three months ended March 31, 20212022 due to increased advertiser demand as well as fromand the three months ended June 30, 2020, reflecting recovery from the impactcontinued execution of the COVID-19 pandemic and progress on our strategic initiatives. Net revenue also increased compared to the three months ended June 30, 2019, particularly revenue from Services categories, which increased by 23%. While the pace of recoveryBased on continued strength in our Restaurants, Retail & Other categories remains subject to the evolution of the COVID-19 pandemic and related public health restrictions, we expect our initiatives will continue to drive momentum in the third quarter. As such,advertiser demand, we anticipate net revenue in the three months ending September 30, 2021 will remain relatively consistent with or slightly2022 to increase from the second quarter of 2021.2022 despite a modestly recessionary environment in the second half of 2022; provided, however, that significantly worsening macroeconomic conditions could negatively impact our ability to achieve this sequential revenue growth.
Costs and Expenses
Cost of Revenue (exclusive of depreciation and amortization). Our cost of revenue consists primarily of credit card processing fees and website infrastructure expense, which includes website hosting costs and employee costs (including stock-based compensation expense) for the infrastructure teams responsible for operating our website and mobile app, and excludes depreciation and amortization expense. Cost of revenue also includes third-party advertising fulfillment costs.
Cost of revenue for the three and six months ended June 30, 20212022 increased compared to the prior-year periods, primarily due to:
increases in website infrastructure expense of $2.6 million and $1.4 million, respectively, as a result of higher traffic;
increases in advertising fulfillment costs of $2.3$3.8 million and $2.4$7.0 million, respectively, driven by expandedlargely attributable to the expansion of Yelp Audiences and efforts to syndicate advertising budgets on third-party sites;
increases in website infrastructure expense of $3.6 million and $7.6 million, respectively, as a result of investments in maintaining and improving our infrastructure; and
increases in merchant credit card fees of $1.3$0.9 million and $0.7$1.8 million, respectively, primarily due to a higher volume of transactions associated with the increase in advertising revenue.
We expect cost of revenue to increase on an absolute dollar basis in 2022 compared to 2021.
Sales and Marketing. Our sales and marketing expenses primarily consist of employee costs (including sales commission and stock-based compensation expenses) for our sales and marketing employees. Sales and marketing expenses also include business and consumer acquisition marketing, community management, as well as allocated workplace and other supporting overhead costs.
Sales and marketing expenses for the three and six months ended June 30, 20212022 increased compared to the prior-year periods due to:
an increase in marketingincreases of $12.0 million and advertising costs of $13.4$19.5 million, reflecting our investment in targeted business owner acquisition and regional consumer campaigns; and
an increase of $5.3 millionrespectively, in employee costs due to higher average sales headcount as compared with the prior-year period. The increaseperiods; and
increases in sales headcount was due to the impact of the restructuring plan we announced on April 9, 2020 ("Restructuring Plan") on sales headcount in the prior-year period, as well as increased hiring efforts in the second half of 2020.
These increases were partially offset by a decrease in allocated workplace operatingmarketing and advertising costs of $1.3$5.7 million due to reductionsand $14.0 million, respectively, primarily reflecting our investment in our amount of leased office space, which began in the first quarter of 2021.
Sales and marketing expenses for the six months ended June 30, 2021 decreased compared to the prior-year period due to:consumer marketing.
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a decrease of $20.4 million in employee costs, which was primarily due to lower sales headcount following the terminations associated with the Restructuring Plan; and
a decreaseThese increases were partially offset by decreases in allocated workplace operating costs of $4.9$1.9 million and $4.5 million, respectively, from reductions in our leased office space.
We expect sales and marketing expenses to continue to increase in 2022 compared to 2021 as we hire across our sales and marketing teams and invest in marketing initiatives. However, we expect sales and marketing expenses to decrease as a resultpercentage of our office closures, which began at the end of the first quarter 2020, and the reduction of our office spacenet revenue in 2022 compared to 2021.
These decreases were largely offset by an increase in marketing and advertising costs of $18.3 million.
Product Development. Our product development expenses primarily consist of employee costs (including stock-based compensation expense, net of capitalized employee costs associated with capitalized website and internal-use software development) for our engineers, product management and corporate infrastructure employees. In addition, product development expenses include allocated workplace and other supporting overhead costs.
Product development expenses for the three and six months ended June 30, 20212022 increased compared to the prior-year periods primarily due to increases in employee costs of $13.0$9.1 million and $14.2$22.2 million, respectively, primarily reflecting lower costs in the prior-year periods duewhich include bonuses and stock-based compensation, as a result of higher average headcount.
