Item 2. Management’s Discussion and Analysis
Item 2. Management's Discussion and Analysis of Financial Condition and Results of Operations.
The following discussion and analysis of our financial condition and results of operations should be read in conjunction with (1) our unaudited consolidated financial statements and related notes appearing elsewhere in this Quarterly Report on Form 10-Q and (2) the audited consolidated financial statements and the related notes and Management’s Discussion and Analysis of Financial Condition and Results of Operations for the fiscal year ended December 31, 2022 included in our Annual Report on Form 10-K, filed with the SEC on February 24, 2023. Forward-looking statements in this review are qualified by the cautionary statement included under the next sub-heading, “Special Note Regarding Forward-Looking Statements”.
Special Note Regarding Forward-Looking Statements
This Quarterly Report on Form 10-Q, including the sections entitled “Risk Factors,” and “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” contains forward-looking statements that involve risks and uncertainties, as well as assumptions that, if they never materialize or prove incorrect, could cause our results to differ materially from those expressed or implied by such forward-looking statements. Statements that are not purely historical are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended. Forward-looking statements are often identified by the use of words such as, but not limited to, “anticipate,” “believe,” “can,” “continue,” “could,” “estimate,” “expect,” “intend,” “may,” “plan,” “project,” “seek,” “should,” “target,” “will,” “would” and similar expressions or variations intended to identify forward-looking statements. These forward-looking statements include, but are not limited to, statements concerning the following:
• our ability to continue to add new customers, maintain existing customers and sell new products and professional services to new and existing customers;
• uncertain impacts that changes in overall level of software spending and ongoing volatility in the global economy as well as effects of inflation and increased interest rates may have on our business, strategy, operating results, financial condition and cash flows;
• the benefits and efficiencies we expect to derive from our restructuring plan and other cost-saving initiatives, including reducing our global office footprint and any challenges or delays in the execution of these restructuring efforts;
• the effects of increased competition as well as innovations by new and existing competitors in our market;
• our ability to adapt to technological change and effectively enhance, innovate and scale our solutions;
• our ability to effectively manage or sustain our growth and to attain and sustain profitability;
• our ability to diversify our sources of revenue;
• potential acquisitions and integration of complementary business and technologies;
• our expected use of proceeds from future issuances of equity or convertible debt securities;
• our ability to maintain, or strengthen awareness of, our brand;
• perceived or actual security, integrity, reliability, quality or compatibility problems with our solutions, including related to security breaches in our customers; systems, unscheduled downtime or outages;
• statements regarding future revenue, hiring plans, expenses, capital expenditures, capital requirements and stock performance;
• our ability to meet publicly announced guidance or other expectations about our business, key metrics and future operating results;
• our ability to maintain an adequate annualized recurring revenue growth;
• our ability to attract and retain qualified employees and key personnel and further expand our overall headcount;
• our ability to grow, both domestically and 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;
• our ability to maintain, protect and enhance our intellectual property;
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• costs associated with defending intellectual property infringement and other claims; and
• the future trading prices of our common stock and the impact of securities analysts’ reports on these prices.
These statements represent the beliefs and assumptions of our management based on information currently available to us. Such forward-looking statements are subject to risks, uncertainties and other important factors that could cause actual results and the timing of certain events to differ materially from future results expressed or implied by such forward-looking statements. Factors that could cause or contribute to such differences include, but are not limited to, those identified below, and those discussed in the section titled “Risk Factors” included under Part II, Item 1A. Furthermore, such forward-looking statements speak only as of the date of this report. Except as required by law, we undertake no obligation to update any forward-looking statements to reflect events or circumstances that occur after the date of this report.
As used in this report, the terms “Rapid7,” the “company,” “we,” “us,” and “our” mean Rapid7, Inc. and its subsidiaries unless the context indicates otherwise.
Overview
Rapid7 is on a mission to create a safer digital world by making cybersecurity simpler and more accessible. We empower security professionals to manage a modern attack surface through our best-in-class technology, leading-edge research, and broad, strategic expertise. Our comprehensive security solutions help our customers unite cloud risk management and threat detection to reduce attack surfaces and eliminate threats with speed and precision.
