UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
WASHINGTON, D.C. 20549
_________________________
FORM 10-Q
_________________________
(Mark One)
QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES AND EXCHANGE ACT OF 1934
For the quarterly period ended October 31, 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: 001-38856
PAGERDUTY, INC.
(Exact name of registrant as specified in its charter)
_________________________
Delaware27-2793871
(State or other jurisdiction of
incorporation or organization)
(I.R.S. Employer
Identification Number)
600 Townsend St., Suite 200
San Francisco, CA 94103
(844) 800-3889
(Address, including zip code, and telephone number, including area code, of registrant’s principal executive offices)
_________________________
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, $0.000005 par valuePDNew York Stock Exchange
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.    Yes  x No  o
Indicate by check mark whether the registrant has submitted electronically on its corporate Web site 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 and post such files).    Yes  x No  o
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, or a smaller reporting company. See definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filerxAccelerated filero
Non-accelerated filerSmaller 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 7(a)(2)(B) of the Securities Act.
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).    Yes     No  x
The total number of shares of common stock outstanding as of December 6, 2021,November 30, 2022, was 85,980,013.89,975,860.


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PAGERDUTY, INC.
TABLE OF CONTENTS
PART I - FINANCIAL INFORMATION
Item 1
Item 2
Item 3
Item 4
Part II - OTHER INFORMATION
Item 1
Item 1A
Item 2
Item 6



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SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS
This Quarterly Report on Form 10-Q, or this Form 10-Q, contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, or the Securities Act, and Section 21E of the Securities Exchange Act of 1934, as amended, or the Exchange Act, which statements involve substantial risk and uncertainties. All statements contained in this Form 10-Q other than statements of historical fact, including statements regarding our future operating results and financial position, our business strategy and plans, market growth and trends, and our objectives for future operations, are forward-looking statements. The words “believe,” “may,” “will,” “estimate,” “continue,” “anticipate,” “intend,” “expect,” “could,” “would,” “project,” “plan,” “potentially,” “likely,” “target,” and similar expressions are intended to identify forward-looking statements.
Forward-looking statement contained in this Form 10-Q include, but are not limited to, statements about our expectations regarding:
the impact of an economic downturn or recession, rising inflation or significant market volatility in the global economy on our customers, partners, employees and business;
the effect of uncertainties related to the novel coronavirus and resulting COVID-19 pandemic on U.S. and global markets, our business, operations, revenue results, cash flow, operating expenses, demand for our solutions, sales cycles, customer retention, and our customers’ businesses;
trends in key business metrics, including number of customers and dollar-based net retention rate, and non-GAAP financial measures and their usefulness in evaluating our business;
trends in revenue, cost of revenue, and gross margin;
trends in operating expenses, including research and development, sales and marketing, and general and administrative expense, and expectations regarding these expenses as a percentage of revenue;
our existing cash and cash equivalents and cash provided by sales of our subscriptions being sufficient to support working capital and capital expenditures for at least the next 12 months;
our ability to successfully identify, acquire, and integrate complementary companies, technologies, and assets;
our ability to service the interest on our convertible notes and repay such notes, to the extent required;
our efforts to maintain proper and effective internal controls;
our ability to expand our operations and increase adoption of our platform internationally;
our ability to stay abreast of new or modified laws and regulations that currently apply or become applicable to our business both in the United States and internationally;
the increased expenses and administrative workload associated with being a public company; and
other statements regarding our future operations, financial condition, and prospects and business strategies.
Such forward-looking statements are based on our expectations as of the date of this filing and are subject to a number of risks, uncertainties and assumptions, including but not limited to, risks detailed in the “Risk Factors” section of this Form 10-Q and in our Annual Report on Form 10-K. Readers are urged to carefully review and consider the various disclosures made in this Form 10-Q and in other documents we file from time to time with the Securities and Exchange Commission, or the SEC, that disclose risks and uncertainties that may affect our business. Moreover, we operate in a very competitive and rapidly changing environment. New risks emerge from time to time. It is not possible for us to predict all risks, nor can we assess the effect 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,


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the future events and trends discussed in this Form 10-Q may not occur, and actual results could differ materially and adversely from those anticipated or implied in the forward-looking statements.


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You should not rely on forward-looking statements as predictions of future events. The events and circumstances reflected in the forward-looking statements may not be achieved or may not occur. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, performance, or achievements. In addition, the forward-looking statements in this Form 10-Q are made as of the date of this filing, and we do not undertake, and expressly disclaim any duty, to update any of these forward-looking statements for any reason after the date of this Form 10-Q or to conform these statements to actual results or revised expectations.


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PART I. FINANCIAL INFORMATION
Item 1. Financial Statements (unaudited)
PAGERDUTY, INC.
Condensed Consolidated Balance Sheets
(in thousands)
As of October 31, 2021As of January 31, 2021As of October 31, 2022As of January 31, 2022
(unaudited)(unaudited)
AssetsAssetsAssets
Current assets:Current assets:Current assets:
Cash and cash equivalentsCash and cash equivalents$359,738 $339,166 Cash and cash equivalents$262,333 $349,785 
InvestmentsInvestments185,545 221,112 Investments197,104 193,571 
Accounts receivable, net of allowance for doubtful accounts of $1,218 and $1,188 as of October 31, 2021 and January 31, 2021, respectively53,965 55,119 
Accounts receivable, net of allowance for credit losses of $1,515 and $1,809 as of October 31, 2022 and January 31, 2022, respectivelyAccounts receivable, net of allowance for credit losses of $1,515 and $1,809 as of October 31, 2022 and January 31, 2022, respectively72,628 75,279 
Deferred contract costs, currentDeferred contract costs, current15,075 12,330 Deferred contract costs, current18,007 16,672 
Prepaid expenses and other current assetsPrepaid expenses and other current assets11,833 10,587 Prepaid expenses and other current assets13,545 9,777 
Total current assetsTotal current assets626,156 638,314 Total current assets563,617 645,084 
Property and equipment, netProperty and equipment, net14,625 12,639 Property and equipment, net18,339 18,229 
Deferred contract costs, non-currentDeferred contract costs, non-current22,703 19,257 Deferred contract costs, non-current26,968 26,159 
Lease right-of-use assetsLease right-of-use assets21,360 24,691 Lease right-of-use assets15,141 20,227 
GoodwillGoodwill72,126 72,126 Goodwill118,862 72,126 
Intangible assets, netIntangible assets, net24,008 26,633 Intangible assets, net40,029 23,133 
Other assetsOther assets1,108 1,783 Other assets1,054 1,490 
Total assetsTotal assets$782,086 $795,443 Total assets$784,010 $806,448 
Liabilities and stockholders’ equity
Liabilities, redeemable non-controlling interest, and stockholders’ equityLiabilities, redeemable non-controlling interest, and stockholders’ equity
Current liabilities:Current liabilities:Current liabilities:
Accounts payableAccounts payable$9,564 $5,747 Accounts payable$7,692 $9,505 
Accrued expenses and other current liabilitiesAccrued expenses and other current liabilities11,167 9,627 Accrued expenses and other current liabilities12,884 13,640 
Accrued compensationAccrued compensation32,253 28,372 Accrued compensation34,955 35,327 
Deferred revenue, currentDeferred revenue, current137,353 123,686 Deferred revenue, current175,380 162,881 
Lease liabilities, currentLease liabilities, current5,554 5,262 Lease liabilities, current6,438 5,637 
Total current liabilitiesTotal current liabilities195,891 172,694 Total current liabilities237,349 226,990 
Convertible senior notes, netConvertible senior notes, net280,615 217,528 Convertible senior notes, net282,445 281,069 
Deferred revenue, non-currentDeferred revenue, non-current5,497 6,286 Deferred revenue, non-current4,335 7,343 
Lease liabilities, non-currentLease liabilities, non-current22,438 26,542 Lease liabilities, non-current14,155 20,912 
Other liabilitiesOther liabilities4,256 5,666 Other liabilities3,826 3,159 
Total liabilitiesTotal liabilities508,697 428,716 Total liabilities542,110 539,473 
Commitments and contingencies (Note 11)00
Commitments and contingencies (Note 12)Commitments and contingencies (Note 12)
Redeemable non-controlling interest (Note 3)Redeemable non-controlling interest (Note 3)1,551 — 
Stockholders’ equity:Stockholders’ equity:Stockholders’ equity:
Common stockCommon stock— — Common stock— — 
Additional paid-in capitalAdditional paid-in capital593,508 614,494 Additional paid-in capital696,169 616,467 
Accumulated other comprehensive (loss) income(191)343 
Accumulated other comprehensive lossAccumulated other comprehensive loss(3,136)(669)
Accumulated deficitAccumulated deficit(319,928)(248,110)Accumulated deficit(452,684)(348,823)
Total stockholders’ equityTotal stockholders’ equity273,389 366,727 Total stockholders’ equity240,349 266,975 
Total liabilities and stockholders’ equity$782,086 $795,443 
Total liabilities, redeemable non-controlling interest, and stockholders’ equityTotal liabilities, redeemable non-controlling interest, and stockholders’ equity$784,010 $806,448 
See Notes to Condensed Consolidated Financial Statements
5

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PAGERDUTY, INC.
Condensed Consolidated Statements of Operations and Comprehensive Loss
(in thousands, except per share data)
(unaudited)

Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
RevenueRevenue$71,760 $53,772 $202,887 $154,272 Revenue$94,203 $71,760 $269,827 $202,887 
Cost of revenueCost of revenue12,039 7,685 34,433 21,285 Cost of revenue18,007 12,039 52,090 34,433 
Gross profitGross profit59,721 46,087 168,454 132,987 Gross profit76,196 59,721 217,737 168,454 
Operating expenses:Operating expenses:Operating expenses:
Research and developmentResearch and development24,554 16,156 68,062 46,705 Research and development35,004 24,554 100,307 68,062 
Sales and marketingSales and marketing40,176 34,024 118,224 88,271 Sales and marketing47,118 40,176 143,001 118,224 
General and administrativeGeneral and administrative19,808 17,746 56,680 45,899 General and administrative26,616 19,808 77,316 56,680 
Total operating expensesTotal operating expenses84,538 67,926 242,966 180,875 Total operating expenses108,738 84,538 320,624 242,966 
Loss from operationsLoss from operations(24,817)(21,839)(74,512)(47,888)Loss from operations(32,542)(24,817)(102,887)(74,512)
Interest incomeInterest income705 974 2,306 3,375 Interest income1,382 705 2,760 2,306 
Interest expenseInterest expense(1,350)(4,133)(4,045)(5,741)Interest expense(1,360)(1,350)(4,072)(4,045)
Other expense, netOther expense, net(729)(449)(1,931)(861)Other expense, net(172)(729)(1,326)(1,931)
Loss before (provision for) benefit from income taxesLoss before (provision for) benefit from income taxes(26,191)(25,447)(78,182)(51,115)Loss before (provision for) benefit from income taxes(32,692)(26,191)(105,525)(78,182)
(Provision for) benefit from income taxes(Provision for) benefit from income taxes(150)4,839 (378)4,360 (Provision for) benefit from income taxes(112)(150)1,302 (378)
Net lossNet loss$(26,341)$(20,608)$(78,560)$(46,755)Net loss$(32,804)$(26,341)$(104,223)$(78,560)
Other comprehensive (loss) income:
Unrealized (loss) gain on investments(222)(422)(534)497 
Total comprehensive loss$(26,563)$(21,030)$(79,094)$(46,258)
Net loss per share, basic and diluted$(0.31)$(0.26)$(0.94)$(0.59)
Net loss attributable to redeemable non-controlling interestNet loss attributable to redeemable non-controlling interest(262)— (362)— 
Net loss attributable to PagerDuty, Inc.Net loss attributable to PagerDuty, Inc.$(32,542)$(26,341)$(103,861)$(78,560)
Net loss per share, basic and diluted, attributable to PagerDuty, Inc.Net loss per share, basic and diluted, attributable to PagerDuty, Inc.$(0.36)$(0.31)$(1.18)$(0.94)
Weighted average shares used in calculating net loss per share, basic and dilutedWeighted average shares used in calculating net loss per share, basic and diluted85,092 79,937 83,979 78,835 Weighted average shares used in calculating net loss per share, basic and diluted89,285 85,092 88,200 83,979 
See Notes to Condensed Consolidated Financial Statements
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PAGERDUTY, INC.
Condensed Consolidated Statements of Comprehensive Loss
(in thousands)
(unaudited)

Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
Net loss$(32,804)$(26,341)$(104,223)$(78,560)
Unrealized loss on investments(1,050)(222)(1,952)(534)
Foreign currency translation adjustments(374)— (515)— 
Total comprehensive loss$(34,228)$(26,563)$(106,690)$(79,094)
Less comprehensive loss attributable to redeemable non-controlling interest:
Net loss attributable to redeemable non-controlling interest(262)— (362)— 
Foreign currency translation adjustments, attributable to redeemable non-controlling interest— — 
Comprehensive loss attributable to redeemable non-controlling interest(260)— (357)— 
Comprehensive loss attributable to PagerDuty, Inc.$(33,968)$(26,563)$(106,333)$(79,094)
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PAGERDUTY, INC.
Condensed Consolidated Statements of Stockholders’ Equity
(in thousands, except share data)
(unaudited)
Three Months Ended October 31, 2021
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive Income (Loss)Accumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of July 31, 202184,801,124 $— $578,728 $31 $(293,587)$285,172 
Issuance of common stock upon exercise of stock options and restricted stock agreements724,725 — 4,286 — — 4,286 
Vesting of restricted stock units, net of employee payroll taxes269,436 — (7,616)— — (7,616)
Other comprehensive loss— — — (222)— (222)
Stock-based compensation— — 18,110 — — 18,110 
Net loss— — — — (26,341)(26,341)
Balances as of October 31, 202185,795,285 $— $593,508 $(191)$(319,928)$273,389 
Three Months Ended October 31, 2022
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive LossAccumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of July 31, 202288,928,089 $— $672,126 $(1,712)$(420,142)$250,272 
Issuance of common stock upon exercise of stock options328,471 — 2,137 — — 2,137 
Vesting of restricted stock units, net of employee payroll taxes709,089 — (9,864)— — (9,864)
Other comprehensive loss— — — (1,424)— (1,424)
Stock-based compensation— — 31,770 — — 31,770 
Net loss attributable to PagerDuty, Inc.— — — — (32,542)(32,542)
Balances as of October 31, 202289,965,649 $— $696,169 $(3,136)$(452,684)$240,349 

Nine Months Ended October 31, 2021
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive Income (Loss)Accumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of January 31, 202182,882,424 $— $614,494 $343 $(248,110)$366,727 
Cumulative effect adjustment due to adoption of ASU 2020-06 (Note 2)— — (68,478)— 6,742 (61,736)
Issuance of common stock upon exercise of stock options and restricted stock agreements2,010,991 — 12,508 — — 12,508 
Vesting of restricted stock units, net of employee payroll taxes677,323 — (18,619)— — (18,619)
Shares issued related to a business combination2,073 — — — — — 
Issuance of common stock in connection with employee stock purchase plan222,474 — 4,889 — — 4,889 
Other comprehensive loss— — — (534)— (534)
Stock-based compensation— — 48,714 — — 48,714 
Net loss— — — — (78,560)(78,560)
Balances as of October 31, 202185,795,285 $— $593,508 $(191)$(319,928)$273,389 

See Notes to Condensed Consolidated Financial Statements
Nine Months Ended October 31, 2022
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive LossAccumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of January 31, 202286,758,380 $— $616,467 $(669)$(348,823)$266,975 
Issuance of common stock upon exercise of stock options1,513,581 — 8,728 — — 8,728 
Vesting of restricted stock units, net of employee payroll taxes1,349,991 — (22,187)— — (22,187)
Shares issued related to an asset acquisition62,972 — — — — — 
Issuance of common stock in connection with the Employee Stock Purchase Plan280,725 — 5,736 — — 5,736 
Other comprehensive loss— — — (2,467)— (2,467)
Stock-based compensation— — 87,425 — — 87,425 
Net loss attributable to PagerDuty, Inc.— — — (103,861)(103,861)
Balances as of October 31, 202289,965,649 $— $696,169 $(3,136)$(452,684)$240,349 
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Three Months Ended October 31, 2020Three Months Ended October 31, 2021
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive Income (Loss)Accumulated
Deficit
Total
Stockholders’
Equity
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive Income (Loss)Accumulated
Deficit
Total
Stockholders’
Equity
SharesAmountSharesAmount
Balances as of July 31, 202079,355,627 $— $546,169 $1,056 $(205,354)$341,871 
Balances as of July 31, 2021Balances as of July 31, 202184,801,124 $— $578,728 $31 $(293,587)$285,172 
Issuance of common stock upon exercise of stock options and restricted stock agreementsIssuance of common stock upon exercise of stock options and restricted stock agreements782,554 — 3,938 — — 3,938 Issuance of common stock upon exercise of stock options and restricted stock agreements724,725 — 4,286 — — 4,286 
Vesting of restricted stock units, net of employee payroll taxesVesting of restricted stock units, net of employee payroll taxes146,174 — (2,591)— — (2,591)Vesting of restricted stock units, net of employee payroll taxes269,436 — (7,616)— — (7,616)
Shares issued related to a business combination1,499,651 — 38,875 — — 38,875 
Other comprehensive lossOther comprehensive loss— — — (422)— (422)Other comprehensive loss— — — (222)— (222)
Stock-based compensationStock-based compensation— — 13,495 — — 13,495 Stock-based compensation— — 18,110 — — 18,110 
Net lossNet loss— — — — (20,608)(20,608)Net loss— — — — (26,341)(26,341)
Balances as of October 31, 202081,784,006 $— $599,886 $634 $(225,962)$374,558 
Balances as of October 31, 2021Balances as of October 31, 202185,795,285 $— $593,508 $(191)$(319,928)$273,389 