We expect product development expenses to the reduced-hour work weeks implemented in the second quarter of 2020 under the Restructuring Plan, which ended during the third quarter of 2020. The increase in employee costs also reflected higher stock-based compensation expenses in 2021.2022 compared to 2021 as we expand our product and engineering teams and invest to support our product initiatives, but decrease as a percentage of net revenue as our distributed operations and growth strategy provide leverage.
General and Administrative. Our general and administrative expenses primarily consist of employee costs (including stock-based compensation expense) for our executive, finance, user operations, legal, people operations and other administrative employees. Our general and administrative expenses also include our provision for doubtful accounts, consulting costs, as well as workplace and other supporting overhead costs.
General and administrative expenses for the three and six months ended June 30, 2021 increased2022 decreased compared to the prior-year periodsperiod primarily due to:
anto impairment chargecharges incurred in the prior-year period of $11.2 million related to the right-of-use assets and leasehold improvements for office space that was subleased, duringwhich did not recur in the threecurrent-year period. This decrease was partially offset by an increase in employee costs of $3.3 million resulting from higher average headcount, a $1.2 million increase in our provision for doubtful accounts as a result of the increase in advertising revenue and the release of a higher amount of COVID-19-related bad debt reserves in the prior year.
General and administrative expenses for the six months ended June 30, 2021 (see Note 8, "Leases," of2022 remained relatively consistent compared to the Notes to Condensed Consolidated Financial Statements included under Part I, Item 1 in this Quarterly Report for further detail); and
increasesprior-year period. An increase in employee costs of $9.5$6.5 million resulting from higher average headcount and $10.8 million, respectively, which were primarily the result of our determination that the performance conditions for performance-based restricted stock units had either been met or were expected to be met.
These increases were partially offset by decreasesan increase in our provision for doubtful accounts of $2.0$5.4 million, primarily reflecting a higher amount of COVID-19-related bad debt reserves released in the prior year, were substantially offset by the $11.2 million impairment charge in the prior-year period that did not recur in the current-year period.
We expect general and $14.7administrative expenses to increase in 2022 compared to 2021 to support the continued growth of our business, including in part as a result of the approximately $10.5 million respectively, dueimpairment charge we expect to our releaseincur in the third quarter related to the sublease of a portion of our COVID-19-related bad debt reserves followingNew York office space. Excluding the impact of impairment charges in both years, we expect general and administrative expenses as a declinepercentage of net revenue to remain relatively consistent in the rate of customer delinquencies.2022 compared to 2021.
Depreciation and Amortization. Depreciation and amortization expense primarily consists of depreciation on computer equipment, software, leasehold improvements, capitalized website and software development costs, and amortization of purchased intangible assets.
Depreciation and amortization expense for the three and six months ended June 30, 2021 slightly increased,2022 decreased compared to the prior-year periods, primarily due to increasesdecreases in depreciation associated with capitalized websiteexpense of leasehold improvements from asset retirements related to lease terminations and internal use software development costs as we invested in newexpirations and, enhanced products for business owners and consumers.
Restructuring. In April 2020, we announced the Restructuring Plan to help manage the near-term financial impacts of the COVID-19 pandemic. We incurred $3.3 million in restructuring costs during the three and six months ended June 30, 2020, which consisted of severance, payroll taxes and related benefits costs for terminated employees. See Note 18, "Restructuring," of the Notes to Condensed Consolidated Financial Statements included under Part I, Item 1 in this Quarterly Report for further detail.
Trends and Uncertainties of Costs and Expenses. A majority of our expenses increased during the three months ended June 30, 2021 compared to the three months ended March 31, 2021, primarily reflecting the impairment charge we recorded in the second quarter, as well as higher cost of revenue. We expect costs and expenses to further increase in the three months ending September 30, 2021 as we seek further opportunities to sublease portions of our leased office space, which may result in additional impairment charges, and continue to make strategic investments in our product development, marketing and sales teams to support the growth of our business.
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a lesser extent, lower amortization expense resulting from intangible assets that had become fully amortized since prior year.
Other Income, Net
Other income, net consists primarily of the interest income earned on our cash and cash equivalents, and previously held marketable securities, the portion of our sublease income in excess of our lease cost, amortization of debt issuance costs, credit facility fees and foreign exchange gains and losses.
Other income, net for the three and six months ended June 30, 2021 decreased2022 increased compared to the prior-year period,periods, primarily driven by lowerhigher interest income as a result of the changefrom our investments in our investment strategy in the first quarter of 2020 to reduce our holdings of marketable securities in favor of holdings that are more liquid, mainly money market funds which offer lowerdue to increasing federal interest rates. For more information on this change, see rates, as well as higher tax incentives related to research and development activity in the United Kingdom.
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Note 4, "Table of ContentsMarketable Securities," of the Notes to Condensed Consolidated Financial Statements.