In the over 20 years that Rapid7 has been in business, security companies and trends have come and gone, while broader technology innovation continues to advance rapidly. Every company is now a technology company, and rampant innovation inevitably creates security risk. The migration of businesses to the cloud, more distributed workforces, and ubiquitous connected devices present security teams with an increasingly complex, ever-changing, and unpredictable attack surface.
We believe as cybersecurity challenges continue to rise exponentially, two key factors can prevent organizations from effectively managing their growing security exposure. First, the tools to manage complex security problems are often equally complicated to use. Second, there is a scarcity of cybersecurity professionals who are qualified to successfully manage these sophisticated tools. These two factors compound the difficulties that resource-constrained organizations face when attempting to minimize their security exposure, meet security compliance regulations, and provide visibility to their leadership. We call the expanding divide between risk created through innovation and risk effectively managed by security teams the security achievement gap.
We believe Rapid7 is uniquely positioned to improve how security challenges are addressed. Our solutions and services are built with and supported by the expertise of our dedicated team of security researchers, expert SOC analysts and consultants, who bring knowledge of attacker behavior and emerging vulnerabilities directly to customers. We also continue to invest in further simplifying our technology to improve usability, lowering the barrier for teams and organizations who lack resources to manage their security posture.
While our security technology is the foundation of our mission to make successful security accessible to all, technology alone will not solve today’s cybersecurity challenges. Our ongoing commitment to researching and partnering with the technology community helps to curb new security risks born through innovation. We are also investing in under-served, at risk communities, like non-profits and hospitals, to better understand their needs and make security technology and services accessible. By continuously improving our technology, stemming the creation of risk in the community, and making security more usable and accessible, Rapid7 aims to close the security achievement gap.
We market and sell our products and professional services to organizations of all sizes globally, including mid-market businesses, enterprises, non-profits, educational institutions and government agencies. Our customers span a wide variety of industries such as technology, energy, financial services, healthcare and life sciences, manufacturing, media and entertainment, retail, education, real estate, transportation, government and professional services. As of June 30, 2023, we had over 11,000 customers in 149 countries, including 41% of the Fortune 100. Our revenue was not concentrated with any individual customer and no customer represented more than 1% of our revenue for the three and six months ended June 30, 2023 or 2022.
Recent Developments
Restructuring Plan
In August 2023, we announced a restructuring plan designed to improve operational efficiencies, reduce operating costs and better align the Company’s workforce with current business needs, top strategic priorities, and key growth opportunities (the “Restructuring Plan”). The Restructuring Plan includes a reduction of our workforce and office space reductions within certain
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markets. The actions associated with the Restructuring Plan are expected to be completed by the end of fiscal 2023, subject to local law and consultation requirements.
Settlement of 2023 Capped Call
In August 2023, we received $17.5 million in cash from the settlement of the capped call option related to the 1.25% convertible senior notes due 2023.
Our Business Model
We have offerings in six key areas: (1) Incident Detection and Response, (2) Cloud Security, (3) Vulnerability Risk Management, (4) Application Security, (5) Threat Intelligence and (6) Security Orchestration and Automation Response.
We offer our products through a variety of delivery models to meet the needs of our diverse customer base, including:
• Cloud-based subscriptions, which provide our software capabilities to our customers through cloud access and on a subscription basis. Our InsightIDR, InsightCloudSec, InsightVM, InsightAppSec, InsightConnect and Threat Intelligence products are offered as cloud-based subscriptions, generally with a one-year term.
• Managed services, through which we operate our products and provide our capabilities on behalf of our customers. Our Managed Vulnerability Management, Managed Application Security and Managed Detection and Response products are offered on a managed service basis, generally pursuant to one-year agreements.
• Licensed software consists of term licenses. When licensed software is purchased, maintenance and support and content subscriptions, as applicable, are bundled with the license for the term period. Our Nexpose, Metasploit and AppSpider products are offered through term software licenses. Our maintenance and support provides our customers with telephone and web-based support and ongoing bug fixes and repairs during the term of the maintenance and support agreement, and our customers who purchase our Nexpose and Metasploit products also purchase content subscriptions, which provide them with real-time access to the latest vulnerabilities and exploits.