Nine Months Ended October 31, 2020
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive IncomeAccumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of January 31, 202077,793,540 $— $487,008 $137 $(179,207)$307,938 
Issuance of common stock upon exercise of stock options and restricted stock agreements2,069,446 — 9,709 — — 9,709 
Vesting of restricted stock units, net of employee payroll taxes240,116 — (4,334)— — (4,334)
Vesting of early exercised options— — 507 — — 507 
Equity component of convertible senior notes, net of issuance costs— — 68,478 — — 68,478 
Purchases of capped calls related to convertible senior notes— — (35,708)— — (35,708)
Shares issued related to a business combination1,499,651 — 38,875 — — 38,875 
Issuance of common stock in connection with employee stock purchase plan181,253 — 3,558 — — 3,558 
Other comprehensive income— — — 497 — 497 
Stock-based compensation— — 31,793 — — 31,793 
Net loss— — — — (46,755)(46,755)
Balances as of October 31, 202081,784,006 $— $599,886 $634 $(225,962)$374,558 
Nine Months Ended October 31, 2021
Common StockAdditional
Paid-in
Capital
Accumulated Other Comprehensive Income (Loss)Accumulated
Deficit
Total
Stockholders’
Equity
SharesAmount
Balances as of January 31, 202182,882,424 $— $614,494 $343 $(248,110)$366,727 
Cumulative effect adjustment due to adoption of ASU 2020-06— — (68,478)— 6,742 (61,736)
Issuance of common stock upon exercise of stock options and restricted stock agreements2,010,991 — 12,508 — — 12,508 
Vesting of restricted stock units, net of employee payroll taxes677,323 — (18,619)— — (18,619)
Shares issued related to a business combination2,073 — — — — — 
Issuance of common stock in connection with employee stock purchase
plan
222,474 — 4,889 — — 4,889 
Other comprehensive loss— — — (534)— (534)
Stock-based compensation— — 48,714 — — 48,714 
Net loss— — — — (78,560)(78,560)
Balances as of October 31, 202185,795,285 $— $593,508 $(191)$(319,928)$273,389 

See Notes to Condensed Consolidated Financial Statements
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PAGERDUTY, INC.
Condensed Consolidated Statements of Cash Flows
(in thousands)
(unaudited)
Nine Months Ended October 31,
20212020
Cash flows from operating activities
Net loss$(78,560)$(46,755)
Adjustments to reconcile net loss to net cash (used in) provided by operating activities:
Depreciation and amortization6,160 3,352 
Amortization of deferred contract costs10,651 7,894 
Amortization of debt discount and issuance costs (1)
1,350 4,493 
Stock-based compensation47,866 31,735 
Non-cash lease expense3,331 3,299 
Other2,592 1,897 
Changes in operating assets and liabilities:
Accounts receivable360 (3,879)
Deferred contract costs(16,842)(10,944)
Prepaid expenses and other assets(857)(3,605)
Accounts payable3,836 (210)
Accrued expenses and other liabilities(79)2,224 
Accrued compensation3,760 7,689 
Deferred revenue12,878 12,475 
Lease liabilities(3,812)(2,959)
Net cash (used in) provided by operating activities(7,366)6,706 
Cash flows from investing activities
Purchases of property and equipment(1,376)(3,402)
Capitalization of internal-use software costs(2,701)(328)
Business acquisitions, net of cash acquired(160)(49,656)
Proceeds from maturities of held-to-maturity investments— 28,040 
Purchases of available-for-sale investments(150,608)(153,254)
Proceeds from maturities of available-for-sale investments156,616 123,352 
Proceeds from sales of available-for-sale investments27,380 9,285 
Net cash provided by (used in) investing activities29,151 (45,963)
Cash flows from financing activities
Proceeds from issuance of convertible senior notes, net of issuance costs paid of $8,835— 278,665 
Purchases of capped calls related to convertible senior notes— (35,708)
Proceeds from employee stock purchase plan4,889 3,558 
Proceeds from issuance of common stock upon exercise of stock options12,517 9,709 
Employee payroll taxes paid related to net share settlement of restricted stock units(18,619)(4,334)
Net cash (used in) provided by financing activities(1,213)251,890 
Net increase in cash, cash equivalents, and restricted cash20,572 212,633 
Cash, cash equivalents, and restricted cash at beginning of period339,166 124,024 
Cash, cash equivalents, and restricted cash at end of period$359,738 $336,657 
Supplemental cash flow data:
Cash paid for income taxes$126 $— 
Cash paid for interest$1,797 $— 
Non-cash investing and financing activities:
Vesting of early exercised options$— $507 
Purchase of property and equipment, accrued but not yet paid$823 $274 
Costs related to issuance of convertible senior notes, accrued but not yet paid$— $470 
Stock-based compensation capitalized in internal use software$848 $— 
Bonuses capitalized in internal use software$121 $— 
(1) During the first quarter of fiscal 2022, the Company early adopted ASU 2020-06 which resulted in the elimination of amortization of debt discount on our 1.25% Convertible Senior Notes (the “Notes”) from February 1, 2021.
Nine Months Ended October 31,
20222021
Cash flows from operating activities
Net loss attributable to PagerDuty, Inc.$(103,861)$(78,560)
Net loss attributable to redeemable non-controlling interest (Note 3)(362)— 
Net loss(104,223)(78,560)
Adjustments to reconcile net loss to net cash used in operating activities:
Depreciation and amortization12,778 6,160 
Amortization of deferred contract costs14,178 10,651 
Amortization of debt issuance costs1,376 1,350 
Stock-based compensation86,478 47,866 
Non-cash lease expense2,913 3,331 
Tax benefit related to release of valuation allowance(1,330)— 
Other1,686 2,592 
Changes in operating assets and liabilities:
Accounts receivable3,048 360 
Deferred contract costs(16,323)(16,842)
Prepaid expenses and other assets(2,934)(857)
Accounts payable(1,117)3,836 
Accrued expenses and other liabilities(1,350)(79)
Accrued compensation(624)3,760 
Deferred revenue8,635 12,878 
Lease liabilities(3,783)(3,812)
Net cash used in operating activities(592)(7,366)
Cash flows from investing activities
Purchases of property and equipment(3,755)(1,376)
Capitalization of internal-use software costs(2,725)(2,701)
Business acquisition, net of cash acquired(66,262)(160)
Asset acquisition(1,845)— 
Purchases of available-for-sale investments(155,310)(150,608)
Proceeds from maturities of available-for-sale investments149,625 156,616 
Proceeds from sales of available-for-sale investments— 27,380 
Net cash (used in) provided by investing activities(80,272)29,151 
Cash flows from financing activities
Investment from redeemable non-controlling interest holder1,908 — 
Proceeds from employee stock purchase plan5,736 4,889 
Proceeds from issuance of common stock upon exercise of stock options8,459 12,517 
Employee payroll taxes paid related to net share settlement of restricted stock units(22,187)(18,619)
Net cash used in financing activities(6,084)(1,213)
Effects of foreign currency exchange rates on cash, cash equivalents, and restricted cash(504)— 
Net (decrease) increase in cash, cash equivalents, and restricted cash(87,452)20,572 
Cash, cash equivalents, and restricted cash at beginning of period349,785 339,166 
Cash, cash equivalents, and restricted cash at end of period$262,333 $359,738 
Supplemental cash flow data:
Cash paid for income taxes$130 $126 
Cash paid for interests$1,797 $1,797 
Non-cash investing and financing activities:
Purchase of property and equipment, accrued but not yet paid$828 $823 
Stock-based compensation capitalized in internal use software$947 $848 
Bonuses capitalized in internal use software$263 $121 
Receivables for cash in-transit on stock options$269 $

See Notes to Condensed Consolidated Financial Statements
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
1. Description of Business and Basis of Presentation
Description of Business
PagerDuty, Inc. was incorporated under the laws of the state of Delaware in May 2010.
PagerDuty acts as the central nervous systemis a digital operations management platform that manages urgent and mission-critical work for thea modern, digital enterprise.business. PagerDuty harnessescollects data and digital signals from virtually any software-enabled system or device combines it with humanand leverages powerful machine learning to correlate, process, and predict opportunities and issues. Using incident response, dataevent management, and orchestrates teams to takeautomation, the Company brings together the right actionspeople with the right information so they can resolve issues and act on opportunities in real time. The Company’s products help organizations improve operations, accelerate innovation, increase revenue, mitigate security risk, and deliver a great customer experience.minutes or seconds from wherever they are.
As used herein, “PagerDuty”, “we”, “our”, “the Company” and similar terms include PagerDuty, Inc., unless the context indicates otherwise.
Basis of Presentation
The accompanying unaudited condensed consolidated financial statements have been prepared in accordance with U.S. generally accepted accounting principles (“GAAP”), and applicable rules and regulations of the Securities and Exchange Commission (“SEC”) regarding interim financial reporting. The condensed consolidated balance sheet as of January 31, 20212022 was derived from the audited consolidated financial statements as of that date but does not include all of the information and notes required by GAAP for complete financial statements. 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. Therefore, these condensed consolidated financial statements should be read in conjunction with the audited consolidated financial statements and the related notes thereto as of and for the year ended January 31, 2021,2022, included in the Company’s Annual Report on Form 10-K, filed with the SEC.
The condensed consolidated financial statements include the results of PagerDuty, Inc. andthe Company, its wholly owned subsidiaries.subsidiaries, and subsidiaries in which the Company holds a controlling interest. All intercompany balances and transactions have been eliminated uponin consolidation.
In the opinion of management, the information contained herein reflects all adjustments necessary for a fair presentation of the Company’s financial position, results of operations and comprehensive loss, statements of stockholders’ equity, and cash flows. The results of operations for the three and nine months ended October 31, 20212022 are not necessarily indicative of the results to be expected for the full year ending January 31, 20222023 or for any other interim period, or for any future year.
The Company’s fiscal year ends on January 31. References to fiscal 2022,2023, for example, refer to the fiscal year ending January 31, 2022.2023.
Use of Estimates
The preparation of financial statements in conformity with GAAP requires management to make, on an ongoing basis, estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities at the date of the consolidated financial statements, and the reported amounts of revenue and expenses during the reporting periods. Actual results could differ from these estimates. The Company’s most significant estimates and judgments involve the fair value of stock awards, period of benefit for amortizing deferred contract costs, the determination of the allowance for doubtful accounts,credit losses, the provision for income taxes, including the related valuation allowance and any uncertain tax positions, fair value of acquired assets and assumed liabilities, impairment of goodwill and intangible assets, the incremental borrowing rate for lease liabilities, and estimates related to our revenue recognition, such as the assessment of performance obligations in our revenue arrangements and the fair value assigned to each performance obligation, among others. Management bases its
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
performance obligations in our revenue arrangements and the fair value assigned to each performance obligation, among others. Management bases its estimates on historical experience and on various other assumptions which management believes to be reasonable, the results of which form the basis for making judgments about the carrying values of assets and liabilities.
In December 2019,Foreign Currency Translations
The functional currency for the novel coronavirus and resulting disease (“COVID-19”) was reported and in March 2020large majority of the World Health Organization declared it a pandemic. TheCompany's foreign operations is the U.S. dollar, although the Company consideredhas one subsidiary use the impact of COVID-19 on the assumptions and estimates used and determined that there were no material adverse impacts on the condensed consolidated financial statements duringlocal currency as its functional currency for the three and nine months ended October 31, 20212022. When a consolidated entity’s functional currency is the local currency, the Company translates the foreign functional currency financial statements to U.S. dollars using the exchange rates at the balance sheet date for assets and 2020. As events continue to evolveliabilities, the period average exchange rates for revenues and additional information becomes available, our assumptionsexpenses, and estimates may change materially in future periods.the historical exchange rates for equity.

2. Summary of Significant Accounting Policies
Concentrations of Risk and Significant Customers
The Company’s financial instruments that are exposed to concentrations of credit risk consist primarily of cash and cash equivalents, available-for-sale investments, and accounts receivable. All of the Company’s cash and cash equivalents and investments are invested in money market funds, U.S. Treasury securities, commercial paper, corporate debt securities, or U.S. Government agency securities that management believes to be of high credit quality.
No single customer accounted for 10% of the total accounts receivable balance as of October 31, 20212022 or January 31, 2021.2022. No single customer represented 10% or more of revenue for the three and nine months ended October 31, 20212022 or 2020.2021.
Segment Information
The Company manages its operations and allocates resources as 1one operating segment. The Company’s chief operating decision maker (“CODM”) is its chief executive officer, who reviews financial information presented on a consolidated basis for purposes of making operating decisions, assessing financial performance, and allocating resources. Refer to Note 16,17, “Geographic Information” for information regarding the Company's long-lived assets and revenue by geography.
Related Party TransactionsTransaction
Certain members of the Company’s Board of Directors serve as directors of, or are executive officers of, and in some cases are investors in, companies that are customers or vendors of the Company. The Company recognized $1.1billed $1.6 million of revenuesand $2.2 million to entities associated with related parties during the nine months ended October 31, 2022 and 2021, and billed $2.2respectively. The Company recognized $1.1 million to entitiesof revenue associated with related parties during the nine months ended October 31, 2021. Other related party transactions were not material for the three and nine months ended October 31, 20212022 and 2020.2021.
Significant Accounting Policies
There have been no significant changes to our significant accounting policies as compared to those described in our Annual Report on Form 10-K for the fiscal year ended January 31, 2021,2022 other than as set forth below.
Stock-Based CompensationRedeemable Non-Controlling Interest
During the quarter ended July 31, 2022, the Company established a joint venture with Japan Cloud Computing II L.P. (the “Investor”) in Japan (“PagerDuty K.K.”), which is a variable interest entity, obtaining a 51% controlling interest. The Company recognizes compensation expense for all stock-based payment awards, including stock options, restricted stock units (“RSUs”), and performance stock units (“PSUs”), based onhas consolidated the estimated fair valuefinancial results of the award on the grant date.
The Company estimates the fair value of stock options issued to employees on the date of grant using the Black-Scholes option pricing model, which is impacted by the estimated fair value of the Company’s common stock, as well as certain assumptions including the expected volatility over the term of the option awards, the expected term of the awards, risk-free interest rates and the expected dividend yield. Assumptions and estimates used in the determination of the fair value of stock options are as follows:
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
Expected volatility—Expected volatility is a measure of the amount by which the stock price is expected to fluctuate. Since the Company does not have sufficient trading history for its common stock, it estimates the expected volatility of its stock options by taking the average historical volatility of a group of comparable publicly traded companies over a period equal to the expected life of the options.
Expected term—The Company determines the expected term based on the average period the stock options are expected to remain outstanding, generally calculated as the midpoint of the stock options’ vesting term and contractual expiration period, as the Company does not have sufficient historical information to develop reasonable expectations about future exercise patterns and post-vesting employment termination behavior.
Risk-free rate—The Company uses the U.S. Treasury yield for its risk-free interest rate that corresponds with the expected term.
Expected dividend yield—The Company utilizes a dividend yield of zero, as it does not currently issue dividends and does not expect to in the future.
The Company estimates the fair value of RSUs and PSUs at our stock price on the grant date.
The Company estimates the fair value of shares to be issued under the employee stock purchase plan (the “ESPP”) on the first day of the offering period using the Black-Scholes valuation model, which is impacted by the estimated fair value of the Company’s common stock, as well as certain assumptions including the expected volatility over the term of the offering period, the expected term of the awards, risk-free interest rates and the expected dividend yield. Assumptions used in the determination of the fair value of the ESPP are the same as those used in the determination of the fair value of our stock options.
The Company generally recognizes compensation expense for employee stock-based payment awards on a straight-line basis over the period during which an award recipient is required to provide services in exchange for the award (generally the vesting period of the award), with the exception of PSUs which are recognized using the accelerated attribution method. The Company accounts for forfeitures as they occur.
The fair value of each non-employee stock option is estimated at the date of grant using the Black-Scholes option pricing model and is not remeasured over the vesting term. Assumptions used in valuing non-employee stock options are generally consistent with those used for employee stock options with the exception that the expected term is over the contractual life.
Recently Adopted Accounting Pronouncements
In August 2020, the FASB issued Accounting Standard Update No. 2020-06 (“ASU 2020-06”), Debt—Debt with Conversion Options (“Subtopic 470-20”) and Derivatives and Hedging—Contracts in Entity’s Own Equity (“Subtopic 815-40”), which simplifies the accounting for certain financial instruments with characteristics of liabilities and equity, including convertible instruments and contracts on an entity's own equity. ASU 2020-06 also improves and amends the related Earnings Per Share guidance for both Subtopics. The ASU is part of the FASB's simplification initiative, which aims to reduce unnecessary complexity in U.S. GAAP. The Company early adopted ASU 2020-06 as of February 1, 2021 using the modified retrospective approach. As a result of the adoption of ASU 2020-06, the Convertible Notes due July 2025 (the “Notes”) are no longer bifurcated into separate liability and equity components in the October 31, 2021 condensed consolidated balance sheets. Rather, the $287.5 million principal amount of the Company’s Convertible Notes was classified only as a liability in the October 31, 2021 condensed consolidated balance sheets. Upon adoption, the Company recognized an increase to long-term debt of $61.7 million, a decrease to additional paid in capital of $68.5 million, and a decrease in accumulated deficit of $6.7 million on its condensed consolidated balance sheets as of February 1, 2021. The adoption did not affect thejoint venture.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
Company’sThe agreements with the non-controlling interest holders of PagerDuty K.K. contain redemption features whereby the interest held by the non-controlling interest holders is redeemable either (i) at the option of the non-controlling interest holders or (ii) at the option of the Company, both beginning on the tenth anniversary of the initial capital contribution. The balance of the redeemable non-controlling interest is reported at the greater of the initial carrying amount adjusted for the redeemable non-controlling interest's share of earnings or losses and other comprehensive income or loss, or its estimated redemption value. The resulting changes in the estimated redemption amount are recorded with corresponding adjustments against additional paid-in-capital due to the absence of retained earnings. The carrying amount of the redeemable non-controlling interest is recorded on the Company's condensed consolidated statements of operations or condensed consolidated statements of cash flows. Referbalance sheets as temporary equity. There were no adjustments attributable to Note 10, “Debtredeemable non-controlling interest in the three and Financing Arrangements” for further information.
As of January 31, 2021ASU 2020-06 Adoption AdjustmentAs of February 1, 2021
(in thousands)
Liabilities
Outstanding principal$287,500 $— $287,500 
Unamortized debt discount and issuance costs(69,972)61,736 (8,236)
Net carrying amount$217,528 $61,736 $279,264 
Equity
Additional paid-in-capital$(614,494)$68,478 $(546,016)
Accumulated deficit(248,110)6,742 (241,368)
nine months ended October 31, 2022.
Recently IssuedAdopted Accounting Pronouncements
In October 2021,March 2022, the FASB issued Accounting Standard Update No. 2021-082022-01 (“ASU 2021-08”), Business Combinations (Topic 805): Accounting for Contract Assets and Contract Liabilities from Contracts with Customers, which requires that an entity (acquirer) recognize and measure contract assets and contract liabilities acquired in a business combination in accordance with Topic 606 (Revenue from Contracts with Customers). At the acquisition date, an acquirer should account for the related revenue contracts in accordance with Topic 606 as if it had originated the contracts. The ASU is part of the FASB's simplification initiative, which aims to reduce unnecessary complexity in U.S. GAAP. The Company early adopted ASU 2021-08 will be effective for annual reporting periods beginning after December 15, 2022. Early adoption is permitted, including adoption in an interim period.2022-01 as of February 1, 2022 using the prospective method. The adoption of the standard will impact future business combinations and requireimpacted the accounting for the acquisition of Catalytic, Inc. (“Catalytic”) requiring the Company to measure acquired contract assets and liabilities in accordance with ASC 606. The Company does not expect the adoption of ASU 2021-08 todid not have a material impact on the condensed consolidated financial statements.