Benefit fromProvision for (Benefit from) Income Taxes
Benefit fromProvision for (benefit from) income taxes consists of: federal and state income taxes in the United States and income taxes in certain foreign jurisdictions; deferred income taxes reflecting 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; and the realization of net operating loss carryforwards.
The decreases in benefit fromProvision for income taxes duringfor the three and six months ended June 30, 2021 compared to2022 increased from a recorded benefit in each of the prior-year periods were primarily due to a decreasean increase in the annual effective tax rate estimated for 2022 and increases in quarter-to-date and year-to-date pre-tax lossesincome, partially offset by decreases in 2021 as well as net operating lossyear-to-date excess tax benefits from stock-based compensation in the prior-year periods under the Coronavirus Aid, Relief and Economic Security Act (the “CARES Act”) that did not recur in 2021. The CARES Act, which was enacted on March 27, 2020 in response to the COVID-19 pandemic, allowed for net operating losses incurred in 2018, 2019 and 2020 to be carried back to tax years with a 35.0% tax rate. See Note 15, "Income Taxes," of the Notes to Condensed Consolidated Financial Statements included under Part I, Item 1 in this Quarterly Report for further detail.current periods.
As of December 31, 2020,2021, we had approximately $31.2$40.5 million in net deferred tax assets ("DTAs"). As of June 30, 2021,2022, we consider it more likely than not that we will have sufficient taxable income in the future that will allow us to realize these DTAs. However, it is possible that some or all of these DTAs will not be realized. Therefore, unless we are able to generate sufficient taxable income from our operations, a substantial valuation allowance may be required to reduce our DTAs, which would materially increase our expenses in the period in which we recognize the allowance and have a materially adverse impact on our consolidated financial statements. The exact timing and amount of the valuation allowance recognition are subject to change on the basis of the net income that we are able to actually achieve. We will continue to evaluate the possible recognition of a valuation allowance on a quarterly basis.
BeginningOur GAAP tax rate is impacted by a number of factors that are not in our direct control and that are subject to quarterly variability, which limits our visibility into the applicable rate for future fiscal periods. While we currently expect our GAAP tax rate for 2022 we expect additional changesto be a substantial positive rate — potentially exceeding our previous estimate of 38% — it ultimately depends on, among other things, the status of legislative efforts to repeal the requirement under the U.S. Tax Cuts and Jobs Act (the "Tax Act") to come into effect that could adversely impactcapitalize and amortize research and development expenses, which may result in a substantially lower rate if successful, as well as the amount of our effectivestock-based compensation expense, which fluctuates based on our stock price. We do not plan to provide regular updates to our estimate of our 2022 GAAP tax rate given the uncertainty inherent in it as a result of these factors; however, we note that it may have a material and adverse impact on our cash flows in 2022 as well as future years. The Tax Act, which was enacted on December 22, 2017, made broad and complex changes to the U.S. tax code, including, among other things, reducing the federal corporate tax rate. We will continue to evaluate the impacts and monitor the issuance of additional regulatory or accounting guidance in addition to any executive or legislative updates.
Non-GAAP Financial Measures
Our condensed consolidated financial statements are prepared in accordance with GAAP. However, we have also disclosed below adjusted EBITDA and adjusted EBITDA margin, each of which is a non-GAAP financial measure.
Adjusted EBITDA has limitations as an analytical tool, and you should not consider it in isolation or as a substitute for analysis of our results as reported under GAAP. In particular, adjusted EBITDA should not be viewed as a substitute for, or superior to, net income (loss) prepared in accordance with GAAP as a measure of profitability or liquidity. Some of these limitations are:
although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and adjusted EBITDA does not reflect all cash capital expenditure requirements for such replacements or for new capital expenditure requirements;
adjusted EBITDA does not reflect changes in, or cash requirements for, our working capital needs;
adjusted EBITDA does not reflect the impact of the recording or release of valuation allowances or tax payments that may represent a reduction in cash available to us;
adjusted EBITDA does not consider the potentially dilutive impact of equity-based compensation;
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adjusted EBITDA does not take into account any income or costs that management determines are not indicative of ongoing operating performance, such as restructuring costs and impairment charges; and
other companies, including those in our industry, may calculate adjusted EBITDA differently, which reduces its usefulness as a comparative measure.
Because of these limitations, you should consider adjusted EBITDA and adjusted EBITDA margin alongside other financial performance measures, net income (loss) and our other GAAP results.
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Adjusted EBITDA. Adjusted EBITDA is a non-GAAP financial measure that we calculate as net income (loss), adjusted to exclude: provision for (benefit from) income taxes; other income, net; depreciation and amortization; stock-based compensation expense; and, in certain periods, certain other income and expense items, such as restructuring costs and impairment charges.
Adjusted EBITDA margin. Adjusted EBITDA margin is a non-GAAP financial measure that we calculate as Adjustedadjusted EBITDA divided by net revenue.