We also offer various professional services across all of our offerings, including deployment and training services related to our software and cloud-based products, incident response services, penetration testing and security advisory services. Customers can purchase our professional services together with our product offerings or on a stand-alone basis pursuant to fixed fee or time-and-materials agreements.
For the three and six months ended June 30, 2023 and 2022, recurring revenue, defined as revenue from term software licenses, content subscriptions, managed services, cloud-based subscriptions and maintenance and support, was 95% and 94%, respectively, of total revenue.
Key Metrics
We monitor the following key metrics to help us measure and evaluate the effectiveness of our operations and as a means to evaluate period-to-period comparisons. We believe that both management and investors benefit from referring to these key metrics as supplemental information in assessing our performance and when planning, forecasting, and analyzing future periods. These key metrics also facilitate management's internal comparisons to our historical performance as well as comparisons to certain competitors' operating results. We believe these key metrics are useful to investors both because they allow for greater transparency with respect to key metrics used by management in their financial and operational decision-making and also because they are used by institutional investors and the analyst community to help evaluate the health of our business:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(dollars in thousands)
Total revenue $ 190,422 $ 167,455 $ 373,596 $ 324,839
Year-over-year revenue growth 13.7 % 32.5 % 15.0 % 33.2 %
Non-GAAP income (loss) from operations $ 12,957 $ 3,483 $ 23,950 $ (2,136)
Non-GAAP operating margin 6.8 % 2.1 % 6.4 % (0.7 %)
Free cash flow $ 25,581 $ (1,258) $ 24,362 $ 2,570
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As of June 30,
2023 2022
(dollars in thousands)
Annualized recurring revenue (“ARR”) $ 750,850 $ 658,172
Year-over-year growth 14.1 % 34.6 %
Number of customers 11,287 10,624
Year-over-year growth 6.2 % 14.1 %
ARR per customer $ 66.5 $ 62.0
Year-over-year growth 7.4 % 18.0 %
Total Revenue and Growth . We are focused on driving continued revenue growth through increased sales of our products and professional services to new and existing customers. We monitor total revenue and believe it is useful to investors as a measure of the overall success of our business.
Non-GAAP Income from Operations and Non-GAAP Operating Margin . We monitor non-GAAP income from operations and non-GAAP operating margin, non-GAAP financial measures, to analyze our financial results. We believe non-GAAP income from operations and non-GAAP operating margin are useful to investors, as supplements to U.S. GAAP measures, in evaluating our ongoing operational performance and enhancing an overall understanding of our past financial performance and allowing for greater transparency with respect to metrics used by our management in its financial and operational decision-making. See Non-GAAP Financial Results below for further information on non-GAAP income from operations and a reconciliation of non-GAAP income from operations to the comparable GAAP financial measure.
Free Cash Flow . Free cash flow is a non-GAAP measure that we define as cash provided by operating activities less purchases of property and equipment and capitalization of internal-use software costs. We consider free cash flow to be a liquidity measure that provides useful information to management and investors about the amount of cash generated by the business after necessary capital expenditures. See Non-GAAP Financial Results below for a reconciliation of non-GAAP free cash flow to the comparable GAAP financial measure.
Annualized Recurring Revenue and Growth. Annualized Recurring Revenue (“ARR”) is defined as the annual value of all recurring revenue related to contracts in place at the end of the quarter. ARR should be viewed independently of revenue and deferred revenue as ARR is an operating metric and is not intended to be combined with or replace these items. ARR is not a forecast of future revenue, which can be impacted by contract start and end dates and renewal rates and does not include revenue reported as perpetual license or professional services revenue in our consolidated statement of operations. We use ARR and believe it is useful to investors as a measure of the overall success of our business.
Number of Customers . We believe that the size of our customer base is an indicator of our global market penetration and that our net customer additions are an indicator of the growth of our business. We define a customer as any entity that has an active Rapid7 recurring revenue contract as of the specified measurement date, excluding InsightOps and Logentries only customers with a contract value less than $2,400 per year.
ARR per Customer . ARR per customer is defined as ARR divided by the number of customers at the end of the period.