3. Redeemable Non-Controlling Interest
In May 2022, the Company established a joint venture, PagerDuty K.K, which is a variable interest entity. The Company obtained a 51% controlling interest and has consolidated the financial results of the joint venture.
The following table summarizes the activity in the redeemable non-controlling interest for the period indicated below:
Three Months Ended October 31, 2022Nine Months Ended October 31, 2022
(in thousands)
Balance at beginning of period$1,811 $— 
Investment by redeemable non-controlling interest— 1,908 
Net loss attributable to redeemable non-controlling interest(262)(362)
Foreign currency translation adjustments
Balance at end of period$1,551 $1,551 

4. Cash, Cash Equivalents, and Investments
Cash, cash equivalents, and investments consisted of the following:
As of October 31, 2021As of January 31, 2021
(in thousands)
Cash and cash equivalents
Cash$297,777 $184,308 
Money market funds59,961 139,870 
Commercial paper2,000 — 
U.S. Treasury securities— 14,988 
Total cash and cash equivalents$359,738 $339,166 
Available-for-sale investments:
U.S. Treasury securities$39,217 $45,026 
Commercial paper39,778 34,598 
Corporate debt securities106,550 141,488 
Total available-for-sale investments$185,545 $221,112 
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
As of October 31, 2022As of January 31, 2022
(in thousands)
Cash and cash equivalents
Cash$118,604 $268,091 
Money market funds141,730 73,194 
Commercial paper1,999 5,500 
U.S. Treasury securities— 3,000 
Total cash and cash equivalents$262,333 $349,785 
Available-for-sale investments:
U.S. Treasury securities$50,569 $41,105 
Commercial paper31,638 39,483 
Corporate debt securities108,964 112,983 
U.S. Government agency securities5,933 — 
Total available-for-sale investments$197,104 $193,571 
The following tables summarize the Company’s investments’ adjusted cost, net unrealized gains (losses),losses, and fair value by significant investment category as of October 31, 20212022 and January 31, 2021.2022. Gross realized gains or losses from sales of available-for-sale securities were not material for the three and nine months ended October 31, 2021.2022.
As of October 31, 2021As of October 31, 2022
Cost BasisUnrealized Loss, NetRecorded BasisCost BasisUnrealized LossRecorded Basis
(in thousands)(in thousands)
Available-for-sale investments:Available-for-sale investments:Available-for-sale investments:
U.S. Treasury securitiesU.S. Treasury securities$39,221 $(4)$39,217 U.S. Treasury securities$50,685 $(116)$50,569 
Commercial paperCommercial paper39,791 (13)39,778 Commercial paper31,918 (280)31,638 
Corporate debt securitiesCorporate debt securities106,724 (174)106,550 Corporate debt securities111,124 (2,160)108,964 
U.S. Government agency securitiesU.S. Government agency securities5,998 (65)5,933 
Total available-for-sale investmentsTotal available-for-sale investments$185,736 $(191)$185,545 Total available-for-sale investments$199,725 $(2,621)$197,104 
As of January 31, 2021As of January 31, 2022
Cost BasisUnrealized Gain (Loss), NetRecorded BasisCost BasisUnrealized Loss, NetRecorded Basis
(in thousands)(in thousands)
Available-for-sale investments:Available-for-sale investments:Available-for-sale investments:
U.S. Treasury securitiesU.S. Treasury securities$45,023 $$45,026 U.S. Treasury securities$41,147 $(42)$41,105 
Commercial paperCommercial paper34,607 (9)34,598 Commercial paper39,528 (45)39,483 
Corporate debt securitiesCorporate debt securities141,139 349 141,488 Corporate debt securities113,565 (582)112,983 
Total available-for-sale investmentsTotal available-for-sale investments$220,769 $343 $221,112 Total available-for-sale investments$194,240 $(669)$193,571 
The following tables present the Company’s available-for-sale securities by contractual maturity date as of October 31, 20212022 and January 31, 2021:2022:
As of October 31, 2021
Cost BasisRecorded Basis
(in thousands)
Due within one year$145,249 $145,192 
Due between one to five years40,487 40,353 
Total$185,736 $185,545 
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As of January 31, 2021
Cost BasisRecorded Basis
(in thousands)
Due within one year$171,498 $171,837 
Due between one to five years49,271 49,275 
Total$220,769 $221,112 
PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
As of October 31, 2022
Cost BasisRecorded Basis
(in thousands)
Due within one year$150,320 $148,732 
Due between one to five years49,405 48,372 
Total$199,725 $197,104 
As of January 31, 2022
Cost BasisRecorded Basis
(in thousands)
Due within one year$154,692 $154,455 
Due between one to five years39,548 39,116 
Total$194,240 $193,571 
As of October 31, 2021,2022, there were 6592 available-for-sale securities in an unrealized loss position, 127 of which waswere in a continuous unrealized loss position for the last 12 months. The total unrealized loss related to thesethe 27 securities was $0.2$1.0 million. Unrealized losses forAs of January 31, 2022, there were 69 available-for-sale securities that were in an unrealized loss position, asseven of January 31, 2021which were not material.in a continuous unrealized loss position for the last 12 months. The total unrealized loss related to the seven securities was $0.7 million.
When evaluating investments for impairment, the Company reviews factors such as the extent to which fair value has been below cost basis, the financial condition of the issuer and any changes thereto, and the Company’s
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
intent to sell, or whether it is more likely than not that the Company will be required to sell, the investment before recovery of the investment’s amortized cost. No impairment loss has been recorded on the securities included in the tables above, as the Company believes that any decrease in fair value of these securities is temporary and the Company expects to recover at least up to the initial cost of the investment for these securities. The Company has not recorded an allowance for credit losses, as the Company believes any such losses would be immaterial based on the high-grade credit rating for each of its marketable securities as of the end of each period.

4.5. Fair Value Measurements
The Company measures its financial assets and liabilities at fair value each reporting period using a fair value hierarchy that prioritizes the use of observable inputs and minimizes the use of unobservable inputs when measuring fair value. A financial instrument’s classification within the fair value hierarchy is based upon the lowest level of input that is significant to the fair value measurement. Three levels of inputs may be used to measure fair value, as follows:
Level 1—Valuations based on observable inputs that reflect quoted prices for identical assets or liabilities in active markets.
Level 2—Valuations based on inputs that are directly or indirectly observable in the marketplace.
Level 3—Valuations based on unobservable inputs that are supported by little or no market activity.
The following tables present information about the Company’s financial assets that are required to be measured or disclosed at fair value using the above input categories:
As of October 31, 2021
Level 1Level 2Level 3Total
(in thousands)
Money market funds$59,961 $— $— $59,961 
U.S. Treasury securities— 39,217 — 39,217 
Commercial paper2,000 39,778 — 41,778 
Corporate debt securities— 106,550 — 106,550 
Total$61,961 $185,545 $— $247,506 
Included in cash equivalents$61,961 
Included in investments$185,545 
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As of January 31, 2021
Level 1Level 2Level 3Total
(in thousands)
Money market funds$139,870 $— $— $139,870 
U.S. Treasury securities14,988 45,026 — 60,014 
Commercial paper— 34,598 — 34,598 
Corporate debt securities— 141,488 — 141,488 
Total$154,858 $221,112 $— $375,970 
Included in cash equivalents$154,858 
Included in investments$221,112 
PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
As of October 31, 2022
Level 1Level 2Level 3Total
(in thousands)
Money market funds$141,730 $— $— $141,730 
U.S. Treasury securities— 50,569 — 50,569 
Commercial paper1,999 31,638 — 33,637 
Corporate debt securities— 108,964 — 108,964 
U.S. Government agency securities— 5,933 — 5,933 
Total$143,729 $197,104 $— $340,833 
Included in cash equivalents$143,729 
Included in investments$197,104 
As of January 31, 2022
Level 1Level 2Level 3Total
(in thousands)
Money market funds$73,194 $— $— $73,194 
U.S. Treasury securities3,000 41,105 — 44,105 
Commercial paper5,500 39,483 — 44,983 
Corporate debt securities— 112,983 — 112,983 
Total$81,694 $193,571 $— $275,265 
Included in cash equivalents$81,694 
Included in investments$193,571 
The Company’s assets that are measured by management at fair value on a recurring basis are generally classified within Level 1 or Level 2 of the fair value hierarchy.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
The Company considers all highly liquid investments purchased with an original maturity of three months or less to be cash equivalents. As of October 31, 20212022 and January 31, 2021,2022, the Company’s Level 2 securities were priced by pricing vendors. These pricing vendors utilize observable market information in pricing these securities or, if specific prices are not available for these securities, use other observable inputs like market transactions involving identical or comparable securities.
The carrying amounts of certain financial instruments, including cash held in banks, accounts receivable, and accounts payable approximate fair value due to their short-term maturities and are excluded from the fair value table above.
Convertible Senior Notes
As of October 31, 2021,2022, the estimated fair value of theour 1.25% Convertible Senior Notes due 2025 (the “Notes”) was approximately $369.3$282.6 million. The fair value was determined based on the quoted price for the Notes in an inactive market on the last trading day of the reporting period and is considered as Level 2 in the fair value hierarchy.

5. Goodwill and Acquired Intangible Assets
There have been no changes in the carrying amount of goodwill since January 31, 2021.
Acquired intangible assets subject to amortization as of October 31, 2021 were as follows:
CostAccumulated AmortizationNetWeighted Average
Remaining Useful Life
(in thousands)(in years)
Customer relationships$21,800 $(2,362)$19,438 8.9
Developed technology5,600 (1,213)4,387 3.9
Trademarks400 (217)183 0.9
Total acquired intangibles, net$27,800 $(3,792)$24,008 
For the three months ended October 31, 2021 and 2020, amortization expense related to intangible assets was $0.9 million and $0.3 million, respectively. For the nine months ended October 31, 2021 and 2020, amortization expense related to intangible assets was $2.6 million and $0.3 million, respectively.
6. Business Combinations
On October 1, 2020,March 8, 2022, the Company completed the acquisition of Rundeck Inc (“Rundeck”),Catalytic, a leading provider of DevOpsa no-code/low-code workflow automation for enterprise.application. The Company acquired RundeckCatalytic for purchase consideration of $95.5$68.8 million in a combination of cash and common stock.cash. The acquisition was accounted for as a business combination and the total purchase consideration was allocated to the net tangible and intangibleacquired assets and liabilities based onwere recorded at their preliminary fair values on the acquisition date and theany excess was recorded as goodwill. The values
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
assigned to the assets acquired and liabilities assumed are based on preliminary estimates of fair value available as of the date of this Quarterly Report on Form 10-Q and may be adjusted during the measurement period of up to 12 months from the date of acquisition as further information becomes available. Any changes in the fair values of the assets acquired and liabilities assumed during the measurement period may result in adjustments to goodwill. As of October 31, 2022, the primary area that remains preliminary relates to the valuation of certain tax-related items.
The following table presents the preliminary fair values of acquired assets and liabilities recorded in the Company’s condensed consolidated balance sheet as of the acquisition date:
(in thousands)
Cash and cash equivalents$2,506 
Accounts receivable and other assets801 
Prepaid and other current assets841 
Intangible assets21,800 
Goodwill46,736 
Accounts payable and other liabilities(408)
Deferred revenue(856)
Other tax liabilities(1,322)
Deferred tax liability(1,330)
Total purchase consideration$68,768 
The goodwill was primarily attributed to the value of synergies created with the Company’s current and future offerings. Goodwill is not deductible for income tax purposes.
In connection with the acquisition, the Company recognized a net deferred tax liability for approximately $1.3 million, generated primarily from the difference between the tax basis and fair value of the acquired intangible assets, which increased goodwill. As the Company has a full valuation allowance as of October 31, 2022, the Company recorded an income tax benefit for this net deferred tax liability in the condensed consolidated statement of operations for the nine months ended October 31, 2022. Refer to Note 16, "Income Taxes", for further information.
The following table sets forth the components of identifiable intangible assets acquired and their estimated useful lives as of the date of acquisition:
Fair ValueUseful Life
(in thousands)(in years)
Developed technology$19,200 3
Customer relationships$2,600 10
This business combination resulted in increases of $72.1$46.7 million to goodwill, $21.8 million to customer relationships, $5.6$19.2 million to developed technology and $0.4$2.6 million to trademarks.customer relationships. The Company also entered into holdback agreements with the two founders of Catalytic with $3.4 million held back in cash which are subject to the recipients’ continued service with the Company and thus excluded from the purchase price and will be recognized ratably as research and development expense over the required two-year service period.
From the date of the acquisition, the financial results of RundeckCatalytic have been included in and are immaterial to ourthe Company’s condensed consolidated financial statements. Pro forma revenue and results of operations have not been presented because the historical results are not material to ourthe condensed consolidated financial statements in any period presented.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
The Company did not complete any acquisitionsother business combinations in the three and nine months ended October 31, 2021.2022.
7. Goodwill and Acquired Intangible Assets
The changes in the carrying amount of goodwill for the nine months ended October 31, 2022 are as follows:
Goodwill
(in thousands)
Balance as of January 31, 2022$72,126 
Goodwill resulting from business combination46,736 
Balance as of October 31, 2022$118,862 
Acquired intangible assets subject to amortization consist of the following:
As of October 31, 2022
CostAccumulated AmortizationNetWeighted Average
Remaining Useful Life
(in thousands)(in years)
Customer relationships$24,400 $(4,709)$19,691 8.1
Developed technology24,800 (6,462)18,338 2.5
Trademarks400 (400)— 0.0
Assembled workforce2,527 (527)2,000 1.6
Total acquired intangibles, net$52,127 $(12,098)$40,029 
As of January 31, 2022
CostAccumulated AmortizationNetWeighted Average
Remaining Useful Life
(in thousands)(in years)
Customer relationships$21,800 $(2,907)$18,893 8.7
Developed technology5,600 (1,493)4,107 3.7
Trademarks400 (267)133 0.7
Total acquired intangibles, net$27,800 $(4,667)$23,133 
For the three months ended October 31, 2022 and 2021, amortization expense related to intangible assets was $2.6 million and $0.9 million, respectively. For the nine months ended October 31, 2022 and 2021, amortization expense related to acquired intangible assets was $7.4 million and $2.6 million, respectively.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
7.8. Property and Equipment, Net
Property and equipment, net, consisted of the following:
As of October 31, 2021As of January 31, 2021As of October 31, 2022As of January 31, 2022
(in thousands)(in thousands)
Leasehold improvementsLeasehold improvements$13,246 $12,767 Leasehold improvements$15,599 $15,392 
Computers and equipmentComputers and equipment7,425 6,562 Computers and equipment9,168 7,483 
Furniture and fixturesFurniture and fixtures3,040 3,017 Furniture and fixtures4,774 4,686 
Capitalized internal-use softwareCapitalized internal-use software5,180 1,355 Capitalized internal-use software9,389 6,136 
Gross property and equipment (1)
Gross property and equipment (1)
28,891 23,701 
Gross property and equipment (1)
38,930 33,697 
Accumulated depreciation and amortizationAccumulated depreciation and amortization(14,266)(11,062)Accumulated depreciation and amortization(20,591)(15,468)
Property and equipment, netProperty and equipment, net$14,625 $12,639 Property and equipment, net$18,339 $18,229 
(1) Gross property and equipment includes construction-in-progress for leasehold improvements and capitalized internal-use software of $2.7$4.6 million and $1.5$6.9 million that had not yet been placed in service as of October 31, 20212022 and January 31, 2021,2022, respectively. The costs associated with construction-in-progress are not amortized until the asset is available for its intended use.
Depreciation and amortization expense was $1.3$1.8 million and $1.0$1.3 million for the three months ended October 31, 2022 and 2021, respectively. Depreciation and 2020, respectively,amortization expense was $5.1 million and $3.4 million and $2.9 million for the nine months ended October 31, 2022 and 2021, and 2020, respectively.
In the nine months ended October 31, 2022, the Company recorded an impairment charge of $0.7 million on its capitalized internal-use software included in construction-in-progress. It was determined that the developed technology would not be placed in service as the technology was replaced with the acquired technology of Catalytic.

8.9. Deferred Contract Costs
Deferred contract costs, which primarily consist of deferred sales commissions, were $37.8$45.0 million and $31.6$42.8 million as of October 31, 20212022 and January 31, 2022, respectively. Amortization expense for deferred contract costs was $4.9 million and $3.9 million for the three months ended October 31, 2022 and 2021, respectively. Amortization expense for deferred contract costs was $3.9$14.2 million and $2.8 million for the three months ended October 31, 2021 and 2020, respectively, and $10.7 million and $7.9 million for the nine months ended October 31, 20212022 and 2020,2021, respectively. There was no impairment charge related to the costs capitalized for the periods presented.