The following is a reconciliation of net income (loss) to adjusted EBITDA, as well as the calculation of net income (loss) margin and adjusted EBITDA margin, for each of the periods indicated (in thousands, except percentages):
Three Months Ended
June 30,
Six Months Ended
June 30,
Three Months Ended
June 30,
Six Months Ended
June 30,
202120202019202120202022202120222021
Reconciliation of Net Income (Loss) to Adjusted EBITDA:Reconciliation of Net Income (Loss) to Adjusted EBITDA:Reconciliation of Net Income (Loss) to Adjusted EBITDA:
Net income (loss)Net income (loss)$4,212 $(23,990)$12,303 $(1,584)$(39,493)Net income (loss)$8,009 $4,212 $7,094 $(1,584)
(Benefit from) provision for income taxes(4,751)(10,864)3,785 (6,893)(20,228)
Provision for (benefit from) income taxesProvision for (benefit from) income taxes9,319 (4,751)6,707 (6,893)
Other income, netOther income, net(542)(495)(3,891)(1,247)(2,878)Other income, net(1,327)(542)(2,256)(1,247)
Depreciation and amortizationDepreciation and amortization12,833 12,582 12,240 25,916 24,940 Depreciation and amortization11,258 12,833 22,748 25,916 
Stock-based compensationStock-based compensation40,859 30,585 30,452 80,104 62,335 Stock-based compensation40,061 40,859 81,121 80,104 
RestructuringRestructuring12 3,312 — 32 3,312 Restructuring— 12 — 32 
Asset impairment(1)
Asset impairment(1)
11,164 — — 11,164 — 
Asset impairment(1)
— 11,164 — 11,164 
Adjusted EBITDAAdjusted EBITDA$63,787 $11,130 $54,889 $107,492 $27,988 Adjusted EBITDA$67,320 $63,787 $115,414 $107,492 
Net revenueNet revenue$257,188 $169,030 $246,955 $489,284 $418,931 Net revenue$298,884 $257,188 $575,512 $489,284 
Net income (loss) marginNet income (loss) margin%(14)%%— %(9)%Net income (loss) margin%%%— %
Adjusted EBITDA marginAdjusted EBITDA margin25 %%22 %22 %%Adjusted EBITDA margin23 %25 %20 %22 %
(1) Recorded within general and administrative expenses on our Condensed Consolidated Statements of Operations.
Liquidity and Capital Resources
Sources of Cash
As of June 30, 2021,2022, we had cash and cash equivalents of $558.2$421.2 million, which consisted of cash and money market funds. Our cash held internationally as of June 30, 20212022 was $11.2$13.2 million. As of June 30, 2022, we also had $10.0 million of investments in certificates of deposit with minority-owned financial institutions.
In June 2022, we changed our investment strategy to invest the majority of our cash in a mix of money market funds and highly rated debt securities in order to earn a higher overall rate of return. Our investment policy limits the amount of credit exposure to any one issuer and it generally requires securities to be investment grade (i.e., rated ‘A’ or higher by bond rating firms) with the objective of minimizing the potential risk of principal loss. As of June 30, 2022, we held the majority of our investments in highly liquid money market funds. Our remaining investments that were not held in money market funds as of June 30, 2022 were held in certificates of deposit. Subsequent to the quarter end, through July 29, 2022, we purchased approximately $85.9 million of highly-rated marketable securities, net of maturities, which we expect to classify as available-for-sale as we do not have the intent to hold these securities to maturity to allow flexibility to respond to potential liquidity needs.
To date, we have been able to finance our operations and our acquisitions through proceeds from private and public financings, including our initial public offering in March 2012 and our follow-on offering in October 2013, cash generated from operations, and, to a lesser extent, cash provided by the exercise of employee stock options and purchases under the Employee Stock Purchase Plan, as amended, as well as proceeds from our sale of Eat24 to Grubhub in October 2017.
We continue to hold the majority of our investments in highly liquid money market funds following the liquidation of our portfolio of marketable securities in the first half of 2020, which we undertook as a result of our change in investment strategy to preserve liquidity in response to the COVID-19 pandemic. Our remaining investments that were not held in money market funds as of June 30, 2021 were held in certificates of deposit. See Note 4, "Marketable Securities," of the Notes to Condensed Consolidated Financial Statements included under Part I, Item 1 in this Quarterly Report for further details about the liquidation of our portfolio of marketable securities.