Non-GAAP Financial Results
To supplement our consolidated financial statements, which are prepared and presented in accordance with GAAP, we provide investors with certain non-GAAP financial measures, including non-GAAP gross profit, non-GAAP income from operations, non-GAAP operating margin, non-GAAP net income (loss), non-GAAP net income (loss) per share, adjusted EBITDA and free cash flow. The presentation of the non-GAAP financial measures is not intended to be considered in isolation or as a substitute for, or superior to, the financial information prepared and presented in accordance with GAAP. We use these non-GAAP financial measures for financial and operational decision-making purposes and as a means to evaluate period-to-period comparisons, and use certain non-GAAP financial measures as performance measures under our executive bonus plan. We believe that these non-GAAP financial measures provide useful information about our operating results, enhance the overall understanding of past financial performance and future prospects and allow for greater transparency with respect to metrics used by our management in its financial and operational decision-making. While our non-GAAP financial measures are an important tool for financial and operational decision-making and for evaluating our own operating results over different periods of time, you should review the reconciliation of our non-GAAP financial measures to the comparable GAAP financial measures included below, and not rely on any single financial measure to evaluate our business.
We define non-GAAP gross profit, non-GAAP income from operations, non-GAAP operating margin, non-GAAP net income (loss) and non-GAAP net income (loss) per share as the respective GAAP balances excluding the effect of stock-based
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compensation expense, amortization of acquired intangible assets, amortization of debt issuance costs and certain other items such as acquisition-related expenses, impairment of long-lived assets, change in the fair value of derivative assets and litigation-related expenses. Non-GAAP net income (loss) per basic and diluted share is calculated as non-GAAP net income (loss) divided by the weighted average shares used to compute net income (loss) per share, with the number of weighted average shares decreased, when applicable, to reflect the anti-dilutive impact of the capped call transactions entered into in connection with our convertible senior notes.
We believe these non-GAAP financial measures are useful to investors in assessing our operating performance due to the following factors:
• Stock-based compensation expense. We exclude stock-based compensation expense because of varying available valuation methodologies, subjective assumptions and the variety of equity instruments that can impact our non-cash expense. We believe that providing non-GAAP financial measures that exclude stock-based compensation expense allows for more meaningful comparisons between our operating results from period to period.
• Amortization of acquired intangible assets. We believe that excluding the impact of amortization of acquired intangible assets allows for more meaningful comparisons between operating results from period to period as the intangible assets are valued at the time of acquisition and are amortized over several years after the acquisition.
• Amortization of issuance costs. The expense for the amortization of debt issuance costs related to our convertible senior notes and revolving credit facility is a non-cash item and we believe the exclusion of this interest expense provides a more useful comparison of our operational performance in different periods.
• Litigation-related expenses. We exclude non-ordinary course litigation expense because we do not consider legal costs and settlement fees incurred in litigation and litigation-related matters of non-ordinary course lawsuits and other disputes to be indicative of our core operating performance. We do not adjust for ordinary course legal expenses, including legal costs and settlement fees resulting from maintaining and enforcing our intellectual property portfolio and license agreements.
• Acquisition-related expenses. We exclude acquisition-related expenses that are unrelated to the current operations and neither are comparable to the prior period nor predictive of future results.
• Change in fair value of derivative assets. The change in fair value of derivative assets related to our capped calls settlement is a non-cash item and we believe the exclusion of this other income (expense) provides a more useful comparison of our operational performance in different periods.
• Impairment of long-lived assets. Impairment of long-lived assets consists of impairment charges allocated to the carrying amount of certain operating right-of-use assets and the associated leasehold improvements when the carrying amounts exceed their respective fair values and we believe the exclusion of the impairment charges provides a more useful comparison of our operational performance in different periods.
• Anti-dilutive impact of capped call transaction. Our capped calls transactions are intended to offset potential dilution from the conversion features in our convertible senior notes. Although we cannot reflect the anti-dilutive impact of the capped call transactions under GAAP, we do reflect the anti-dilutive impact of the capped call transactions in non-GAAP net income (loss) per diluted share, when applicable, to provide investors with useful information in evaluating our financial performance on a per share basis.
We define adjusted EBITDA as net loss before (1) interest income, (2) interest expense, (3) other income (expense), net, (4) provision for income taxes, (5) depreciation expense, (6) amortization of intangible assets, (7) stock-based compensation expense, (8) acquisition-related expenses, (9) litigation-related expenses and (10) impairment of long-lived assets. We believe that the use of adjusted EBITDA is useful to investors and other users of our financial statements in evaluating our operating performance because it provides them with an additional tool to compare business performance across companies and across periods.