9.10. Leases
Operating Leases
The Company has entered into various non-cancellable operating leases for its office spaces with lease periods expiring between fiscal 20222023 and fiscal 2029. The operating lease agreements generally provide for rental payments on a graduated basis and for options to renew, which could increase future minimum lease payments if exercised.
Lease right-of-use assets and liabilities are recognized at the commencement date based on the present value of lease payments over the lease term. As the leases do not provide an implicit rate, the Company uses an incremental borrowing rate based on the information available at the commencement date in determining the present value of lease payments. The lease right-of-use assets also include any lease payments made and exclude lease incentives such as tenant improvement allowances.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
The operating leases typically include non-lease components such as common-area maintenance costs. The Company has elected to include non-lease components with lease payments for the purpose of calculating lease right-of-use assets and liabilities, to the extent that they are fixed. Non-lease components that are not fixed are expensed as incurred as variable lease payments.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
Leases with a term of one year or less are not recognized on our condensed consolidated balance sheet. The Company recognizes lease expense for these leases on a straight-line basis over the lease term.
The following table presents information about leases on the condensed consolidated balance sheet.
As of October 31, 2021As of January 31, 2021As of October 31, 2022As of January 31, 2021
(in thousands)(in thousands)
AssetsAssetsAssets
Lease right-of-use assetsLease right-of-use assets$21,360 $24,691 Lease right-of-use assets$15,141 $20,227 
LiabilitiesLiabilitiesLiabilities
Lease liabilitiesLease liabilities5,554 5,262 Lease liabilities6,438 5,637 
Lease liabilities, non-currentLease liabilities, non-current22,438 26,542 Lease liabilities, non-current14,155 20,912 
As of October 31, 2021,2022, the weighted average remaining lease term was 5.03.9 years and the weighted average discount rate used to determine the net present value of the lease liabilities was 3.7%.
The following table presents information about leases on the condensed consolidated statement of operations.
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
Operating lease expenseOperating lease expense$1,401 $1,448 $4,173 $4,335 Operating lease expense$1,371 $1,401 $4,293 $4,173 
Short-term lease expenseShort-term lease expense304 105473665Short-term lease expense484 3041,342 473
Variable lease expenseVariable lease expense313 335628998Variable lease expense285 313957 628

The following table presents supplemental cash flow information about the Company’s leases.
Three Months Ended October 31,Nine Months Ended October 31,
2021202020212020
(in thousands)
Cash paid for amounts included in the measurement of lease liabilities$1,581 $1,524 $4,724 $3,811 
Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
(in thousands)
Cash paid for amounts included in the measurement of lease liabilities$1,601 $1,581 $4,840 $4,724 

10.11. Debt and Financing Arrangements
Convertible Senior Notes
On June 25, 2020, the Company issued $287.5 million in aggregate principal amount of the Notes in a private offering pursuant to an Indenture dated June 25, 2020 (the “Indenture”). The total net proceeds from the debt offering, after deducting initial purchaser discounts and debt issuance costs, paid or payable by us, were $278.2 million.
The Notes are senior, unsecured obligations of the Company and accrue interest payable semiannually in arrears on January 1 and July 1 of each year, beginning on January 1, 2021, at a rate of 1.25% per year. The Notes will mature on July 1, 2025, unless such notes are converted, redeemed or repurchased earlier. The Notes are
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
convertible into cash, shares of the Company’s common stock or a combination of cash and shares of the Company’s common stock, at the Company’s election in the manner and subject to the terms and conditions provided in the Indenture.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
Holders of the Notes may convert all or any portion of their Notes at their option at any time prior to the close of business on April 1, 2025, only under the following circumstances:
During any fiscal quarter commencing after the fiscal quarter ended October 31, 2020 (and only during such fiscal quarter), if the last reported sale price of the Company’s common stock for at least 20 trading days (whether or not consecutive) during a period of 30 consecutive trading days ending on, and including, the last trading day of the immediately preceding fiscal quarter is greater than or equal to 130% of the conversion price on each applicable trading day;
During the 5five business day period after any 10ten consecutive trading day period (the measurement period) in which the “trading price” (as defined in the Indenture) per $1,000 principal amount of Notes for each trading day of the measurement period was less than 98% of the product of the last reported sale price of the Company’s common stock and the conversion rate on each such trading day;
If the Company calls such Notes for redemption, at any time prior to the close of business on the scheduled trading day immediately preceding the redemption date; or
Upon the occurrence of specified corporate events, as noted in the Indenture.
On or after April 1, 2025 until the close of business on the second scheduled trading day immediately preceding the maturity date, holders of the Notes may convert all or any portion of their Notes at any time, regardless of the foregoing circumstances.
The conversion rate will initially be 24.9507 shares of common stock per $1,000 principal amount of Notes, which is equivalent to an initial conversion price of approximately $40.08 per share of common stock. The conversion rate is subject to adjustment under certain circumstances in accordance with the terms of the Indenture, but will not be adjusted for accrued and unpaid interest. In addition, following certain corporate events that occur prior to the maturity date, the Company will, in certain circumstances, increase the conversion rate for a holder who elects to convert its Notes in connection with a fundamental change, as defined in the Indenture.
The Company may not redeem the Notes prior to July 6, 2023. The Company may redeem for cash all or any portion of the Notes, at its option, on a redemption date occurring on or after July 6, 2023 and prior to the 41st scheduled trading day immediately preceding the maturity date, if the last reported sale price of the common stock has been at least 130% of the conversion price for the Notes then in effect for at least 20 trading days (whether or not consecutive) during any 30 consecutive trading day period (including the last trading day of such period) ending on, and including the trading day immediately preceding the date on which the Company provides notice of redemption at a redemption price equal to 100% of the principal amount to be redeemed, plus accrued and unpaid interest to, but excluding, the redemption date. No sinking fund is provided for the Notes.
If the Company undergoes a fundamental change (as defined in the Indenture), holders may require the Company to repurchase for cash all or any portion of their Notes at a fundamental change repurchase price equal to 100% of the principal amount of the Notes to be repurchased, plus any accrued and unpaid interest to, but excluding, the fundamental change repurchase date.
The Indenture contains customary terms and covenants, including that upon certain events of default occurring and continuing, the trustee or the holders of at least 25% in aggregate principal amount of the outstanding Notes may declare the entire principal of all the Notes plus accrued and unpaid interest to be immediately due and payable.
Prior toThe Company accounts for the adoption ofNotes as a single liability in accordance with ASU 2020-06 on February 1, 2021“Accounting for Convertible Instruments and Contracts in accounting for the issuance of the Notes, the Company separated the Notes into liability and equity components. The carrying amount of the liability component was calculated using a discount rate of 7.30%, which was determined by measuring the fair value of a similar debt instrument that does not have an associated conversion feature. The carrying amount of the equity component representing the conversion option was $70.8 million and was determined by deducting the fair value of the liability component from the par value of the Notes. The equity component was not remeasured as long as it continued to meet the conditions for equity classification, and the equity component was recorded in additional paid-Entity’s Own Equity”.
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
in-capital in the accompanying condensed consolidated balance sheet. The excess of the principal amount of the liability component over its carrying amount, or the debt discount, was amortized to interest expense at an annual effective interest rate of 7.88% over the contractual terms of the Notes. The interest rate was based on the interest rate of similar liabilities at the time of issuance that did not have associated convertible features. The debt component was classified as a long-term liability as of January 31, 2021.
Prior to the adoption of ASU 2020-06 on February 1, 2021 and in accounting for the issuance costs of $9.3 million related to the Notes, the Company allocated the total amount incurred to the liability and equity components of the Notes based on their relative values. Issuance costs attributable to the liability component were $7.0 million and were amortized to interest expense using the effective interest method over the contractual term of the Notes. Issuance costs attributable to the equity component were $2.3 million and were netted with the equity component in additional paid-in capital.
On February 1, 2021, the Company elected to early adopt ASU 2020-06 based on a modified retrospective transition method. Under such transition, prior-period information has not been retrospectively adjusted.
In accounting for the Notes after adoption of ASU 2020-06, the Notes are accounted for as a single liability, and the carrying amount of the Notes is $280.6$282.4 million as of October 31, 2021,2022, with principal of $287.5 million, net of unamortized issuance costs of $6.9$5.1 million. The Notes were classified as long-term liabilities as of October 31, 2021.2022. The issuance costs related to the Notes are being amortized to interest expense over the contractual term of the Notes at an effective interest rate of 1.93%.
The net carrying amount of the liability component of the Notes as of October 31, 2021 (post-ASU 2020-06 adoption)2022 and as of January 31, 2021 (pre-ASU 2020-06 adoption)2022 was as follows:
As of October 31, 2021As of January 31, 2021
(in thousands)
Principal$287,500 $287,500 
Less: unamortized debt discount— (63,664)
Less: unamortized issuance costs(6,885)(6,308)
Net carrying amount$280,615 $217,528 
The net carrying amount of the equity component of the Notes as of October 31, 2021 (post-ASU 2020-06 adoption) and as of January 31, 2021 (pre-ASU 2020-06 adoption) was as follows:
As of October 31, 2021As of January 31, 2021
(in thousands)
Proceeds allocated to the conversion options (debt discount)$— $70,768 
Less: issuance costs— (2,290)
Carrying amount of the equity component$— $68,478 
As of October 31, 2022As of January 31, 2022
(in thousands)
Principal$287,500 $287,500 
Less: unamortized issuance costs(5,055)(6,431)
Net carrying amount$282,445 $281,069 
Interest expense recognized related to the Notes is as follows:
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PAGERDUTY, INC.
Notes to Condensed Consolidated Financial Statements
(unaudited)
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
Contractual interest expenseContractual interest expense$898 $898 $2,695 $1,248 Contractual interest expense$899 $898 $2,696 $2,695 
Amortization of debt discount— 2,943 — 4,088 
Amortization of debt issuance costsAmortization of debt issuance costs452 292 1,350 405 Amortization of debt issuance costs461 452 1,376 1,350 
Total interest expense related to the NotesTotal interest expense related to the Notes$1,350 $4,133 $4,045 $5,741 Total interest expense related to the Notes$1,360 $1,350 $4,072 $4,045 
Capped Call Transactions
In connection with the offering of the Notes, the Company entered into privately negotiated capped call transactions (the “Capped Calls”) with certain financial institution counterparties (the “Option Counterparties”). The Capped Calls are generally intended to reduce or offset the potential dilution to the common stock upon any conversion of the Notes with such reduction or offset, as the case may be, subject to a cap based on the cap price. For accounting purposes, the Capped Calls are separate transactions, and not part of the terms of the Notes. The Capped Calls are recorded in stockholders’ equity and are not accounted for as derivatives. The cost of $35.7 million incurred to purchase the Capped Calls were recorded as a reduction to additional paid-in capital in the accompanying condensed consolidated balance sheet.
The Capped Calls each have an initial strike price of approximately $40.08 per share, subject to certain adjustments, which corresponds to the initial conversion price of the Notes. The Capped Calls have an initial cap price of $61.66 per share, subject to certain adjustments. The Capped Calls cover, subject to anti-dilution adjustments, approximately 7.2 million shares of our common stock. The Capped Calls are subject to automatic exercise over a 40 trading day period commencing on May 2, 2025, subject to earlier termination under certain circumstances.

11.12. Commitments and Contingencies
Legal Matters
From time to time, in the normal course of business, the Company may be subject to various claims and other legal matters arising in the ordinary course of business. The Company investigates these claims as they arise and accrues estimates for resolution of legal and other contingencies when losses are probable and estimable. The outcomes of legal proceedings are subject to significant uncertainties. The Company is not currently a party to any pending legal proceedings and does not anticipate any pendingfor which management believes the outcome, individually or threatened litigation thatin the aggregate, would be expected to have a material adverse effect on its business, operating results, cash flows, or financial condition, resultscondition.
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Warranties and Indemnification
The Company has entered into service-level agreements with a portion of its customers defining levels of uptime reliability and performance and permitting those customers to receive credits if the Company fails to meet the defined levels of uptime. To date, the Company has not experienced any significant failures to meet defined levels of uptime reliability and performance as a result of those agreements and, as a result, the Company has not incurred or accrued any material liabilities related to these agreements in the financial statements.
In the ordinary course of business, wethe Company may agree to indemnify customers, vendors, lessors, business partners, and other parties with respect to certain matters, including, but not limited to, losses arising out of the breach of such agreements, services to be provided by us,the Company, or from intellectual property infringement claims made by third parties. As permitted under Delaware law, we havethe Company has entered into indemnification agreements with ourits directors and certain officers and employees that will require us,the Company, among other things, to indemnify them against certain liabilities that may arise by reason of their status or service as directors, officers, or employees. No demands have been made upon usthe Company to provide indemnification under such agreements, and there are no claims that we arethe Company is aware of that could have a
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material effect on ourits consolidated balance sheets, consolidated statements of operations and comprehensive loss, or consolidated statements of cash flows.

12.13. Deferred Revenue and Performance Obligations
The following table presents the changes to the Company’s deferred revenue:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
Deferred revenue, beginning of periodDeferred revenue, beginning of period$134,002 $101,180 $129,972 $92,569 Deferred revenue, beginning of period$169,534 $134,002 $170,224 $129,972 
BillingsBillings80,608 57,636 215,765 166,747 Billings104,384 80,608 278,462 215,765 
Deferred revenue assumed in the Rundeck acquisition— 2,680 — 2,680 
Deferred revenue assumed in the Catalytic acquisitionDeferred revenue assumed in the Catalytic acquisition— — 856 — 
Revenue recognizedRevenue recognized(71,760)(53,772)(202,887)(154,272)Revenue recognized(94,203)(71,760)(269,827)(202,887)
Deferred revenue, end of periodDeferred revenue, end of period$142,850 $107,724 $142,850 $107,724 Deferred revenue, end of period$179,715 $142,850 $179,715 $142,850 
For the three months ended October 31, 20212022 and 2020,2021, the majority of revenue recognized was from the deferred revenue balances at the beginning of each quarter. For the nine months ended October 31, 20212022 and 2020,2021, approximately half of revenue recognized was from the deferred revenue balance at the beginning of eachthe period.
As of October 31, 2021,2022, future estimated revenue related to performance obligations for cloud-hosted and term-license software subscriptions with terms of more than one year that are unsatisfied or partially unsatisfied at the end of the reporting periods was approximately $123.0$174.3 million. The Company expects to satisfy the substantial majority of these unsatisfied performance obligations over the next 24 months and the remainder thereafter. The Company applied the optional exemption for subscriptions with terms of less than one year.

13.14. Common Stock and Stockholders’ Equity
Equity Incentive Plans
The Company has 2two equity incentive plans: the 2010 Stock Plan (the “2010 Plan”) and the 2019 Equity Incentive Plan (the “2019 Plan”, collectively the “Stock Plans”). Upon completion of the Company’s initial public offering (“IPO”) in April 2019, the Company ceased granting awards under the 2010 Plan, and all shares that remained available for future issuance under the 2010 Plan at that time were transferred to the 2019 Plan. The 2019 Plan superseded and replaced the 2010 Plan. As of October 31, 20212022 and January 31, 2021,2022, the Company was
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authorized to grant up to 23,156,31828,626,857 shares and 18,059,50623,343,378 shares of common stock, respectively, under the Stock Plans.
The Company currently uses authorized and unissued shares to satisfy stock award exercises and settlement of RSUs and PSUs. As of October 31, 20212022 and January 31, 2021,2022, there were 14,102,03213,340,710 shares and 13,060,28214,185,048 shares available for future issuance under the Stock Plans, respectively.
Shares of common stock reserved for future issuance are as follows:
October 31, 20212022
Outstanding stock options and unvested RSUs and PSUs15,563,02316,970,374 
Available for future stock option, RSU, and PSU grants14,102,03213,340,710 
Available for ESPP2,721,6493,185,930 
Total common stock reserved at October 31, 2021202232,386,70433,497,014 
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Stock Option Activity
Stock option activity is as follows:
Number of
Shares
Weighted
Average Exercise
Price
Weighted
Average
Remaining
Contractual Term
Aggregate
Intrinsic Value
Number of
Shares
Weighted
Average Exercise
Price
Weighted
Average
Remaining
Contractual Term
Aggregate
Intrinsic Value
(in thousands)(in thousands)
Outstanding at January 31, 202111,177,838 $8.25 6.9 years$452,452 
Outstanding at January 31, 2022Outstanding at January 31, 20228,375,866 $9.28 6.1 years$198,828 
GrantedGranted151,296 $42.05 Granted24,882 $34.22 
ExercisedExercised(2,010,991)$6.19 Exercised(1,513,561)$5.77 
CanceledCanceled(323,928)$17.81 Canceled(136,356)$14.62 
Outstanding at October 31, 20218,994,215 $8.94 6.3 years$295,119 
Vested as of October 31, 20216,831,241 $6.49 5.9 years$240,896 
Outstanding at October 31, 2022Outstanding at October 31, 20226,750,831 $10.05 5.5 years$100,491 
Vested as of October 31, 2022Vested as of October 31, 20225,956,791 $8.49 5.2 years$97,979 
The Company uses the Black-Scholes option-pricing model to estimate the fair value of stock options on the date of grant. The Company accounts for forfeitures as they occur. The following assumptions were used to calculate the fair value of employee stock option grants made during the periods:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
Expected dividend yieldExpected dividend yield— %— %— %— %Expected dividend yieldN/A— %— %— %
Expected volatilityExpected volatility46.0%43.0% - 44.1%43.8% - 46.5%43.0% - 44.1%Expected volatilityN/A46.0%47.1%43.8% - 46.5%
Expected term (years)Expected term (years)6.13.7 - 6.16.13.7 - 6.1Expected term (years)N/A6.16.16.1
Risk-free interest rateRisk-free interest rate1.11%0.20% - 0.39%1.04% - 1.16%0.20% - 0.47%Risk-free interest rateN/A1.11%2.50%1.04% - 1.16%
No stock options were granted during the three months ended October 31, 2022. Stock options granted during the three months ended October 31, 2021 and 2020 had a weighted average grant date fair value of $19.01 and $23.04 per share, respectively.share. The aggregate intrinsic value of stock options exercised during the three months ended October 31, 2022 and 2021 and 2020 was $27.3$6.4 million and $19.0$27.3 million, respectively.
Stock options granted during the nine months ended October 31, 20212022 and 20202021 had a weighted average grant date fair value of $18.76$16.46 and $14.64$18.76 per share, respectively. The aggregate intrinsic value of stock options exercised during the nine months ended October 31, 2022 and 2021 was $37.0 million and 2020 was $73.4 million, and $42.0 million, respectively.
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The intrinsic value for options exercised is the difference between the market value of the stock and the exercise price of the stock option at the date of exercise.
As of October 31, 2021,2022, there was approximately $21.6$9.7 million of total unrecognized compensation cost related to unvested stock options granted under the Stock Plans, which will be recognized over a weighted average period of 2.31.8 years.
Restricted Stock Units
A summary of the Company’s RSU activity and related information is as follows:
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Number of RSUsWeighted
Average Grant Date Fair Value Per Share
Number of RSUsWeighted
Average Grant Date Fair Value Per Share
Outstanding at January 31, 20213,971,128 $23.60 
Outstanding at January 31, 2022Outstanding at January 31, 20226,028,201 $34.77 
GrantedGranted4,097,275 $41.79 Granted5,716,516 $31.03 
VestedVested(677,323)$25.31 Vested(1,310,826)$34.09 
Forfeited or canceledForfeited or canceled(1,057,674)$27.65 Forfeited or canceled(1,815,857)$33.77 
Outstanding at October 31, 20216,333,406 $34.50 
Outstanding at October 31, 2022Outstanding at October 31, 20228,618,034 $32.60 
The fair value of RSUs is based on the fair value of the underlying shares on the date of grant. The Company accounts for forfeitures as they occur.
As of October 31, 2021,2022, there was $208.2$269.0 million of unrecognized stock-based compensation expense related to unvested RSUs, which is expected to be recognized over a weighted average period of 3.12.9 years based on vesting under the award service conditions.
Performance Stock Units
On March 8, 2022, the Compensation Committee of the Board certified the results of PagerDuty’s operating plan for the fiscal year ended January 31, 2022. Based on the results, the PSUs granted in April 2021 (“2021 PSU Awards”) were earned at an attainment of 129%.
A summary of the Company’s PSU activity and related information is as follows:
Number of PSUsWeighted
Average Grant Date Fair Value Per Share
Number of PSUsWeighted
Average Grant Date Fair Value Per Share
Outstanding at January 31, 2021— $— 
Outstanding at January 31, 2022Outstanding at January 31, 2022117,701 $41.17 
Granted(1)Granted(1)127,309 $41.17 Granted(1)767,409 $32.64 
VestedVested— $— Vested(40,007)$41.17 
Forfeited or canceledForfeited or canceled(9,608)$41.17 Forfeited or canceled(42,225)$40.66 
Outstanding at October 31, 2021117,701 $41.17 
Performance adjustment for 2021 PSU AwardsPerformance adjustment for 2021 PSU Awards34,332 $41.17 
Outstanding at October 31, 2022Outstanding at October 31, 2022837,210 $33.38 
(1)This amount represents awards granted at 100% attainment.
(1)This amount represents awards granted at 100% attainment.
In April 2021, theThe Company granted 127,309grants PSUs with a weighted-average grant date fair value of $41.17 per share, to certain employees of the Company for which the ultimate number of units that will vest are determined based on the achievement of performance at the end of the stated performance period. The performance condition is based on the level of achievement of a Company target related to PagerDuty’s operating plan for fiscal 2022.plan. The PSUs will vest over a three-year period, subject to continuous service with the Company. The number of shares of the Company’s stock that will vest based on the performance condition can range from 0% to 200% of the target amount. Compensation expense for PSUs with performance conditions is measured using the fair value at the
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date of grant and recorded over the vesting period under the graded-vesting attribution method, and may be adjusted over the vesting period based on interim estimates of performance against the performance condition.
During the three and nine months ended October 31, 2022 and 2021, the Company recorded stock-based compensation expense for the number of PSUs considered probable of vesting based on the expected attainment of the performance targets.
As of October 31, 2021,2022, total unrecognized stock-based compensation cost related to PSUs was $3.0$9.4 million. This unrecognized stock-based compensation cost is expected to be recognized using the accelerated attribution method over a weighted-average period of approximately 1.3 years.
Employee Stock Purchase Plan
In April 2019, the Board of Directors adopted and approved the 2019 ESPP, which became effective on April 11, 2019. The ESPP generally provides for 24-month offering periods beginning June 15 and December 15 of each year, with each offering period consisting of 4four six-month purchase periods. On each purchase date, eligible employees will purchase the shares at a price per share equal to 85% of the lesser of (1) the fair market value of the Company’s common stock as of the beginning of the offering period or (2) the fair market value of the Company’s common stock on the purchase date, as defined in the ESPP.
During the three months ended October 31, 20212022 and 2020,2021, the Company recognized $1.2 million and $0.8 million, and $1.1 millionrespectively, of stock-based compensation expense related to the ESPP, respectively.ESPP. During the nine months ended
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October 31, 20212022 and 2020,2021, the Company recognized $3.9$3.4 million and $3.9 million, respectively, of stock-based compensation expense related to the ESPP, respectively.ESPP.
During the three months ended October 31, 20212022 and 2020,2021, the Company withheld $2.1 million and $2.2 million, and $1.7 millionrespectively, in contributions from employees, respectively.employees. During the nine months ended October 31, 20212022 and 2020,2021, the Company withheld $7.7 million and $7.2 million, and $5.2 million, respectively.respectively, in contributions from employees.
During the three months ended October 31, 20212022 and 20202021 there were no purchases related to the ESPP. During the nine months ended October 31, 2022, 280,725 shares of common stock were issued under the ESPP at a purchase price of $20.43 per share. During the nine months ended October 31, 2021, 222,474 shares of common stock were issued under the ESPP at a weighted average purchase price of $21.98. During the nine months ended October 31, 2020, 181,253 shares of common stock were issued under the ESPP at a purchase price of $19.63$21.98 per share.
Stock-Based Compensation
Stock-based compensation expense included in the Company’s condensed consolidated statements of operations is as follows:
Three Months Ended October 31,Nine Months Ended October 31,
2021202020212020
(in thousands)
Cost of revenue$861 $488 $2,560 $1,095 
Research and development6,183 2,807 16,230 7,459 
Sales and marketing4,606 6,254 12,961 11,409 
General and administrative6,128 3,910 16,115 11,772 
Total$17,778 $13,459 $47,866 $31,735 
In the three and nine months ended October 31, 2020, we recorded a one-time stock-based compensation expense of $3.1 million related to the modification of certain option awards.
Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
(in thousands)
Cost of revenue$1,937 $861 $4,948 $2,560 
Research and development10,824 6,183 30,066 16,230 
Sales and marketing8,004 4,606 22,533 12,961 
General and administrative10,679 6,128 28,931 16,115 
Total$31,444 $17,778 $86,478 $47,866 