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We have the ability to access backup liquidity to fund working capital and for other capital requirements, as needed, through a three-year, $75.0 million senior unsecured revolving credit facility (including a $25.0 million letter of credit sub-limit) as part of our Credit Agreement with Wells Fargo Bank, National Association which we entered into in May 2020 (the "Credit Agreement"). As of June 30, 2021,2022, we had $21.5$20.5 million of letters of credit under the sub-limit related to lease agreements for certain office locations, which are required to be maintained and issued to the landlords of each facility, and $53.5
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$54.5 million remained available under the revolving credit facility as of that date. The cost of capital associated with this credit facility was not significantly more than the cost of capital that we would have expected prior to the onset of the COVID-19 pandemic. As of June 30, 2021,2022, we were in compliance with all covenants and there were no loans outstanding under the Credit Agreement. For more information about the terms of the Credit Agreement, including financial covenants, events of default and other limitations, see "Management's Discussion and Analysis of Financial Condition and Results of Operations—Liquidity and Capital Resources" included under Part II, Item 7 in our Annual Report.
Material Cash Requirements
Our future capital requirements and the adequacy of available funds will depend on many factors, including those set forth under "Risk Factors" included under Part I, Item 1A in our Annual Report, as updated by Part II, Item 1A of this Quarterly Report. We believe that as a result of the steps we have taken in response to the COVID-19 pandemic, our existing cash and cash equivalents, together with any cash generated from operations, will be sufficient to meet our material cash commitments,requirements in the next 12 months and beyond, including: working capital requirements; our anticipated repurchases of common stock pursuant to our stock repurchase program; payment of taxes related to the net share settlement of equity awards; payment of lease costs related to our operating leases; the potential payment of a higher amount of income taxes beginning in 2022, primarily due to the new requirement to amortize certain research and development expenses under the Tax Act; and purchases of property, equipment and software and website hosting services for at least the next 12 months.services. However, this estimate is based on a number of assumptions that may prove to be materially different and we could exhaust our available cash and cash equivalents earlier than presently anticipated. We are not able to reasonably estimate the timing of future cash flow related to $13.5 million of uncertain tax position. We may be required to draw down funds from our revolving credit facility or seek additional funds through equity or debt financings in the next 12 months to respond to business challenges associated with adverse macroeconomic conditions, including the ongoing COVID-19 pandemic, or other challenges, including the need to develop new features and products or enhance existing services, improve our operating infrastructure or acquire complementary businesses and technologies.
We lease office facilities under operating lease agreements that expire from 2022 to 2031. Our cash requirements related to these lease agreements are $164.0 million, of which $48.0 million is expected to be paid within the next 12 months. The total lease obligations are partially offset by our future minimum rental receipts to be received under non-cancelable subleases of $38.4 million. See Note 7, "Leases," of the Notes to Condensed Consolidated Financial Statements for further detail on our operating lease obligations.
Our cash requirements related to purchase obligations consisting of non-cancelable agreements to purchase goods and services required in the ordinary course of business — primarily website hosting services — are approximately $41.7 million, of which approximately $35.1 million is expected to be paid within the next 12 months.
The cost of capital associated with any additional funds sought in the future might be adversely impacted by the extent and duration of the impact of the COVID-19 pandemicmacroeconomic conditions on our business.
Amounts Additionally, amounts deposited with third-party financial institutions exceed the Federal Deposit Insurance Corporation and Securities Investor Protection Corporation insurance limits, as applicable. These cash and cash equivalents could be impacted if the underlying financial institutions fail or are subjected to other adverse conditions in the financial markets. To date, we have experienced no loss or lack of access to our cash and cash equivalents; however, we can provide no assurances that access to our invested cash and cash equivalents will not be impacted by adverse conditions in the financial markets.
Cash Flows
The following table summarizes our cash flows for the periods indicated (in thousands):
Six Months Ended
June 30,
Six Months Ended
June 30,
2021202020222021
Condensed Consolidated Statements of Cash Flows Data:Condensed Consolidated Statements of Cash Flows Data:Condensed Consolidated Statements of Cash Flows Data:
Net cash provided by operating activitiesNet cash provided by operating activities$109,107 $57,249 Net cash provided by operating activities$78,232 $109,107 
Net cash (used in) provided by investing activities$(13,196)$279,481 
Net cash used in investing activitiesNet cash used in investing activities$(14,479)$(13,196)
Net cash used in financing activitiesNet cash used in financing activities$(133,394)$(2,105)Net cash used in financing activities$(121,026)$(133,394)
Operating Activities. Net cash provided by operating activities during the six months ended June 30, 2021 increased2022 decreased compared to the prior-year period primarily as a resultdue to an increase in income taxes paid and the timing of payments to vendors and employees. These movements were partially offset by an increase in cash inflows fromprovided by customers due to higher revenue and a decreaseincreases in cash outflowsaccrued commissions due to the timinghigher performance of payments to our vendors and employees.sales representatives.
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Investing Activities. Net cash used in investing activities during the six months ended June 30, 20212022 increased compared to the prior-year period primarily reflectsdue to an increase in purchases of property, equipment and software. Net cash providedsoftware, partially offset by investing activities during the prior-year period primarily reflects the sale of our marketable securities portfolio following the changea decrease in our investment strategy to preserve liquidity.capitalized software and website development costs.