Our non-GAAP financial measures may not provide information that is directly comparable to that provided by other companies in our industry, as other companies in our industry may calculate non-GAAP financial results differently, particularly related to non-recurring, unusual items. In addition, there are limitations in using non-GAAP financial measures because the non-GAAP financial measures are not prepared in accordance with GAAP, may be different from non-GAAP financial measures used by other companies and exclude expenses that may have a material impact upon our reported financial results. Further, stock-based compensation expense has been and will continue to be for the foreseeable future a significant recurring expense in our business and an important part of the compensation provided to our employees.
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The following tables reconcile GAAP gross profit to non-GAAP gross profit for the three and six months ended June 30, 2023 and 2022:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
GAAP total gross profit $ 132,258 $ 113,180 $ 259,433 $ 219,275
Stock-based compensation expense 2,984 2,775 5,821 4,865
Amortization of acquired intangible assets 4,843 4,844 9,218 9,688
Non-GAAP total gross profit $ 140,085 $ 120,799 $ 274,472 $ 233,828
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
GAAP gross profit – products $ 130,553 $ 113,255 $ 256,137 $ 218,808
Stock-based compensation expense 2,269 2,012 4,392 3,507
Amortization of acquired intangible assets 4,843 4,844 9,218 9,688
Non-GAAP gross profit – products $ 137,665 $ 120,111 $ 269,747 $ 232,003
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
GAAP gross profit – professional services $ 1,705 $ (75) $ 3,296 $ 467
Stock-based compensation expense 715 763 1,429 1,358
Non-GAAP gross profit – professional services $ 2,420 $ 688 $ 4,725 $ 1,825
The following table reconciles GAAP loss from operations to non-GAAP income (loss) from operations for the three and six months ended June 30, 2023 and 2022:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
GAAP loss from operations $ (51,659) $ (34,651) $ (75,624) $ (75,030)
Stock-based compensation expense 31,695 32,411 61,068 61,333
Amortization of acquired intangible assets 5,690 5,723 10,912 11,446
Acquisition-related expenses — — 363 —
Litigation-related expenses — — — 115
Impairment of long-lived assets 27,231 — 27,231 —
Non-GAAP income (loss) from operations $ 12,957 $ 3,483 $ 23,950 $ (2,136)
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The following table reconciles GAAP net loss to non-GAAP net income (loss) for the three and six months ended June 30, 2023 and 2022:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands, except share and per share data)
GAAP net loss $ (66,782) $ (39,606) $ (92,697) $ (84,605)
Stock-based compensation expense 31,695 32,411 61,068 61,333
Amortization of acquired intangible assets 5,690 5,723 10,912 11,446
Acquisition-related expenses — — 363 —
Litigation-related expenses — — — 115
Amortization of debt issuance costs 1,026 1,011 2,020 1,990
Change in fair value of derivative assets 12,660 — 12,660 —
Impairment of long-lived assets 27,231 — 27,231 —
Non-GAAP net income (loss) $ 11,520 $ (461) $ 21,557 $ (9,721)
Interest expense of convertible senior notes (1) 375 — 750 —
Numerator for non-GAAP earnings per share calculation $ 11,895 $ (461) $ 22,307 $ (9,721)
Weighted average shares used in GAAP earnings per share calculation, basic 60,470,396 58,239,958 60,180,954 57,983,790
Dilutive effect of convertible senior notes (1) 5,803,831 — 5,803,831 —
Dilutive effect of employee equity incentive plans (2) 957,278 — 1,292,686 —
Weighted average shares used in non-GAAP earnings per share calculation, diluted 67,231,505 58,239,958 67,277,471 57,983,790
Non-GAAP net income (loss) per share:
Basic $ 0.19 $ (0.01) $ 0.36 $ (0.17)
Diluted $ 0.18 $ (0.01) $ 0.33 $ (0.17)
(1) We use the if-converted method to compute diluted earnings per share with respect to our convertible senior notes. There was no add-back of interest expense or additional dilutive shares related to the convertible senior notes where the effect was anti-dilutive. On an if-converted basis, for the three and six months ended June 30, 2023, the 2027 convertible senior notes were dilutive and the 2025 convertible senior notes were anti-dilutive.