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15. Net Loss per Share
The following table presents the calculation of basic and diluted net loss per share:share attributable to PagerDuty, Inc.:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands, except per share data)(in thousands, except per share data)
Numerator:Numerator:Numerator:
Net loss$(26,341)$(20,608)$(78,560)$(46,755)
Net loss attributable to PagerDuty, Inc.Net loss attributable to PagerDuty, Inc.$(32,542)$(26,341)$(103,861)$(78,560)
Denominator:Denominator:Denominator:
Weighted average shares used in calculating net loss per share, basic and dilutedWeighted average shares used in calculating net loss per share, basic and diluted85,092 79,937 83,979 78,835 Weighted average shares used in calculating net loss per share, basic and diluted89,285 85,092 88,200 83,979 
Net loss per share, basic and diluted$(0.31)$(0.26)$(0.94)$(0.59)
Net loss per share, basic and diluted, attributable to PagerDuty, Inc.Net loss per share, basic and diluted, attributable to PagerDuty, Inc.$(0.36)$(0.31)$(1.18)$(0.94)

Since the Company was in a loss position for the periods presented, basic net loss per share is the same as diluted net loss per share as the inclusion of all potential common stock outstanding would have been anti-dilutive.
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Potentially dilutive securities that were not included in the diluted per share calculations because they would be anti-dilutive were as follows:
As of October 31,As of October 31,
2021202020222021
(in thousands)(in thousands)
Shares subject to outstanding common stock awardsShares subject to outstanding common stock awards15,448 15,995 Shares subject to outstanding common stock awards16,970 15,448 
Convertible senior notesConvertible senior notes7,173 7,173 Convertible senior notes7,173 7,173 
Restricted stock awards purchased with promissory notes— 124 
Restricted stock issued to Rundeck key personnel139 278 
Restricted stock issued to acquire key personnelRestricted stock issued to acquire key personnel63 139 
Shares issuable pursuant to the 2019 employee stock purchase planShares issuable pursuant to the 2019 employee stock purchase plan163 150 Shares issuable pursuant to the 2019 employee stock purchase plan202 163 
TotalTotal22,923 23,720 Total24,408 22,923 

15.16. Income Taxes
The Company's provision for income taxes for interim periods is determined using an estimate of its annual effective tax rate, adjusted for discrete items, if any, that arise during the period. Each quarter, the Company updates its estimate of the annual effective tax rate, and if the estimated annual effective tax rate changes, the Company makes a cumulative adjustment in such period.
The Company's quarterly tax provision, and estimate of its annual effective tax rate, is subject to variation due to several factors, including variability in pre-tax income (or loss), the mix of jurisdictions to which such income (or loss) relates, changes in how the Company does business, and tax law developments. The Company's estimated effective tax rate for the year differs from the U.S. statutory rate of 21% as a result of our U.S. losses for which no benefit will be realized, our foreign operations which are subject to tax rates that differ from those in the U.S,U.S., as well as the benefit for non-U.S. income tax credits.
The Company recorded an income tax expense of $0.1 million and $0.2 million for the three months ended October 31, 2022 and 2021, andrespectively. The Company recorded an income tax benefit of $4.8$1.3 million for the threenine months ended October 31, 2020. The Company recorded2022, and income tax expense of $0.4 million for the nine months ended October 31, 2021 and an2021. The income tax benefit of $4.4 million forrecorded in the nine months ended October 31, 2020.2022 was primarily due to a reduction in the Company’s valuation allowance from the increase in the deferred tax liability associated with the acquired intangible assets from the acquisition of Catalytic, resulting in a $1.3 million deferred tax benefit.

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16.17. Geographic Information
Revenue by location is determined by the billing address of the customer. The following table sets forth revenue by geographic area:
Three Months Ended October 31,Nine Months Ended October 31, 2021Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
United StatesUnited States$54,287 $40,966 $153,048 $118,234 United States$72,267 $54,287 $206,127 $153,048 
InternationalInternational17,473 12,806 49,839 36,038 International21,936 17,473 63,700 49,839 
TotalTotal$71,760 $53,772 $202,887 $154,272 Total$94,203 $71,760 $269,827 $202,887 
Other than the United States, no other individual country accounted for 10% or more of revenue for the three and nine months ended October 31, 20212022 or 2020.2021. As of October 31, 2021, 84%2022, 89% of the Company’s long-lived assets, including property and equipment and right-of-use lease assets, were located in the United States, and 16%11% were
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located in Canada. As of January 31, 2021, 87%2022, 86% of the Company’s long-lived assets, including property and equipment and right-of-use lease assets, were located in the United States and 13%14% were located in Canada.