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Financing Activities. Net cash used in financing activities during the six months ended June 30, 2021 increased2022 decreased compared to the prior-year period primarily due to a decrease in repurchases of the Company's common stock, pursuant to ourpartially offset by a decrease in cash proceeds from stock repurchase program and, to a lesser extent, an increase inoption exercises as there were fewer options exercised during the amount of taxes paid in connection with the settlement of employee tax liabilities upon the vesting of restricted stock units ("RSUs"). The increase in taxes paid primarily resulted from our use of the net share withholding method of settling employee tax liabilities for RSUs in the current year,six months ended June 30, 2022 as compared to the sell-to-cover method, which we used during a portion of the year-agoprior-year period. Increases in both the number of shares released upon the vesting of RSUs and the average stock price upon release in 2021 also contributed to this increase in taxes paid.
Stock Repurchase Program
As of June 30, 2021,2022, our board of directors had authorized us to repurchase up to an aggregate of $950.0 million$1.2 billion of our outstanding common stock since it initially authorized our stock repurchase program in July 2017. During the six months ended June 30, 2021, we repurchased on the open market 3,019,987 shares for an aggregate purchase priceAs of $114.2 million. We did not repurchase any shares during the six months ended June 30, 2020.
On August 3, 2021, our board of directors authorized a $250.0July 29, 2022, approximately $107.0 million increase to our stock repurchase program, bringing the total amount of repurchases authorized under our stock repurchase program since its inception to $1.2 billion. We repurchased $35.8 million of shares subsequent to June 30, 2021, resulting in approximately $344.6 million remainingremained available for futurestock repurchases following the increase on August 3, 2021.under these authorizations.
We may repurchase shares at our discretion in the open market, privately negotiated transactions, in transactions structured through investment banking institutions, or a combination of the foregoing. The program is not subject to any time limit and may be modified, suspended or discontinued at any time. The amount and timing of repurchases are subject to a variety of factors, including liquidity, cash flow and market conditions.
We have funded all repurchases to date and expect to fund any future repurchases with cash available on our balance sheet.
Off-Balance Sheet Arrangements
We do not have any off-balance sheet arrangements as defined in Item 303(a)(4)(ii) During the six months ended June 30, 2022, we repurchased on the open market 3,039,203 shares for an aggregate purchase price of Regulation S-K promulgated by$100.0 million. During the U.S. Securities and Exchange Commission ("SEC") undersix months ended June 30, 2021, we repurchased on the Securities Act.
Contractual Obligations
There have been no material changes to our contractual obligations and other commitments as disclosed in our Annual Report.open market 3,019,987 shares for an aggregate purchase price of $114.2 million.
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ITEM 3. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
We have operations both within the United States and internationally, and we are exposed to market risks in the ordinary course of business. These risks primarily include interest rate, foreign exchange risks and inflation, and have not changed materially from the market risks we were exposed to in the year ended December 31, 2020.2021.
ITEM 4. CONTROLS AND PROCEDURES
Evaluation of Disclosure Controls and Procedures
We maintain "disclosure controls and procedures," as defined in Rules 13a-15(e) and 15d-15(e) under the Exchange Act, that are designed to ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC's rules and forms. Disclosure controls and procedures include, without limitation, controls and procedures designed to ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange Act is accumulated and communicated to the company’s management, including its principal executive and principal financial officers, as appropriate to allow timely decisions regarding required disclosure.
Our management, with the participation of our Chief Executive Officer and Chief Financial Officer, evaluated the effectiveness of our disclosure controls and procedures as of June 30, 2021.2022. Based on this evaluation, our Chief Executive Officer and Chief Financial Officer concluded that, as of June 30, 2021,2022, our disclosure controls and procedures were effective at the reasonable assurance level.
Changes in Internal Control Over Financial Reporting
There was no change in our internal control over financial reporting identified in connection with the evaluation required by Rule 13a-15(d) and 15d-15(d) of the Exchange Act that occurred during the three months ended June 30, 20212022 that has materially affected, or is reasonably likely to materially affect, our internal control over financial reporting.
Inherent Limitations on Effectiveness of Controls
Our management, including our Chief Executive Officer and our Chief Financial Officer, believes that our disclosure controls and procedures and internal control over financial reporting are designed to provide reasonable assurance of achieving their objectives and are effective at the reasonable assurance level. However, our management does not expect that our disclosure controls and procedures or our internal control over financial reporting will prevent 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. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. 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, have been detected. These inherent limitations include the realities that judgments in decision making can be faulty, and that breakdowns can occur because of a simple error or mistake. Additionally, controls can be circumvented by the individual acts of some persons, by the collusion of two or more people or by management override of controls. The design of any system of controls is also 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 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.