(2) We use the treasury method to compute the dilutive effect of employee equity incentive plan awards.
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The following table reconciles GAAP net loss to adjusted EBITDA for the three and six months ended June 30, 2023 and 2022:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
GAAP net loss $ (66,782) $ (39,606) $ (92,697) $ (84,605)
Interest income (1,787) (243) (3,455) (355)
Interest expense 2,773 2,758 5,490 5,451
Other (income) expense, net 13,268 2,403 13,575 3,006
Provision for income taxes 869 37 1,463 1,473
Depreciation expense 3,749 3,226 7,586 6,529
Amortization of intangible assets 8,080 6,997 15,293 13,863
Stock-based compensation expense 31,695 32,411 61,068 61,333
Acquisition-related expenses — — 363 —
Litigation-related expenses — — — 115
Impairment of long-lived assets 27,231 — 27,231 —
Adjusted EBITDA $ 19,096 $ 7,983 $ 35,917 $ 6,810
The following table reconciles net cash provided by operating activities to free cash flow for the three and six months ended June 30, 2023 and 2022:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
Net cash provided by operating activities $ 31,305 $ 7,449 $ 37,147 $ 17,852
Less: Purchases of property and equipment (1,419) (4,171) (3,704) (7,224)
Less: Capitalized internal-use software costs (4,305) (4,536) (9,081) (8,058)
Free cash flow $ 25,581 $ (1,258) $ 24,362 $ 2,570
Components of Results of Operations
Revenue
We generate revenue primarily from selling products and professional services through a variety of delivery models to meet the needs of our diverse customer base.
Products
We generate products revenue from the sale of (1) cloud-based subscriptions, (2) managed services offerings, which utilize our products and (3) software licenses with related maintenance and support and content subscription, as applicable. Software license revenue consists of revenues from term licenses. When software licenses are purchased, maintenance and support and content subscription, as applicable, is bundled with the license for the term period.
Professional Services
We generate professional service revenue from the sale of deployment and training services related to our products, incident response services and security advisory services.
Cost of Revenue
Our total cost of revenue consists of the costs of products and professional services, as noted below. In addition, cost of revenue includes overhead costs for depreciation, facilities, IT, information security, and recruiting. Our IT overhead costs include IT personnel compensation costs and costs associated with our IT infrastructure. All overhead costs are allocated based on relative headcount.
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Cost of Products
Cost of products consists of personnel and related costs for our content, support, managed service and cloud operations teams, including salaries and other payroll related costs, bonuses, stock-based compensation and allocated overhead costs. Also included in cost of products are software license fees, cloud computing costs and internet connectivity expenses directly related to delivering our products, amortization of contract fulfillment costs, as well as amortization of certain intangible assets including internally developed software.
Cost of Professional Services
Cost of professional services consists of personnel and related costs for our professional services team, including salaries and other payroll related costs, bonuses, stock-based compensation, costs of contracted third-party vendors, travel and entertainment expenses and allocated overhead costs.
We expect our cost of revenue to increase on an absolute dollar basis as we continue to grow our revenue.
Gross Margin
Gross margin, or gross profit as a percentage of revenue, has been and will continue to be affected by a variety of factors, including the average sales price of our products and services, transaction volume growth, the mix of revenue between software licenses, cloud-based subscriptions, managed services and professional services and changes in cloud computing costs.
We expect our gross margins to fluctuate over time depending on the factors described above.
Operating Expenses
Operating expenses consist of research and development, sales and marketing, and general and administrative expenses. Operating expenses include overhead costs for depreciation, facilities, IT, information security and recruiting. Our IT overhead costs include IT personnel compensation costs and costs associated with our IT infrastructure. All overhead costs are allocated based on relative headcount.
Research and Development Expense
Research and development expense consists of personnel costs for our research and development team, including salaries and other payroll related costs, bonuses and stock-based compensation. Additional expenses include third-party infrastructure costs, travel and entertainment, consulting and professional fees for third-party development resources as well as allocated overhead costs.
We expect research and development expense to decrease as a percentage of total revenue in the second half of 2023.