17.18. Subsequent Events
The Company has evaluated subsequent events through December 8, 2021.2, 2022.

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 together should be read in conjunction with our condensed consolidated financial statements and the related notes appearing elsewhere in this Quarterly Report on Form 10-Q and in our Annual Report on Form 10-K for the year ended January 31, 2021,2022, filed with the SEC on March 19, 2021.17, 2022. You should review the sections titled “Special Note Regarding Forward-Looking Statements” above in this Quarterly Report on Form 10-Q for a discussion of forward-looking statements and important factors that could cause actual results to differ materially from the results described in or implied by the forward-looking statements contained in the following discussion and analysis. Factors that could cause or contribute to such differences include, but are not limited to, impacts on our business and general economic conditions due to the current COVID-19 pandemic, those identified below, and those discussed in the section titled “Risk Factors” included in Part II, Item 1A below. The last day of our fiscal year is January 31. Our fiscal quarters end on April 30, July 31, October 31 and January 31.
Overview
PagerDuty is a digital operations management platform that empowers the right action, when seconds matter.
Our platform, which includes our auto remediation software, is the best waymanages urgent and mission critical work for a modern, digital enterprise. We empower teams to manage urgent, mission-critical work—and keep digital services always on. It sits at the center of a company’s digital ecosystem ingesting signals and using machine learning and automationrespond rapidly to automate real-time work,incidents to resolve or avoid customer issues, reduce noise, predict and avoid downtime. We enable teams to reduce outages,performance degradation, improve productivity, and accelerate digital transformations.transformation.
Today, nearly every business is a digital business. As such, organizations are under pressure to enhance their digital operations in order to meet escalating customer expectations, resolve incidents proactively and free up time for innovation projects. This means critical, time sensitive, and unpredictable work needs to be detected and orchestrated.
We collect data and digital signals from virtually any software-enabled system or device and combine it with human response data, correlatingleverage powerful machine learning to correlate, process, and processing it to understand digitalpredict opportunities and issues that need to be addressed in real time.issues. Using the world’s broadest integrations,incident response, event
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management, automated remediation and diagnostics, and human driven runbook automation, we bring together the right people with the right information so they can resolve issues and act on opportunities in minutes andor seconds not hours, days or even weeks like legacy solutions.from wherever they are.
Since our founding in 2009, we have expanded our capabilities from a single product focused on on-call management for technical teamsdevelopers to onea multi-product platform that serves many roles across the company, delivering a real-time source of truth tocrosses silos into IT operations, security, customer service, and executive stakeholders alike.stakeholder roles across the organization. We have grownevolved from an on-call tool into a fullthe platform for digital operations, management platform, spanning incident response, on-call management, business visibility, advanced analytics, and AI Ops capabilities across automation and event management to reducewhich resides at the noise, interruptions and redundant tasks from our customer’s lives. We have invested in developing the scalability, reliability, and securitycenter of our platform, allowing us to address the needs of even the largest and most demanding customers. a company’s technology ecosystem.
We have spent yearsmore than a decade building deep product integrations to our platform, and our ecosystem now includes over 600700 direct integrations to enable our customers to gather and correlate digital signals from virtually any software-enabled system or device. This allows technical teams to collect digital signals from any system or platform in their environment, and without the effects of context switching. Those same integrations allow us to connect with popular collaboration tools and business applications, as well as all types of technology stacks to drive automation of work.
Our platform is easy to adopt and scalable for businesses of all sizes. We generate revenue primarily from cloud-hosted subscription fees with the majority of our revenue from such arrangements.fees. We also generate an immaterial amount of revenue from term licenseterm-license software subscription fees. We offer a three-tiered range of pricing plans aligned with our customers’ needs and the sophistication of their digital operations. In addition, our Rundeck automation offering is available on a term license software subscription basis. We also offer a “freemium” plan for less than five users to introduce new users to the platform. We have a land-and-expand business model that leads to
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viral adoption of our products and subsequent expansion. Our online self-service model is the primary mechanism for landing new customers and enabling teams to get started without assistance. We complement our self-service model with high-velocity inside sales focused on small and medium businesses, a commercial team focused on mid-market customers, and a field sales team focused on enterprise customers. Our mid-market and enterprise customers account for the majority of our revenue today. These teams drive expansion to additional users, additional teams, and new use cases, and add-on products, as well as upsell premium functionality.to higher value plans.
COVID-19 Update
In December 2019, a novel coronavirus and the resulting disease (“COVID-19”) was reported, and in January 2020, the World Health Organization characterized COVID-19 as a pandemic. 
The extent and continued impact of the COVID-19 pandemic on our business continues to depend on certain developments including the duration and spread of the pandemic; government responses to the pandemic; the widespread availability and distribution of vaccines; impact on our customers and our sales cycles; industry or employee events; and effect on our partners and vendors, all of which are uncertain and cannot be predicted.continued during fiscal year 2023. While our revenues,revenue, billings, and earnings are relatively predictable as a result of our subscription-based business model and the majority of our revenues are generated from annual subscriptions, the effecteffects of the COVID-19 pandemic along with the seasonality we historically experience, may not be fully reflected inhave a delayed impact on our results of operationsoperations. We continue to ascertain the long-term impact of the COVID-19 pandemic on our business. We continue to focus on supporting our employees, customers, and overall financial performance until future periods, if at all. In addition, while the majority ofcommunity.
As our revenues are generated from annual subscriptions,offices have now reopened, we have seen,incurred incremental expenses related to onsite services and may continue to see, greater variability inrelated in-office costs. However, the demand of our product from small and medium business customers. While we see risks associated with more highly impacted companies and industries, we are also seeing new interest from other organizations, driven by rapidly changing work and business environments. As workforces have transitioned to working from home in a distributed model, PagerDuty has become an increasingly critical service.
The majority of our employees continue to work remotely in order to minimize the spread of COVID-19 among our employee base and comply with local regulations within the United States and internationally. As we continue to monitor the local regulations related to COVID-19, we have begun to release travel restrictions on business-related travel, allowing certain employees to travel on a voluntary basis. We have also extended our paid time off and sick leave benefits for employees directly impacted by COVID-19 or caring for children or a member of their household impacted by COVID-19. In addition, we have provided allowances to our employees to cover expenses related to transitioning to a work from home environment. We also continue to offer local employee assistance programs to employees if needed. These changes remain in effect and could extend into future quarters. The impact, if any, of these and any additional operational changes we may implement to facilitate remote work is uncertain, but changes we have implemented have not affected and are not expected to affect our ability to maintain operations, including financial reporting systems, internal control over financial reporting and disclosure controls and procedures.
Since 2020, we have shifted to virtual-only events and experiences, including shifting Summit, our global customer conference series. We have typically relied on marketing and promotional events such as Summit and other in-person conferences, events, and meetings to facilitate customer sign-ups and generate leads for potential customers, and we cannot predict whether virtual marketing events and phone or virtual sales interactions will be as successful as in-person events and meetings or for how long, nor the extent to which the COVID-19 pandemic may continue to constrain our marketing, promotional, and sales activities.
On March 27, 2020, the former President of the United States signed the Coronavirus Aid, Relief, and Economic Security Act (“CARES Act”) which includes several significant provisions for corporations, including modifications to the limitation on business interest expense and the usage of net operating losses, and a payment deferral of employer payroll taxes. We elected to defer the payment of employer payroll taxes in the nine months ended October 31, 2020. We are no longer deferring the payment of our employer payroll taxes. We have begun to pay the amounts deferred and will continue these payments during the fiscal years ending January 31, 2022 and 2023.
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Refer to Item 1A, “Risk Factors” for further discussion of the possible impact of the COVID-19 pandemic on our business.
Recent Events
We are closely monitoring the invasion of Ukraine by Russia in February 2022 and its global impacts. While the conflict is still unfolding and the outcome remains highly uncertain, we do not believe the Russia-Ukraine conflict will have a material impact on our business and results of operation. However, if the Russia-Ukraine conflict continues or worsens, leading to greater global economic disruptions and uncertainty, our business and results of operations could be materially impacted. Our customers in Russia represented an immaterial portion of our net assets and total consolidated revenue both as of and for the three and nine months ended October 31, 2022 and January 31, 2022.
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Key Business Metrics
We review the following key business metrics to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans, and make strategic decisions.
While these numbers are based on what we believe to be a reasonable representation of our customer base for the applicable period of measurement, we rely on a third party to validate legal entities, which uses the best available data at period end, and therefore is subject to change as new information becomes available. In addition, we are continually seeking to improve our methodology, which may result in future changes to our key metrics.
Our key metrics include the results of Rundeck,Catalytic, to the extent applicable, beginning on the acquisition date of October 1, 2020.March 8, 2022.
Number of Customers
We believe that the number of customers using our platform, particularly those that have subscription agreements for more than $100,000 in annual recurring revenue (“ARR”), are indicators of our market penetration, particularly within enterprise accounts, the growth of our business, and our potential future business opportunities. We define ARR as the annualized recurring value of all active contracts at the end of a reporting period. We define a customer as a separate legal entity, such as a company or an educational or government institution, that has an active subscription with us or one of our partners to access our platform. In situations where an organization has multiple subsidiaries or divisions, we treat the parent entity as the customer instead of treating each subsidiary or division as a separate customer. Increasing awareness of our platform and its broad range of capabilities, coupled with the fact that the world is always on and powered by increasingly complex technology, has expanded the diversity of our customer base to include organizations of all sizes across virtually all industries. Over time, enterprise and mid-market customers have constituted a greater share of our revenue.
As of October 31,As of October 31,
2021202020222021
CustomersCustomers14,486 13,725 Customers15,265 14,486 
Customers greater than $100,000 in ARRCustomers greater than $100,000 in ARR543 401 Customers greater than $100,000 in ARR710 543 
Dollar-based Net Retention Rate
We use dollar-based net retention rate to evaluate the long-term value of our customer relationships, since this metric reflects our ability to retain and expand the ARR from our existing customers. Our dollar-based net retention rate compares our ARR from the same set of customers across comparable periods.
We calculate dollar-based net retention rate as of a period end by starting with the ARR from the cohort of all customers as of 12 months prior to such period end, or Prior Period ARR. We then calculate the ARR from these same customers as of the current period end, or Current Period ARR. Current Period ARR includes any expansion and is net of downgrades or churn over the last 12 months but excludes ARR from new customers in the current period. We then divide the total Current Period ARR by the total Prior Period ARR to arrive at the dollar-based net retention rate. The calculation of dollar-based net retention rate includes the Current Period ARR of RundeckCatalytic customers to the extent that they were PagerDuty customers as of 12 months prior to period end.
Last 12 Months Ended October 31,
20212020
Dollar-based net retention rate for all customers124 %119 %
Last 12 Months Ended October 31,
20222021
Dollar-based net retention rate for all customers123 %124 %
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Components of Results of Operations
Revenue
We generate revenue primarily from cloud-hosted software subscription fees with the majority of our revenue from such arrangements. We also generate an immaterial amount of revenue from term licenseterm-license software subscription fees. Our subscriptions are typically one year in duration but can range from monthly to multi-year. Subscription revenue isfees are driven primarily by the number of customers, the number of users per customer, and the level of subscription purchased. We generally invoice customers in advance in annual installments for subscriptions to our software. ForRevenue related to our cloud-hosted software subscriptions we recognize subscription revenueis recognized ratably over the related contractual term of the subscription period beginning on the date we grant access tothat our platform assuming that all other revenue recognition criteria have been met.is made available to a customer. For our term-license software subscriptions, we recognize license revenue upon delivery and software maintenance revenue ratably, typically beginning on the start of the contractual term of the arrangement.
Due to the low complexity of implementation and integration of our platform with our customers’ existing infrastructure, revenue from professional services has been immaterial to date.
Cost of Revenue
Cost of revenue primarily consists of expenses related to providing our platform to customers, including personnel expenses for operations and global support, payments to our third-party cloud infrastructure providers for hosting our software, payment processing fees, amortization of capitalized internal-use software costs, amortization of acquired developed technology, and allocated overhead costs for facilities, information technology, and other allocated overhead costs. We will continue to invest additional resources in our platform infrastructure and our customer support and success organizations to expand the capability of our platform and ensure that our customers are realizing the full benefit of our offerings. The level and timing of investment in these areas could affect our cost of revenue in the future.
Gross Profit and Gross Margin
Gross profit represents revenue less cost of revenue. Gross margin is gross profit expressed as a percentage of revenue. Our gross margin may fluctuate from period to period as our revenue fluctuates, and as a result of the timing and amount of investments to expand the capacity of our third-party cloud infrastructure providers and our continued efforts to enhance our platform support and customer success teams.
Operating Expenses
Our operating expenses consist of research and development, sales and marketing, and general and administrative expenses. Personnel expenses are the most significant component of operating expenses and consist of salaries, benefits, bonuses, stock-based compensation expense, and sales commissions. Operating expenses also include amortization of acquired intangible assets, acquisition-related expenses, allocated overhead costs for facilities, shared IT related expenses, including depreciation expense, and certain company-wide events and functions.
Research and development
Research and development expenses consist primarily of personnel costs for our engineering, product, and design teams. Additionally, research and development expenses include contractor fees, depreciation of equipment used in research and development activities, acquisition-related expenses, and allocated overhead costs. We expect that our research and development expenses will increase in dollar value as our business grows.
Sales and marketing
Sales and marketing expenses consist primarily of personnel costs, costs of general marketing activities and promotional activities, travel related expenses, amortization of acquired intangible assets, allocated overhead costs, and bad debt expense. Sales commissions earned by our sales force that are considered incremental and recoverable
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costs of obtaining a subscription with a customer are deferred and amortized on a straight-line basis over the
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expected period of benefit, which we have determined to be four years. We expect that our sales and marketing expenses will increase in dollar value and continue to be our largest operating expense for the foreseeable future as we expand our sales and marketing efforts.
General and administrative
General and administrative expenses consist primarily of personnel costs and contractor fees for finance, legal, human resources, information technology, and other administrative functions. In addition, general and administrative expenses include non-personnel costs, such as legal, accounting, and other professional fees, hardware and software costs, certain tax, license and insurance-related expenses, acquisition-related expenses, and allocated overhead costs. We expect that our general and administrative expenses will increase in dollar value as our business grows. However, we expect that our general and administrative expenses will decrease as a percentage of our revenue over the longer term as we expect our investments to allow for improved efficiency for future growth in the business.
Interest Income
Interest income consists of income earned on our cash and cash equivalents and interest earned on our short-term investments which consist of U.S. Treasury securities, commercial paper, corporate debt securities, and U.S. Government agency securities.
Interest Expense
Interest expense consists primarily of contractual interest expense and amortization of debt issuance costs on our 1.25% Convertible Senior Notes due 2025 (the “Notes”) due 2025.. Refer to Note 10,11, “Debt and Financing Arrangements” for additional details.
Other (Expense) Income, Net
Other (expense) income, net primarily consists of accretion income and amortization expense on our available-for-sale investments and foreign currency transaction gains and losses.
(Provision for) Benefit fromFrom Income Taxes
(Provision for) benefit from income taxes consists primarily of income taxes in certain foreign jurisdictions in which we conduct business. We maintain a full valuation allowance on our net federal and state deferred tax assets as we have concluded that it is more likely than not that the deferred tax assets will not be realized. (Provision for) benefit from income taxes also includes the reduction in our valuation allowance from the increase in the deferred tax liability associated with acquired intangible assets from the Company’sour acquisitions.
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Results of Operations
The following table sets forth our condensed consolidated statements of operations data for the periods indicated:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
RevenueRevenue$71,760 $53,772 $202,887 $154,272 Revenue$94,203 $71,760 $269,827 $202,887 
Cost of revenue(1)
Cost of revenue(1)
12,039 7,685 34,433 21,285 
Cost of revenue(1)
18,007 12,039 52,090 34,433 
Gross profitGross profit59,721 46,087 168,454 132,987 Gross profit76,196 59,721 217,737 168,454 
Operating expenses:Operating expenses:Operating expenses:
Research and development(1)
Research and development(1)
24,554 16,156 68,062 46,705 
Research and development(1)
35,004 24,554 100,307 68,062 
Sales and marketing(1)
Sales and marketing(1)
40,176 34,024 118,224 88,271 
Sales and marketing(1)
47,118 40,176 143,001 118,224 
General and administrative(1)
General and administrative(1)
19,808 17,746 56,680 45,899 
General and administrative(1)
26,616 19,808 77,316 56,680 
Total operating expensesTotal operating expenses84,538 67,926 242,966 180,875 Total operating expenses108,738 84,538 320,624 242,966 
Loss from operationsLoss from operations(24,817)(21,839)(74,512)(47,888)Loss from operations(32,542)(24,817)(102,887)(74,512)
Interest incomeInterest income705 974 2,306 3,375 Interest income1,382 705 2,760 2,306 
Interest expenseInterest expense(1,350)(4,133)(4,045)(5,741)Interest expense(1,360)(1,350)(4,072)(4,045)
Other expense, netOther expense, net(729)(449)(1,931)(861)Other expense, net(172)(729)(1,326)(1,931)
Loss before (provision for) benefit from income taxesLoss before (provision for) benefit from income taxes(26,191)(25,447)(78,182)(51,115)Loss before (provision for) benefit from income taxes(32,692)(26,191)(105,525)(78,182)
(Provision for) benefit from income taxes(Provision for) benefit from income taxes(150)4,839 (378)4,360 (Provision for) benefit from income taxes(112)(150)1,302 (378)
Net lossNet loss$(26,341)$(20,608)$(78,560)$(46,755)Net loss$(32,804)$(26,341)$(104,223)$(78,560)
Net loss attributable to redeemable non-controlling interestNet loss attributable to redeemable non-controlling interest(262)— (362)— 
Net loss attributable to PagerDuty, Inc.Net loss attributable to PagerDuty, Inc.$(32,542)$(26,341)$(103,861)$(78,560)
______________
(1)    Includes stock-based compensation expense as follows:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
Cost of revenueCost of revenue$861 $488 $2,560 $1,095 Cost of revenue$1,937 $861 $4,948 $2,560 
Research and developmentResearch and development6,183 2,807 16,230 7,459 Research and development10,824 6,183 30,066 16,230 
Sales and marketingSales and marketing4,606 6,254 12,961 11,409 Sales and marketing8,004 4,606 22,533 12,961 
General and administrativeGeneral and administrative6,128 3,910 16,115 11,772 General and administrative10,679 6,128 28,931 16,115 
TotalTotal$17,778 $13,459 $47,866 $31,735 Total$31,444 $17,778 $86,478 $47,866 

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The following table sets forth our condensed consolidated statements of operations data expressed as a percentage of revenue:
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
RevenueRevenue100 %100 %100 %100 %Revenue100 %100 %100 %100 %
Cost of revenueCost of revenue17 14 17 14 Cost of revenue19 17 19 17 
Gross profitGross profit83 %86 %83 %86 %Gross profit81 %83 %81 %83 %
Operating expenses:Operating expenses:Operating expenses:
Research and developmentResearch and development34 30 34 30 Research and development37 34 37 34 
Sales and marketingSales and marketing56 63 58 57 Sales and marketing50 56 53 58 
General and administrativeGeneral and administrative28 33 28 30 General and administrative28 28 29 28 
Total operating expensesTotal operating expenses118 126 120 117 Total operating expenses115 118 119 120 
Loss from operationsLoss from operations(35)(41)(37)(31)Loss from operations(35)(35)(38)(37)
Interest incomeInterest incomeInterest income
Interest expenseInterest expense(2)(8)(2)(4)Interest expense(1)(2)(2)(2)
Other expense, netOther expense, net(1)(1)(1)(1)Other expense, net— (1)— (1)
Loss before (provision for) benefit from income taxesLoss before (provision for) benefit from income taxes(36)(47)(39)(33)Loss before (provision for) benefit from income taxes(35)(36)(39)(39)
(Provision for) benefit from income taxes(Provision for) benefit from income taxes— — (Provision for) benefit from income taxes— — — — 
Net lossNet loss(37)%(38)%(39)%(30)%Net loss(35)(37)(39)(39)
Net loss attributable to redeemable non-controlling interestNet loss attributable to redeemable non-controlling interest— %— — %— 
Net loss attributable to PagerDuty, Inc.Net loss attributable to PagerDuty, Inc.(35)%(37)%(38)%(39)%
__________
Note: Certain figures may not sum due to rounding.
Comparison of the Three Months Ended October 31, 20212022 and 20202021
Revenue
Three Months Ended October 31,
20212020Change% Change
(dollars in thousands)
Revenue$71,760 $53,772 $17,988 33 %
Three Months Ended October 31,
20222021Change% Change
(dollars in thousands)
Revenue$94,203 $71,760 $22,443 31 %
Revenue increased by $18.0$22.4 million, or 33%31%, for the three months ended October 31, 20212022 compared to the three months ended October 31, 2020.2021. The increase in revenue was attributable to a combination of growth from both new and existing customers, including customers from the Rundeck acquisition.customers. Growth from existing customers iswas attributable to both increases in the number of users and upsell of additional products and services.
Cost of Revenue and Gross Margin
Three Months Ended October 31,
20212020Change% Change
(dollars in thousands)
Cost of revenue$12,039 $7,685 $4,354 57 %
Gross margin83 %86 % 
Cost of revenue increased by $4.4 million, or 57%, primarily due to an increase of $2.1 million in personnel expenses as a result of increased headcount, increases of $1.1 million in hosting, software, and telecom costs and
Three Months Ended October 31,
20222021Change% Change
(dollars in thousands)
Cost of revenue$18,007 $12,039 $5,968 50 %
Gross margin81 %83 % 
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$0.4Cost of revenue increased by $6.0 million, or 50%, primarily due to an increase of $2.5 million in outside services, bothpersonnel expenses as a result of which areincreased headcount and salaries, an increase of $1.7 million in amortization of acquired intangible assets, primarily related to the acquisition of Catalytic, and an increase of $0.9 million in hosting, software, and telecom costs related to the support of the continued growth of the business and related infrastructure, and an increase of $0.2 million in other costs.infrastructure.
Research and Development
Three Months Ended October 31,Three Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
Research and developmentResearch and development$24,554 $16,156 $8,398 52 %Research and development$35,004 $24,554 $10,450 43 %
Percentage of revenuePercentage of revenue34 %30 %Percentage of revenue37 %34 %
Research and development expenses increased by $8.4$10.5 million, or 52%43%, for the three months ended October 31, 20212022 compared to the three months ended October 31, 2020.2021. The increase was primarily driven by an increase in personnel expenses of $6.8$8.9 million as a result of increased headcount and salaries to support our continued investment in our platform and a $0.9$1.3 million increase in costs to support the growth of the business and related infrastructure, which includes allocated overhead costs.
Sales and Marketing
Three Months Ended October 31,Three Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
Sales and marketingSales and marketing$40,176 $34,024 $6,152 18 %Sales and marketing$47,118 $40,176 $6,942 17 %
Percentage of revenuePercentage of revenue56 %63 %Percentage of revenue50 %56 %
Sales and marketing expenses increased by $6.2$6.9 million, or 18%17%, for the three months ended October 31, 20212022 compared to the three months ended October 31, 2020.2021. This increase was primarily due to an increase of $3.2$6.6 million in personnel expenses driven by headcount growth, increased salaries, and amortization of deferred contract costs, partially offset by a one-time stock-based compensation charge due to the modification of certain option awards incurred in the third quarter of the prior fiscal year, an increase of $1.9$0.8 million in costs to support the growth of the business and related infrastructure which includes allocated overhead costs, an increase of $1.4 million in outside services due to a higher volume of activities to assist with the continued growth of the business, an increase of $0.4 million in travel and other program related costs as a result of increased travel due to reduced travel restrictions related to the COVID-19 pandemic, and an increase of $0.4 million in amortization of intangibles related to the acquisition of Rundeck. This was partially offset by a decrease in marketing expenses of $1.3 million primarily due to a change in timing of our annual Summit conference.
General and Administrative
Three Months Ended October 31,
20212020Change% Change
(dollars in thousands)
General and administrative$19,808 $17,746 $2,062 12 %
Percentage of revenue28 %33 %
General and administrative expenses increased by $2.1 million, or 12%, for the three months ended October 31, 2021 compared to the three months ended October 31, 2020. The increase was driven by an increase of $4.3 million in personnel expenses as a result of increased headcount and an increase of $0.4$0.6 million in travel and other program related costs as a result of increased travel due to reduced travel restrictions related to the COVID-19 pandemic. This was partially offset by a decrease in outside services of $1.8$0.6 million.
General and Administrative
Three Months Ended October 31,
20222021Change% Change
(dollars in thousands)
General and administrative$26,616 $19,808 $6,808 34 %
Percentage of revenue28 %28 %
General and administrative expenses increased by $6.8 million, or 34%, for the majority of which was due to transaction costs relatedthree months ended October 31, 2022 compared to the Rundeck acquisition,three months ended October 31, 2021. The increase was driven by an increase of $7.2 million in personnel expenses as a result of increased headcount and salaries and an increase of $0.6 million in outside services. This was partially offset by a decrease of $1.2 million in costs to support the business and related infrastructure which includes allocated overhead costs.
Interest Expense
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Interest Expense
Three Months Ended October 31,
20222021Change % Change
(dollars in thousands)
Interest expense$1,360 $1,350 $10 %
Three Months Ended October 31,
20212020Change % Change
(dollars in thousands)
Interest expense$1,350 $4,133 $(2,783)(67)%
Interest expense was consistent for the three months ended October 31, 2022 compared to the three months ended October 31, 2021 and related to contractual interest and amortization of debt issuance costs for the Notes.
Interest Income and Other Expense, Net
Three Months Ended October 31,
20222021Change% Change
(dollars in thousands)
Interest income$1,382 $705 $677 96 %
Other expense, net$(172)$(729)$557 76 %
Interest income increased by $0.7 million and other expense, net decreased by $2.8$0.6 million for the three months ended October 31, 20212022 compared to the three months ended October 31, 2020, due to the adoption of Accounting Standard Update (“ASU”) 2020-06. Refer to Note 2, "Summary of Significant Accounting Policies", for additional details.
Interest Income and Other (Expense) Income, Net
Three Months Ended October 31,
20212020Change% Change
(dollars in thousands)
Interest income$705 $974 $(269)(28)%
Other expense, net$(729)$(449)$(280)62 %
Interest2021. The increase in interest income decreased by $0.3 million and other expense, net increased by $0.3 million for the three months ended October 31, 2021 compared to the three months ended October 31, 2020,was primarily due to lowerhigher interest rates on our cash, cash equivalent and investment balances in the current year. The decrease in other expense, net was due to higher accretion on our cash, cash equivalent and investment balances in the current year, offset by changes in foreign currency rates.
Comparison of the Nine Months Ended October 31, 20212022 and 20202021
Revenue
Nine Months Ended October 31,
20212020Change% Change
(dollars in thousands)
Revenue$202,887 $154,272 $48,615 32 %
Nine Months Ended October 31,
20222021Change% Change
(dollars in thousands)
Revenue$269,827 $202,887 $66,940 33 %
Revenue increased by $48.6$66.9 million, or 32%33%, for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020.2021. The increase in revenue was attributable to a combination of growth from both new and existing customers, including customers from the Rundeck acquisition.customers. Growth from existing customers iswas attributable to both increases in the number of users and upsell of additional products and services.
Cost of Revenue and Gross Margin
Nine Months Ended October 31,Nine Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
Cost of revenueCost of revenue$34,433 $21,285 $13,148 62 %Cost of revenue$52,090 $34,433 $17,657 51 %
Gross marginGross margin83 %86 % Gross margin81 %83 % 
Cost of revenue increased by $13.1$17.7 million, or 62%51%, for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020.2021. The increase iswas primarily due to an increase of $7.4$5.4 million in personnel expenses as a result of increased headcount and salaries, an increase of $4.5 million in amortization of intangibles related to acquisitions, increases of $2.5$4.2 million in hosting, software, and telecom costs and $1.3$0.7 million in outside services, both of which are related to the support of the continued growth of the business and related infrastructure, and an increase of $0.7$0.9 million in amortization of intangiblesother expenses, primarily related to the acquisition of Rundeck.increased merchant fees.
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Research and Development
Nine Months Ended October 31,Nine Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
Research and developmentResearch and development$68,062 $46,705 $21,357 46 %Research and development$100,307 $68,062 $32,245 47 %
Percentage of revenuePercentage of revenue34 %30 %Percentage of revenue37 %34 %
Research and development expenses increased by $21.4$32.2 million, or 46%47%, for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020.2021. The increase was primarily driven by an increase in personnel expenses of $17.6$26.8 million as a result of increased headcount and salaries to support our continued investment in our platform, a $2.2$3.8 million increase in costs to support the growth of the business and related infrastructure, which includesincluded allocated overhead costs, an increase of $1.1 million in travel related costs as a result of increased travel due to reduced travel restrictions related to the COVID-19 pandemic, and an increase of $1.3$0.7 million acquisition-related impairment charge related to software development not placed in outside services due to a higher volume of activities to assist with the continued growth of the business.service.
Sales and Marketing
Nine Months Ended October 31,Nine Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
Sales and marketingSales and marketing$118,224 $88,271 $29,953 34 %Sales and marketing$143,001 $118,224 $24,777 21 %
Percentage of revenuePercentage of revenue58 %57 %Percentage of revenue53 %58 %
Sales and marketing expenses increased by $30.0$24.8 million, or 34%21%, for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020. This2021.This increase was primarily due to an increase of $16.3$21.6 million in personnel expenses driven by headcount growth, increased salaries, and amortization of deferred contract costs, partially offset by a one-time stock-based compensation charge due to the modification of certain option awards incurred in the third fiscal quarter of the prior fiscal year, an increase in marketing expenses of $5.3 million due to increased volume of marketing and advertising activities, an increase of $3.9$4.1 million in travel and other program related costs as a result of increased travel due to reduced travel restrictions related to the COVID-19 pandemic, and an increase of $3.7 million in costs to support the business and related infrastructure, which includesincluded allocated overhead costs, an increasecosts. This was partially offset by a decrease in marketing expenses of $3.5$3.6 million primarily due to decreases in brand campaigns and digital marketing and a decrease of $1.1 million in outside services due to a higher volume of activities to assist with the continued growth of the business, and an increase of $1.6 million in amortization of intangibles related to the acquisition of Rundeck.services.
General and Administrative
Nine Months Ended October 31,Nine Months Ended October 31,
20212020Change% Change20222021Change% Change
(dollars in thousands)(dollars in thousands)
General and administrativeGeneral and administrative$56,680 $45,899 $10,781 23 %General and administrative$77,316 $56,680 $20,636 36 %
Percentage of revenuePercentage of revenue28 %30 %Percentage of revenue29 %28 %
General and administrative expenses increased by $10.8$20.6 million, or 23%36%, for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020.2021. The increase was driven by an increase of $10.5$20.9 million in personnel expenses as a result of increased headcount an increase in outside services of $1.9 million, the majority of which was due to non-recurring strategic consulting fees,and salaries and an increase of $1.5 million in insurance, business taxes and licensestravel related costs as a result of $0.8 millionincreased travel due to a higher volume of activitiesreduced travel restrictions related to support the continued growth of the business.COVID-19 pandemic. This was partially offset by a decrease of $3.2$2.3 million in costs to support the business and related infrastructure which includes allocated overhead costs.
Interest Expense
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Nine Months Ended October 31,
20212020Change % Change
(dollars in thousands)
Interest expense$4,045 $5,741 $(1,696)(30)%
Nine Months Ended October 31,
20222021Change % Change
(dollars in thousands)
Interest expense$(4,072)$(4,045)$(27)%
Interest expense was consistent for the nine months ended October 31, 2022 compared to the nine months ended October 31, 2021 and related to contractual interest and amortization of debt issuance costs for the Notes.
Interest Income and Other Expense, Net
Nine Months Ended October 31,
20222021Change% Change
(dollars in thousands)
Interest income$2,760 $2,306 $454 20 %
Other expense, net$(1,326)$(1,931)$605 31 %
Interest income increased by $0.5 million and other expense decreased by $1.7$0.6 million for the nine months ended October 31, 20212022 compared to the nine months ended October 31, 2020,2021. The increase in interest income was primarily due to the adoption of ASU 2020-06. Refer to Note 2, "Summary of Significant Accounting Policies", for additional details.
Interest Income and Other (Expense) Income, Net
Nine Months Ended October 31,
20212020Change% Change
(dollars in thousands)
Interest income$2,306 $3,375 $(1,069)(32)%
Other expense, net$(1,931)$(861)$(1,070)124 %
Interest income decreased by $1.1 million and other expense, net increased by $1.1 million for the nine months ended October 31, 2021 compared to the nine months ended October 31, 2020, primarily due to lowerhigher interest rates on our cash, cash equivalent and investment balances in the current year.