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PART II. OTHER INFORMATION
ITEM 1. LEGAL PROCEEDINGS
For information regarding material legal proceedings in which we are involved, see "Legal Proceedings" in Note 12,11, "Commitments and Contingencies," of the Notes to Condensed Consolidated Financial Statements included in this Quarterly Report, which is incorporated herein by reference. We are also subject to legal proceedings arising in the ordinary course of business. Although the results of litigation and claims cannot be predicted with certainty, we currently do not believe that the final outcome of any of these other matters will have a material effect on our business, financial position, results of operations or cash flows.
ITEM 1A. RISK FACTORS
ThereExcept as set forth below, there have been no material changes to the risks factors set forth in the section titled "Risk Factors" included under Part I, Item 1A of our Annual Report, which describes various risks and uncertainties that could adversely affect our business, financial condition, results of operations, cash flows and the trading price of our common stock. You should carefully consider the risks and uncertainties described in the Annual Report and below before making an investment decision.
Adverse macroeconomic conditions — such as the COVID-19 pandemic and current uncertain economic environment — have had, and may continue to have, a significant adverse impact on our business and results of operations, and also expose us to other risks.
There is currently an uncertain and inflationary economic environment in the United States, partially as a result of the COVID-19 pandemic and efforts to contain it and manage its impacts, which have created significant macroeconomic disruption and volatility. These challenging macroeconomic conditions have had, and may continue to have, a significant adverse impact on our business and results of operations. For example, adverse macroeconomic conditions have had, and may continue to have, a negative impact on the ability and willingness of advertisers to spend on our products and services. In 2020, businesses reduced their spending with us as a result of pandemic-related closures and restrictions, resulting in a 14% decrease in net revenue compared to 2019. Although public health restrictions eased in 2021, many businesses continued operating at a limited capacity as a safety precaution or in response to reduced consumer demand, which continued to negatively impact their advertising spending with us as a result. While our business has now surpassed its pre-pandemic performance in many areas and advertiser demand has been strong in 2022, many businesses continue to face supply chain issues, rising commodity prices, and inventory and labor shortages.
Changes in consumer behavior due to adverse economic conditions may also negatively impact our business. For example, although vaccines became available and public health restrictions eased in 2021, consumer traffic to our platform remained below pre-pandemic 2019 levels as the number of COVID-19 cases continued to fluctuate; this impact was particularly pronounced in certain geographies within the United States and in our Restaurants, Retail & Other categories. Subsequent increases in economic uncertainty and inflationary pressures, ongoing concerns related to COVID-19 and its variants, and the non-renewal of government stimulus programs have continued to negatively impact consumer traffic and user activity in 2022 compared to 2019.
Because traffic to and user engagement on our platform together impact the number of ads we are able to show as well as the value of those ads to businesses, such negative impacts on consumer activity may also make it more difficult to convince existing and prospective advertisers that our products offer them a material benefit and generate a competitive return relative to other alternatives. Strong advertiser demand combined with less robust consumer activity has significantly increased our average CPC in the first and second quarters of 2022 compared to the prior-year periods; if the value our products provide to advertisers does not keep pace with any further price increases, our revenue and results of operations could be harmed. This dynamic may be exacerbated if lower consumer activity is combined with a shift in consumer activity from categories with higher advertiser demand to those with lower advertiser demand, which we believe occurred in the first half of 2022 as consumer activity shifted away from our Services categories towards travel and leisure.
As adverse macroeconomic conditions continue, our business is also exposed to a variety of other risks, including:
reductions in cash flows from operations and liquidity, which impact our capital allocation strategy in turn;
setbacks on our progress on our strategic initiatives as we reallocate resources to responding to such adverse conditions;
increased fluctuation in our operating results and volatility and uncertainty in our financial projections;
reductions in the quantity and quality of content provided by users, which may further harm traffic to our platform;
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inefficiencies, delays and disruptions in our business due to the illness of key employees or a significant portion of our workforce;
additional restructuring and impairment charges; and
operational difficulties due to adverse effects of such conditions on our third-party service providers and strategic partners.
It is not possible for us to predict the remaining duration of the ongoing adverse macroeconomic conditions or of the pandemic, the severity of future COVID-19 variants and resulting restrictions, or the duration or magnitude of any resulting adverse impact on our business.