Sales and Marketing Expense
Sales and marketing expense consists of personnel costs for our sales and marketing team, including salaries and other payroll related costs, commissions, including amortization of deferred commissions, bonuses and stock-based compensation. Additional expenses include marketing activities and promotional events, travel and entertainment, training costs, amortization of certain intangible assets and allocated overhead costs.
We expect sales and marketing expense to decrease as a percentage of total revenue in the second half of 2023.
General and Administrative Expense
General and administrative expense consists of personnel costs for our executive, legal, human resources, and finance and accounting departments, including salaries and other payroll related costs, bonuses and stock-based compensation. Additional expenses include travel and entertainment, professional fees, litigation-related expenses, insurance, acquisition-related expenses, amortization of certain intangible assets and allocated overhead costs.
We expect general and administrative expense to decrease as a percentage of total revenue in the second half of 2023.
Impairment of Long-Lived Assets
Impairment of long-lived assets consists of impairment charges allocated to the carrying amount of certain operating right-of-use assets and the associated leasehold improvements when the carrying amounts exceed their respective fair values.
Interest Income
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Interest income consists primarily of interest income on our cash and cash equivalents and our short and long-term investments.
Interest Expense
Interest expense consists primarily of contractual interest expense and amortization of debt issuance costs related to our convertible senior notes and revolving credit facility. We expect interest expense in the near term to represent contractual interest expense and amortization of debt issuance costs related to our convertible senior notes and revolving credit facility.
Other Income (Expense), Net
Other income (expense), net consists primarily of the change in fair value of derivative assets and unrealized and realized gains and losses related to changes in foreign currency exchange rates.
Provision for Income Taxes
Provision for income taxes consists of income taxes in foreign jurisdictions where we conduct business, withholding taxes, and state income taxes in the United States. We maintain a full valuation allowance for domestic and certain foreign deferred tax assets, including net operating loss carryforwards and tax credits. Based on our history of losses, we expect to maintain this full valuation allowance for the foreseeable future as it is more likely than not that some or all of those deferred tax assets may not be realized.
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Results of Operations
The following table sets forth our selected consolidated statements of operations data:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
Consolidated Statement of Operations Data:
Revenue:
Products $ 181,701 $ 159,122 $ 355,473 $ 308,147
Professional services 8,721 8,333 18,123 16,692
Total revenue 190,422 167,455 373,596 324,839
Cost of revenue: (1)
Products 51,148 45,867 99,336 89,339
Professional services 7,016 8,408 14,827 16,225
Total cost of revenue 58,164 54,275 114,163 105,564
Operating expenses: (1)
Research and development 50,762 48,907 97,108 98,719
Sales and marketing 83,036 78,034 163,623 153,180
General and administrative 22,888 20,890 47,095 42,406
Impairment of long-lived assets 27,231 — 27,231 —
Total operating expenses 183,917 147,831 335,057 294,305
Loss from operations (51,659) (34,651) (75,624) (75,030)
Interest income 1,787 243 3,455 355
Interest expense (2,773) (2,758) (5,490) (5,451)
Other income (expense), net (13,268) (2,403) (13,575) (3,006)
Loss before income taxes (65,913) (39,569) (91,234) (83,132)
Provision for income taxes 869 37 1,463 1,473
Net loss $ (66,782) $ (39,606) $ (92,697) $ (84,605)
(1) Cost of revenue and operating expenses include stock-based compensation expense and depreciation and amortization expense as follows:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
Stock-based compensation expense:
Cost of revenue $ 2,984 $ 2,775 $ 5,821 $ 4,865
Research and development 11,634 13,925 22,139 26,949
Sales and marketing 8,138 8,430 15,981 15,204
General and administrative 8,939 7,281 17,127 14,315
Total stock-based compensation expense $ 31,695 $ 32,411 $ 61,068 $ 61,333
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
(in thousands)
Depreciation and amortization expense:
Cost of revenue $ 7,947 $ 6,733 $ 15,033 $ 13,328