The decrease in other expense, net was due to higher accretion on our cash, cash equivalent and investment balances in the current year, offset by changes in foreign currency rates.
Non-GAAP Financial Measures
In addition to our results determined in accordance with U.S. GAAP, we believe the following non-GAAP financial measures are useful in evaluating our operating performance. We use the below referenced non-GAAP financial information, collectively, to evaluate our ongoing operations and for internal planning and forecasting purposes. We believe that non-GAAP financial information, when taken collectively, may be helpful to investors because it provides consistency and comparability with past financial performance and assists in comparisons with other companies, some of which use similar non-GAAP financial information to supplement their U.S. GAAP results. The non-GAAP financial information is presented for supplemental informational purposes only, should not be considered a substitute for financial information presented in accordance with U.S. GAAP, and may be different from similarly-titled non-GAAP measures used by other companies. The principal limitation of these non-GAAP financial measures is that they exclude significant expenses that are required by U.S. GAAP to be recorded in our financial statements. In addition, they are subject to inherent limitations as they reflect the exercise of judgment by our management about which expenses are excluded or included in determining these non-GAAP financial measures. A reconciliation is provided below for each non-GAAP financial measure to the most directly comparable financial measure stated in accordance with U.S. GAAP.
Non-GAAP Gross Profit and Non-GAAP Gross Margin
We define non-GAAP gross profit as gross profit adjusted for stock-based compensation expense and related employer taxes, and amortization of acquired intangible assets. We define non-GAAP gross margin as non-GAAP gross profit as a percentage of revenue.
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Three Months Ended October 31,Nine Months Ended October 31,
2021202020212020
(in thousands)
Gross profit$59,721 $46,087 $168,454 $132,987 
Add:
Stock-based compensation861 488 2,560 1,095 
Employer taxes related to employee stock transactions22 14 78 23 
Amortization of acquired intangible assets280 93 840 93 
Non-GAAP gross profit$60,884 $46,682 $171,932 $134,198 
Gross margin83 %86 %83 %86 %
Non-GAAP gross margin85 %87 %85 %87 %

Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
(in thousands)
Gross profit$76,196 $59,721 $217,737 $168,454 
Add:
Stock-based compensation1,937 861 4,948 2,560 
Employer taxes related to employee stock transactions38 22 79 78 
Amortization of acquired intangible assets1,949 280 5,314 840 
Non-GAAP gross profit$80,120 $60,884 $228,078 $171,932 
Gross margin81 %83 %81 %83 %
Non-GAAP gross margin85 %85 %85 %85 %
Non-GAAP Operating LossIncome (Loss) and Non-GAAP Operating Margin
We define non-GAAP operating lossincome (loss) as loss from operations plus our stock-based compensation expense and related employer taxes, amortization of acquired intangible assets, and acquisition-related expenses, which include transaction costs, and acquisition-related retention payments and acquisition-related asset impairment, which are not necessarily reflective of operational performance during a given period. We define non-GAAP operating margin as non-GAAP operating lossincome (loss) as a percentage of revenue.
Three Months Ended October 31,Nine Months Ended October 31,
2021202020212020
(in thousands)
Loss from operations$(24,817)$(21,839)$(74,512)$(47,888)
Add:
Stock-based compensation17,778 13,459 47,866 31,735 
Employer taxes related to employee stock transactions695 383 2,086 787 
Amortization of acquired intangible assets875 292 2,625 292 
Acquisition-related expenses442 1,786 1,356 1,786 
Non-GAAP operating loss$(5,027)$(5,919)$(20,579)$(13,288)
Operating margin(35)%(41)%(37)%(31)%
Non-GAAP operating margin(7)%(11)%(10)%(9)%

Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
(in thousands)
Loss from operations$(32,542)$(24,817)$(102,887)$(74,512)
Add:
Stock-based compensation31,444 17,778 86,478 47,866 
Employer taxes related to employee stock transactions583 695 1,756 2,086 
Amortization of acquired intangible assets2,628 875 7,431 2,625 
Acquisition-related expenses902 442 4,554 1,356 
Non-GAAP operating income (loss)$3,015 $(5,027)$(2,668)$(20,579)
Operating margin(35)%(35)%(38)%(37)%
Non-GAAP operating margin%(7)%(1)%(10)%
Non-GAAP Net LossIncome (Loss) Attributable to PagerDuty, Inc.
We define non-GAAP net lossincome (loss) attributable to PagerDuty, Inc. as net loss attributable to PagerDuty, Inc. plus our stock-based compensation expense and related employer taxes, amortization of debt issuance costs, amortization of acquired intangible assets, acquisition-related expenses, which include transaction costs, and acquisition-related retention payments and an acquisition-related asset impairment, which are not necessarily reflective of operational performance during a given period, and acquisition-relatedthe income tax benefit.effect of non-GAAP adjustments.
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Three Months Ended October 31,Nine Months Ended October 31,
2021202020212020
(in thousands)
Net loss$(26,341)$(20,608)$(78,560)$(46,755)
Add:
Stock-based compensation17,778 13,459 47,866 31,735 
Amortization of debt discount and issuance costs (1)
452 3,235 1,350 4,493 
Employer taxes related to employee stock transactions695 383 2,086 787 
Amortization of acquired intangibles assets875 292 2,625 292 
Acquisition-related expenses442 1,786 1,356 1,786 
Acquisition-related tax benefit— (5,058)— (5,058)
Non-GAAP net loss$(6,099)$(6,511)$(23,277)$(12,720)
(1) During the first quarter of fiscal 2022, we early adopted ASU 2020-06 which resulted in the elimination of amortization of debt discount on the convertible senior notes from February 1, 2021.
Three Months Ended October 31,Nine Months Ended October 31,
2022202120222021
(in thousands)
Net loss attributable to PagerDuty, Inc.$(32,542)$(26,341)$(103,861)$(78,560)
Add (Less):
Stock-based compensation31,444 17,778 86,478 47,866 
Amortization of debt issuance costs461 452 1,376 1,350 
Employer taxes related to employee stock transactions583 695 1,756 2,086 
Amortization of acquired intangible assets2,628 875 7,431 2,625 
Acquisition-related expenses902 442 4,554 1,356 
Income tax effect of non-GAAP adjustments— — (1,330)— 
Non-GAAP net income (loss) attributable to PagerDuty, Inc.$3,476 $(6,099)$(3,596)$(23,277)
Free Cash Flow
We define free cash flow as net cash (used in) provided by operating activities, less cash used for purchases of property and equipment and capitalizedcapitalization of internal-use software costs. In addition to the reasons stated above, we believe that free cash flow is useful to investors as a liquidity measure because it measures our ability to generate or use cash in excess of our capital investments in property and equipment in order to enhance the strength of our balance sheet and further invest in our business and potential strategic initiatives. A limitation of the utility of free cash flow as a measure of our liquidity is that it does not represent the total increase or decrease in our cash balance for the period. We use free cash flow in conjunction with traditional U.S. GAAP measures as part of our overall assessment of our liquidity, including the preparation of our annual operating budget and quarterly forecasts and to evaluate the effectiveness of our business strategies.
Three Months Ended October 31,Nine Months Ended October 31,Three Months Ended October 31,Nine Months Ended October 31,
20212020202120202022202120222021
(in thousands)(in thousands)
Net cash provided by (used in) operating activities$2,650 $4,844 $(7,366)$6,706 
Net cash (used in) provided by operating activitiesNet cash (used in) provided by operating activities$(448)$2,650 $(592)$(7,366)
Less:Less:Less:
Purchases of property and equipmentPurchases of property and equipment(85)(110)(1,376)(3,402)Purchases of property and equipment(815)(85)(3,755)(1,376)
Capitalization of internal-use software costsCapitalization of internal-use software costs(784)(217)(2,701)(328)Capitalization of internal-use software costs(988)(784)(2,725)(2,701)
Free cash flowFree cash flow$1,781 $4,517 $(11,443)$2,976 Free cash flow$(2,251)$1,781 $(7,072)$(11,443)
Net cash provided by (used in) investing activities$5,092 $(45,488)$29,151 $(45,963)
Net cash (used in) provided by financing activities$(2,529)$663 $(1,213)$251,890 
Net cash (used in) provided by investing activitiesNet cash (used in) provided by investing activities$(7,220)$5,092 $(80,272)$29,151 
Net cash used in financing activitiesNet cash used in financing activities$(7,965)$(2,529)$(6,084)$(1,213)
Liquidity and Capital Resources
Since inception, we have financed operations primarily through sales of our cloud-hosted software subscriptions, net proceeds we have received from sales of equity securities, and the issuance of ourthe Notes.
On April 15, 2019, upon the closing of our IPO, we received net proceeds of $213.7 million, after deducting underwriters' discounts and commissions of $16.6 million and other issuance costs of $6.4 million.
On June 25, 2020, we issued $287.5 million aggregate principal amount of convertible senior notesthe Notes in a private placement to qualified institutional buyers pursuant to Rule 144A under the Securities Act. The total net
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proceeds from the sale of the Notes, after deducting the initial purchasers’ discounts and debt issuance costs of $9.3 million, and purchases of the Capped Calls of $35.7 million, were $242.5 million.
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As of October 31, 2021,2022, our principal sources of liquidity were cash and cash equivalents and investments totaling $545.3$459.4 million. We believe that our existing cash and cash equivalents, investments, and cash provided by sales of our subscriptions will be sufficient to support working capital and capital expenditure requirements for at least the next 12 months. We believe we will meet longer-term expected future cash requirements and obligations, through a combination of cash flows from operating activities and available cash and short-term investment balances. Our future capital requirements will depend on many factors, including the effects of the COVID-19 pandemic, our subscription growth rate, subscription renewal activity, including the timing and the amount of cash received from customers, the timing and extent of spending to support development efforts, the expansion of sales and marketing activities, the introduction of new and enhanced product offerings, and the continuing market adoption of our platform. We may in the future enter into arrangements to acquire or invest in complementary businesses, services, and technologies. We may be required to seek additional equity or debt financing. In the event that we require additional financing, we may not be able to raise such financing on terms acceptable to us or at all. If we are unable to raise additional capital or generate cash flows necessary to expand our operations and invest in continued innovation, we may not be able to compete successfully, which would harm our business, operations, and financial condition.
A significant majority of our customers pay in advance for our cloud-hosted and term licenseterm-license software subscriptions. Therefore, a substantial source of our cash is from our deferred revenue, which is included in the liabilities section of our condensed consolidated balance sheet. Deferred revenue consists of the unearned portion of customer billings, which is recognized as revenue in accordance with our revenue recognition policy. As of October 31, 2021,2022, we had deferred revenue of $142.9$179.7 million, of which $137.4$175.4 million was recorded as a current liability and expected to be recorded as revenue in the next 12 months, provided all other revenue recognition criteria have been met.
Cash Flows
The following table shows a summary of our cash flows for the periods presented:
Nine Months Ended October 31,
20212020
(in thousands)
Net cash (used in) provided by operating activities$(7,366)$6,706 
Net cash provided by (used in) investing activities$29,151 $(45,963)
Net cash (used in) provided by financing activities$(1,213)$251,890 
Nine Months Ended October 31,
20222021
(in thousands)
Net cash used in operating activities$(592)$(7,366)
Net cash (used in) provided by investing activities$(80,272)$29,151 
Net cash used in financing activities$(6,084)$(1,213)
Operating Activities
Our largest source of operating cash is cash collection from sales of our cloud-hosted and term license software subscriptions to our customers. Our primary uses of cash from operating activities are for personnel expenses, marketing expenses and hosting and software expenses. In the last several years, we have had periods in which we generated negative cash flows from operating activities and have supplemented working capital requirements through net proceeds from both private and public sales of equity securities and issuance of the Notes.
Cash used in operating activities for the nine months ended October 31, 2022 of $0.6 million primarily related to our net loss of $104.2 million, adjusted for non-cash charges/benefits of $118.1 million and net cash outflows of $14.4 million due to changes in our operating assets and liabilities. Non-cash charges/benefits primarily consisted of stock-based compensation of $86.5 million, amortization of our deferred contract costs of $14.2 million, depreciation and amortization of property and equipment, capitalized implementation costs, and acquired intangible assets of $12.8 million, non-cash lease expense of $2.9 million, other charges of $1.7 million, which consist primarily of the acquisition-related asset impairment and bad debt expense, amortization of debt issuance costs of $1.4 million, and a tax benefit related to the release of our valuation allowance of $1.3 million. Changes in operating assets and liabilities reflected cash outflows from a $16.3 million increase in deferred contract costs due to commissions paid on new bookings in line with revenue growth, $3.8 million in payments for operating lease liabilities, a $2.9 million increase in prepaid expenses and other assets related to timing of payments made in
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advance for future services, and a $3.1 million decrease in accounts payable, accrued expenses and other liabilities, and accrued compensation. These amounts were partially offset by a $8.6 million increase in deferred revenue resulting from increased billings for subscriptions, and a $3.0 million decrease in accounts receivable due to timing of cash collections.
Cash used in operating activities for the nine months ended October 31, 2021 of $7.4 million primarily related to our net loss of $78.6 million, adjusted for non-cash charges of $72.0 million and net cash outflows of $0.8 million due to changes in our operating assets and liabilities. Non-cash charges primarily consisted of stock-based compensation of $47.9 million, amortization of our deferred contract costs of $10.7 million, depreciation and amortization of property and equipment, capitalized implementation costs, and acquired intangible assets of $6.2 million, and non-cash lease expense of $3.3 million. Changes in operating assets and liabilities reflected cash outflows from a $16.8 million increase in deferred contract costs due to commissions paid on new bookings in line with revenue growth, $3.8 million increase in payments for operating lease liabilities, and a $0.9 million increase in prepaid expenses and other assets related to timing of payments made in advance for future services. These amounts were partially offset by cash inflows from a $12.9 million increase in deferred revenue resulting primarily from increased
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billings for subscriptions, a $3.8 million increase in accounts payable and accrued expenses and liabilities, and a $3.8 million increase in accrued compensation and related benefits.
Investing Activities
Cash provided by operatingused in investing activities for the nine months ended October 31, 20202022 of $6.7$80.3 million consisted primarily related to ourof purchases of available-for-sale investments of $155.3 million, cash paid for the Catalytic acquisition, net loss of $46.8cash acquired, of $66.3 million, adjusted for non-cash charges of $52.7 million and net cash inflows of $0.8 million due to changes in our operating assets and liabilities. Non-cash charges primarily consisted of stock-based compensation of $31.7 million, amortization of our deferred contract costs of $7.9 million, amortization of debt discount and issuance costs of $4.5 million, depreciation and amortizationpurchases of property and equipment capitalized implementation costs,of $3.8 million primarily for purchases of computers for new employees and acquired intangible assetsto support office space for our San Francisco office, capitalization of $3.4internal-use software of $2.7 million, and non-cash lease expensecash paid for an asset acquisition of $3.3$1.8 million. Changes in operating assets and liabilities reflected cash inflows from an $12.5 million increase in deferred revenue resulting primarily from increased billings for subscriptions, a $7.7 million increase in accrued compensation and related benefits, and a $2.0 million increase in accounts payable and accrued expenses and other liabilities. This was partially offset by outflowsproceeds from a $10.9 million increase in deferred contract costs due to commissions paid on new bookings in line with revenue growth, a $3.9 million increase in accounts receivable due to timingmaturities of cash collections, a $3.6 million increase in prepaid expenses and other assets related to timinginvestments of payments made in advance for future services, and$3.0 million in payments for operating lease liabilities.
Investing Activities$149.6 million.
Cash provided by investing activities for the nine months ended October 31, 2021 of $29.2 million consisted of proceeds from sales and maturities of investments of $184.0 million, offset by purchases of available-for-sale investments of $150.6 million, capitalization of internal-use software of $2.7 million, and purchases of property and equipment of $1.4 million primarily for purchases of computers for new employees and to support office space for our San Francisco office.
Financing Activities
Cash used in investingfinancing activities for the nine months ended October 31, 20202022 of $46.0$6.1 million consisted of purchases$22.2 million in employee payroll taxes paid related to vesting of available-for-sale investments of $153.3 million, net cash paid for the Rundeck acquisition of $49.7 million, and purchases of property and equipment of $3.4 million primarily to support additional office space for our Atlanta office and purchases of computers for new employees. These payments were partiallyrestricted stock units, offset by proceeds of $8.5 million from maturitiesthe exercise of stock options, proceeds from the ESPP of $5.7 million, and sales$1.9 million of investmentscash received from the non-controlling shareholder of $160.7 million.
Financing ActivitiesPagerDuty K.K.
Cash used in financing activities for the nine months ended October 31, 2021 of $1.2 million consisted of $18.6 million in employee payroll taxes paid related to vesting of restricted stock units, partially offset by proceeds of $12.5 million from the exercise of stock options and proceeds from the ESPP of $4.9 million.
Cash provided by financing activities for the nine months ended October 31, 2020 of $251.9 million consisted primarily of net proceeds of $278.7 million related to the issuance of the Notes, proceeds of $9.7 million from the exercise of stock options, and proceeds from the ESPP of $3.6 million. This was partially offset by purchases of the Capped Calls of $35.7 million.
Contractual Obligations and Commitments
There were no material changes during the nine months ended October 31, 20212022 to our contractual obligations and other commitments, as disclosed in the Annual Report on Form 10-K for the fiscal year ended January 31, 2021,2022, filed with the SEC on March 19, 2021.17, 2022.
For further information on our commitments and contingencies, refer to Note 11,12, “Commitments and Contingencies” in the condensed consolidated financial statements contained within this Quarterly Report on Form 10-Q.
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Indemnification Agreements
In the ordinary course of business, we may agree to indemnify customers, vendors, lessors, business partners, and other parties with respect to certain matters, including, but not limited to, losses arising out of the breach of such agreements, services to be provided by us, or from intellectual property infringement claims made by third parties.
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As permitted under Delaware law, we have entered into indemnification agreements with our directors and certain officers and employees that will require us, among other things, to indemnify them against certain liabilities that may arise by reason of their status or service as directors, officers, or employees. No demands have been made upon us to provide indemnification under such agreements, and there are no claims that we are aware of that could have a material effect on our consolidated balance sheets, consolidated statements of operations and comprehensive loss, or consolidated statements of cash flows.
Off-Balance Sheet Arrangements
We do not currently have and, as of October 31, 20212022 or during the periods presented, did not have any off-balance sheet financing arrangements or any relationships with unconsolidated entities or financial partnerships, including entities sometimes referred to as structured finance or special purpose entities, that were established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes.
Critical Accounting Policies and Estimates
We prepare our condensed consolidated financial statements in accordance with U.S. GAAP. In the preparation of these condensed consolidated financial statements, we are required to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, costs and expenses, and related disclosures. To the extent that there are material differences between these estimates and actual results, our financial condition or results of operations would be affected. We base our estimates on past experience and other assumptions that we believe are reasonable under the circumstances, and we evaluate these estimates on an ongoing basis. We refer to accounting estimates of this type as critical accounting policies and estimates.
Other than as set forth below, thereThere have been no significant changes to our critical accounting policies described in Part II, Item 7 in our Annual Report on Form 10-K for the fiscal year ended January 31, 2021,2022, filed with the SEC on March 19, 2021,17, 2022, that had a material impact on our condensed consolidated financial statements and related notes.
Stock-Based Compensation
The Company recognizes compensation expense for all stock-based payment awards, including stock options, restricted stock units (“RSUs”), and performance stock units (“PSUs”), based on the estimated fair value of the award on the grant date.
The Company estimates the fair value of stock options issued to employees on the date of grant using the Black-Scholes option pricing model, which is impacted by the estimated fair value of the Company’s common stock, as well as certain assumptions including the expected volatility over the term of the option awards, the expected term of the awards, risk-free interest rates and the expected dividend yield. Assumptions and estimates used in the determination of the fair value of stock options are as follows:
Expected volatility—Expected volatility is a measure of the amount by which the stock price is expected to fluctuate. Since the Company does not have sufficient trading history for its common stock, it estimates the expected volatility of its stock options by taking the average historical volatility of a group of comparable publicly traded companies over a period equal to the expected life of the options.
Expected term—The Company determines the expected term based on the average period the stock options are expected to remain outstanding, generally calculated as the midpoint of the stock options’ vesting term and contractual expiration period, as the Company does not have sufficient historical information to develop reasonable expectations about future exercise patterns and post-vesting employment termination behavior.
Risk-free rate—The Company uses the U.S. Treasury yield for its risk-free interest rate that corresponds with the expected term.
Expected dividend yield—The Company utilizes a dividend yield of zero, as it does not currently issue dividends and does not expect to in the future.
The Company estimates the fair value of RSUs and PSUs at our stock price on the grant date.
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The Company estimates the fair value of shares to be issued under the ESPP on the first day of the offering period using the Black-Scholes valuation model, which is impacted by the estimated fair value of the Company’s common stock, as well as certain assumptions including the expected volatility over the term of the offering period, the expected term of the awards, risk-free interest rates and the expected dividend yield. Assumptions used in the determination of the fair value of the ESPP are the same as those used in the determination of the fair value of our stock options.
The Company generally recognizes compensation expense for employee stock-based payment awards on a straight-line basis over the period during which an award recipient is required to provide services in exchange for the award (generally the vesting period of the award), with the exception of PSUs which are recognized using the accelerated attribution method and based on management’s judgment around the probability of achievement of a performance condition. The Company accounts for forfeitures as they occur.
The fair value of each non-employee stock option is estimated at the date of grant using the Black-Scholes option pricing model and is not remeasured over the vesting term. Assumptions used in valuing non-employee stock options are generally consistent with those used for employee stock options with the exception that the expected term is over the contractual life.
Recent Accounting Pronouncements
For further information on our recently adopted accounting pronouncements, refer to Note 2, "Summary of Significant Accounting Policies" in the condensed consolidated financial statements contained within this Quarterly Report on Form 10-Q.
Item 3. Quantitative and Qualitative Disclosures about Market Risk
There have been no material changes in our market risk as compared to the disclosures in Part II, Item 7A in our Annual Report on Form 10-K for the year ended January 31, 2021,2022, filed with the SEC on March 19, 2021.17, 2022.