ITEM 2. UNREGISTERED SALES OF EQUITY SECURITIES AND USE OF PROCEEDS
Issuer Purchases of Equity Securities
The following table summarizes our stock repurchase activity for the three months ended June 30, 20212022 (in thousands, except for price per share):
Period
Total Number
of Shares Purchased(1)
Average Price Paid per Share(2)
Total Number of Shares Purchased as Part of Publicly Announced Plans or ProgramsApproximate Dollar Value of Shares that May Yet Be Purchased Under the Plans or Program
April 1 – April 30, 2021570 $40.02 570 $172,262 
May 1 – May 31, 2021215 $38.97 215 $163,879 
June 1 – June 30, 2021834 $40.09 834 $130,436 
Period
Total Number
of Shares Purchased(1)
Average Price Paid per Share(2)
Total Number of Shares Purchased as Part of Publicly Announced Plans or ProgramsApproximate Dollar Value of Shares that May Yet Be Purchased Under the Plans or Program
April 1 – April 30, 2022723 $34.27 723 $156,891 
May 1 – May 31, 2022265 $29.85 265 $148,984 
June 1 – June 30, 2022587 $29.52 587 $131,658 
(1)    Between July 2017 and JuneSeptember 2021, our board of directors authorized us to repurchase up to $950.0 million$1.2 billion of our outstanding common stock, $130.4$107.0 million of which remained available as of June 30, 2021.
On August 3, 2021, our board of directors authorized a $250.0 million increase to our stock repurchase program, bringing the total amount of repurchases authorized under our stock repurchase program since its inception to $1.2 billion. We repurchased $35.8 million of shares subsequent to June 30, 2021, resulting in approximately $344.6 million remaining available for future repurchases following the increase on August 3, 2021.July 29, 2022. The actual timing and amount of repurchases depend on a variety of factors, including liquidity, cash flow and market conditions. See "Management's Discussion and Analysis of Financial Condition and Results of Operations—Liquidity and Capital Resources—Stock Repurchase Program" included under Part I, Item 2 in this Quarterly Report.
(2)    Average price paid per share includes costs associated with the repurchases.
ITEM 3. DEFAULTS UPON SENIOR SECURITIES
None.
ITEM 4. MINE SAFETY DISCLOSURES
Not applicable.
ITEM 5. OTHER INFORMATION
Diane Irvine, chairperson of our board of directors and chairperson of the audit committee of the board of directors (the "Audit Committee"), currently serves on the audit committees of more than three public companies. Our board of directors has affirmatively determined that Ms. Irvine's simultaneous service on the audit committees of more than three public companies does not impair her ability to effectively serve on our Audit Committee, as disclosed on our Investor Relations website at www.yelp-ir.com under the section entitled "Board Composition" within the "Governance" menu.
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ITEM 6. EXHIBITS.
ExhibitIncorporated by ReferenceFiled Herewith
NumberExhibit DescriptionFormFile No.ExhibitFiling Date
8-K001-354443.17/8/2020
8-K001-354443.27/8/2020
4.1
Reference is made to Exhibits 3.1 and 3.2.
8-A/A001-354444.19/23/2016
X
X
X
101.INSInline XBRL Instance Document (embedded within the Inline XBRL document).
101.SCHInline XBRL Taxonomy Extension Schema Document.X
101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document.X
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document.X
101.LABInline XBRL Taxonomy Extension Labels Linkbase Document.X
101.PREInline XBRL Taxonomy Extension Presentation Linkbase Document.X
104Cover Page Interactive Data File (embedded within the Inline XBRL document).
The certifications attached as Exhibit 32.1 accompany this Quarterly Report on Form 10-Q, are not deemed filed with the SEC and are not to be incorporated by reference into any filing of Yelp Inc. under the Securities Act or the Exchange Act, whether made before or after the date of this Quarterly Report, irrespective of any general incorporation language contained in such filing.

None.
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ITEM 6. EXHIBITS.
ExhibitIncorporated by ReferenceFiled Herewith
NumberExhibit DescriptionFormFile No.ExhibitFiling Date
8-K001-354443.17/8/2020
8-K001-354443.11/31/2022
4.1
Reference is made to Exhibits 3.1 and 3.2.
8-A/A001-354444.19/23/2016
X
X
X
101.INSInline XBRL Instance Document (embedded within the Inline XBRL document).
101.SCHInline XBRL Taxonomy Extension Schema Document.X
101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document.X
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document.X
101.LABInline XBRL Taxonomy Extension Labels Linkbase Document.X
101.PREInline XBRL Taxonomy Extension Presentation Linkbase Document.X
104Cover Page Interactive Data File (embedded within the Inline XBRL document).
The certifications attached as Exhibit 32.1 accompany this Quarterly Report on Form 10-Q, are not deemed filed with the SEC and are not to be incorporated by reference into any filing of Yelp Inc. under the Securities Act or the Exchange Act, whether made before or after the date of this Quarterly Report, irrespective of any general incorporation language contained in such filing.

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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
YELP INC.
Date:August 6, 20215, 2022/s/ David Schwarzbach
David Schwarzbach
Chief Financial Officer
 (Principal Financial and Accounting Officer and Duly Authorized Signatory)