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Item 4. Controls and Procedures
Evaluation of Disclosure Controls and Procedures
Our disclosure controls and procedures (as defined in Rules 13a-15(e) and 15d-15(e) under the Exchange Act) are designed to ensure that information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in SEC rules and forms, and that such information is accumulated and communicated to our management, including our chief executive officer and chief financial officer, as appropriate, to allow timely decisions regarding required disclosure.
Our management, with the participation and supervision of our chief executive officer and our chief financial officer, have evaluated the effectiveness of our disclosure controls and procedures as of the end of the period covered by this Quarterly Report on Form 10-Q. Based on such evaluation, our chief executive officer and chief financial officer have concluded that as of such date, our disclosure controls and procedures were, in design and operation, effective at a reasonable assurance level.
Limitations on the Effectiveness of Controls
The effectiveness of any system of internal control over financial reporting, including ours, is subject to inherent limitations, including the exercise of judgment in designing, implementing, operating, and evaluating the controls and procedures, and the inability to eliminate misconduct completely. Accordingly, in designing and evaluating the disclosure controls and procedures, management recognizes that any system of internal control over financial reporting, including ours, no matter how well designed and operated, can only provide reasonable, not absolute assurance of achieving the desired control objectives. In addition, the design of disclosure controls and procedures must reflect the fact that there are resource constraints and that management is required to apply its judgment in evaluating the benefits of possible controls and procedures relative to their costs. Moreover, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate. We intend to continue to monitor and upgrade our internal controls as necessary or appropriate for our business but cannot assure you that such improvements will be sufficient to provide us with effective internal control over financial reporting.
Changes in Internal Controls Over Financial Reporting
 There were no changes 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 quarter ended October 31, 20212022 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting, other than as described above.
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PART II. OTHER INFORMATION
Item 1. Legal Proceedings
We are not a party to any material pending legal proceedings. From time to time, we may be subject to legal proceedings and claims arising in the ordinary course of business.
Item 1A. Risk Factors
ThereOther than the risk factors below, there have been no material changes from the risk factors described in “PartPart I. Item 1A., “Risk Factors” in our Annual Report on Form 10-K for the year ended January 31, 2021.2022. The risks described in “Risk Factors” and in any subsequent Form 10-Qs could materially and adversely affect our business, results of operations, financial condition or prospects, and could cause the trading price of our common stock to decline. These risk factors do not identify all risks that we face— our business, results of operations, financial condition or prospects could also be affected by factors that are not presently known to us or that we currently consider to be immaterial. Due to risks and uncertainties, known and unknown, our past financial results may not be a reliable indicator of future performance and historical trends should not be used to anticipate results or trends in future periods.
Unfavorable conditions in our industry or the global economy, or reductions in information technology spending, could limit our ability to grow our business and negatively affect our results of operations.

Our results of operations may vary based on the impact of changes in our industry or the global economy on us or our customers and potential customers. Negative conditions in the general economy both in the United States and abroad, including conditions resulting from changes in gross domestic product growth, financial and credit market fluctuations, rising inflation, rising interest rates, supply chain disruptions, labor shortages, weakening exchange rates, international trade relations, political turmoil, natural catastrophes, health epidemics or pandemics (such as the COVID-19 pandemic), warfare (such as
Russia’s invasion of Ukraine),and terrorist attacks on the United States, Europe, the Asia Pacific region, Japan, or elsewhere, could cause a decrease in business investments, including spending on information technology, and negatively affect the growth of our business. In addition, the United States has recently experienced historically high levels of inflation. The rising inflation may increase our supply, employees and facilities costs and decrease demand for our products. Competitors, many of whom are larger and have greater financial resources than we do, may respond to challenging market conditions by lowering prices in an attempt to attract our customers. In addition, the increased pace of consolidation in certain industries may result in reduced overall spending on our products. We cannot predict the timing, strength, or duration of any economic slowdown, instability, or recovery, generally or within any particular industry or how any such event may impact our business.
Our current operations are international in scope, and we plan further geographic expansion, creating a variety of operational challenges.
A component of our growth strategy involves the further expansion of our operations and customer base internationally. In each of the fiscal years ended January 31, 2022, 2021, and 2020 customers outside of the United States generated 24%, 24%, and 22%, respectively, of our revenue. We currently have offices in Australia, Canada, Portugal, the United Kingdom (U.K.), and the United States. We are continuing to adapt to and develop strategies to address international markets, but there is no guarantee that such efforts will have the desired effect. As of January 31, 2022, approximately 29% of our full-time employees were located outside of the United States. We expect that our international activities will continue to grow for the foreseeable future as we continue to pursue opportunities in existing and new international markets, which will require significant dedication of management attention and financial resources.
Our current and future international business and operations involve a variety of risks, including:
changes in a specific country’s or region’s political or economic conditions;
health epidemics or pandemics, such as the COVID-19 pandemic, influenza and other highly communicable diseases or viruses;
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continuing uncertainty regarding social, political, immigration, and tax and trade policies in the U.S. and abroad, including as a result of the United Kingdom's withdrawal from the European Union (“EU”);
the need to adapt and localize our products for specific countries;
greater difficulty collecting accounts receivable and longer payment cycles;
potential changes in trade relations, regulations, or laws;
unexpected changes in laws, regulatory requirements, or tax laws;
more stringent regulations relating to privacy and data security and the unauthorized use of, or access to, commercial and personal information, particularly in Europe;
differing and potentially more onerous labor regulations, especially in Europe, where labor laws are generally more advantageous to employees as compared to the United States, including deemed hourly wage and overtime regulations in these locations;
challenges inherent in efficiently managing, and the increased costs associated with, an increased number of employees over large geographic distances, including the need to implement appropriate systems, policies, benefits, and compliance programs that are specific to each jurisdiction;
difficulties in managing a business in new markets with diverse cultures, languages, customs, legal systems, alternative dispute systems, and regulatory systems;
increased travel, real estate, infrastructure, and legal compliance costs associated with international operations;
currency exchange rate fluctuations and the resulting effect on our revenue and expenses, and the cost and risk of entering into hedging transactions if we chose to do so in the future;
limitations on our ability to reinvest earnings from operations in one country to fund the capital needs of our operations in other countries;
laws and business practices favoring local competitors or general market preferences for local vendors;
limited or insufficient intellectual property protection or difficulties enforcing our intellectual property;
political instability, including military actions;
terrorist activities;
exposure to liabilities under anti-corruption and anti-money laundering laws, including the U.S. Foreign Corrupt Practices Act, or FCPA, U.S. bribery laws, the UK Bribery Act, and similar laws and regulations in other jurisdictions; and
adverse tax burdens and foreign exchange controls that could make it difficult to repatriate earnings and cash.
Political actions, including trade protection and national security policies of U.S. and foreign government bodies, such as tariffs, import or export regulations, trade and economic sanctions, quotas or other trade barriers and restrictions could affect our ability to fulfill our contractual obligations and have a material adverse effect on our business. In addition, following Russia’s military invasion of Ukraine in February 2022, NATO deployed additional military forces to Eastern Europe, and the United States, European Union, and other nations announced various sanctions against Russia. The invasion of Ukraine and the retaliatory measures that have been taken, and could be taken in future, by the United States, NATO, and other countries have created global security concerns that could result in a regional conflict and otherwise have a lasting impact on regional and global economies, any or all of which could adversely affect our business. Further, due to political uncertainty and military actions involving
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Russia, Ukraine, and surrounding regions, we and the third parties upon which we rely may be vulnerable to a heightened risk of security breaches, computer malware, social-engineering attacks, supply-chain attacks, software bugs, server malfunctions, software or hardware failures, loss of data or other information technology assets, and other cyber-attacks, including attacks that could materially disrupt our systems and operations, supply chain, and ability to do business. These attacks are expected to occur in the future.
If any of the above risks materializes, it could harm our business and prospects. In addition, our limited experience in operating our business internationally increases the risk that any potential future expansion efforts that we may undertake will not be successful. If we invest substantial time and resources to further expand our international operations and are unable to do so successfully and in a timely manner, our business and operating results will suffer.
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Item 2.    Unregistered Sales of Equity Securities and Use of Proceeds
None.
Items 3, 4, and 5 are not applicable and have been omitted.
Item 6.    Exhibits
The documents listed in the Exhibit Index of this Quarterly Report on Form 10-Q are incorporated by reference or are filed with this Quarterly Report on Form 10-Q, in each case as indicated therein (numbered in accordance with Item 601 of Regulation S-K).

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EXHIBIT INDEX
Exhibit
Number
DescriptionFormFile No.Incorporated by Exhibit ReferenceFiling Date
8-K001-388563.1April 15, 2019
8-K001-388563.2April 15, 2019
Filed herewith
Filed herewith
Furnished herewith
101.INSXBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.Filed herewith
101.SCHXBRL Taxonomy Extension Schema Document.Filed herewith
101.CALXBRL Taxonomy Extension Calculation Linkbase Document.Filed herewith
101.DEFXBRL Taxonomy Extension Definition Linkbase Document.Filed herewith
101.LABXBRL Taxonomy Extension Label Linkbase Document.Filed herewith
101.PREXBRL Taxonomy Extension Presentation Linkbase Document.Filed herewith
104Cover Page Interactive Data File (formatted as inline XBRL with applicable taxonomy extension information contained in Exhibits 101.INS, 101.SCH, 101.CAL, 101.DEF, 101.LAB, and 101.PRE).
* The certifications furnished in Exhibit 32.1 hereto are deemed to accompany this Quarterly Report on Form 10-Q and will not be deemed “filed” for purposes of Section 18 of the Securities Exchange Act of 1934, as amended, except to the extent that the registrant specifically incorporates it by reference.
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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.
PAGERDUTY, INC.
   
Date: December 8, 20212, 2022By:/s/ Jennifer G. Tejada
  Jennifer G. Tejada
  Chief Executive Officer
  (Principal Executive Officer)
   
Date: December 8, 20212, 2022By:/s/ Owen Howard Wilson
  Owen Howard Wilson
  Chief Financial Officer
  (Principal Financial Officer)
Date: December 2, 2022By:/s/ Mitra Rezvan
Mitra Rezvan
Vice President, Finance and Corporate Controller
(Principal Accounting Officer)


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