Research and development 1,107 973 2,275 1,966
Sales and marketing 2,053 1,877 4,120 3,811
General and administrative 722 640 1,451 1,287
Total depreciation and amortization expense $ 11,829 $ 10,223 $ 22,879 $ 20,392
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The following table sets forth our selected consolidated statements of operations data expressed as a percentage of revenue:
Three Months Ended June 30, Six Months Ended June 30,
2023 2022 2023 2022
Consolidated Statement of Operations Data:
Revenue:
Products 95.4 95.0 % 95.1 % 94.9 %
Professional services 4.6 5.0 4.9 5.1
Total revenue 100.0 100.0 100.0 100.0
Cost of revenue:
Products 26.8 27.4 26.6 27.5
Professional services 3.7 5.0 4.0 5.0
Total cost of revenue 30.5 32.4 30.6 32.5
Operating expenses:
Research and development 26.7 29.2 26.0 30.4
Sales and marketing 43.6 46.6 43.8 47.1
General and administrative 12.0 12.5 12.6 13.1
Impairment of long-lived assets 14.3 — 7.3 —
Total operating expenses 96.6 88.3 89.7 90.6
Loss from operations (27.1) (20.7) (20.2) (23.1)
Interest income 0.9 0.1 0.9 0.1
Interest expense (1.5) (1.7) (1.5) (1.6)
Other income (expense), net (7.0) (1.4) (3.6) (0.9)
Loss before income taxes (34.6) (23.7) (24.4) (25.5)
Provision for income taxes 0.5 — 0.4 0.5
Net loss (35.1) % (23.7) % (24.8) % (26.0) %
Comparison of the Three Months Ended June 30, 2023 and 2022
Revenue
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Revenue:
Products $ 181,701 $ 159,122 $ 22,579 14.2 %
Professional services 8,721 8,333 388 4.7 %
Total revenue $ 190,422 $ 167,455 $ 22,967 13.7 %
Total revenue increased by $23.0 million in the three months ended June 30, 2023 compared to the same period in 2022. The $23.0 million increase in revenue consisted of a $0.9 million increase in revenue from new customers and a $22.1 million increase in revenue from existing customers. The $22.1 million increase in revenue from existing customers was due to an increase in revenue from renewals, upsells and cross-sells as a result of the continued growth of our existing customer base. Revenue from new customers represents the revenue recognized from the customer's initial purchase.
The increase in total revenue in the three months ended June 30, 2023 compared to the same period in 2022 was comprised of $17.0 million generated from sales in North America and $6.0 million generated from sales from the rest of the world.
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Cost of Revenue
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Cost of revenue:
Products $ 51,148 $ 45,867 $ 5,281 11.5 %
Professional services 7,016 8,408 (1,392) (16.6 %)
Total cost of revenue $ 58,164 $ 54,275 $ 3,889 7.2 %
Gross margin %:
Products 71.9 % 71.2 %
Professional services 19.6 % (0.9 %)
Total gross margin % 69.5 % 67.6 %
Total cost of revenue increased by $3.9 million in the three months ended June 30, 2023 compared to the same period in 2022, primarily due to a $2.4 million increase in cloud computing costs related to growing cloud-based subscription and managed services revenue and a $1.1 million increase in amortization expense for capitalized internally-developed software. Our increase in total cost of revenue also included a $0.8 million increase in personnel costs, inclusive of a $0.2 million increase in stock-based compensation expense, resulting from an increase in headcount to support our growing customer base. These increases were partially offset by a $0.4 million decrease in other expenses.
Total gross margin percentage increased for the three months ended June 30, 2023 compared to the same period in 2022. The increase in products gross margin was driven by our ability to scale as our revenue continues to grow. The increase in professional services gross margin for the three months ended June 30, 2023 was primarily due to a decrease in personnel costs.
Operating Expenses
Research and Development Expense
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Research and development $ 50,762 $ 48,907 $ 1,855 3.8 %
% of revenue 26.7 % 29.2 %
Research and development expense increased by $1.9 million in the three months ended June 30, 2023 compared to the same period in 2022, primarily due to a $3.2 million write-off of a capitalized internal-use software project and a $1.0 million increase in other expenses. These increases were partially offset by a $2.3 million decrease in stock-based compensation expense.
Sales and Marketing Expense
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Sales and marketing $ 83,036 $ 78,034 $ 5,002 6.4 %
% of revenue 43.6 % 46.6 %
Sales and marketing expense increased by $5.0 million in the three months ended June 30, 2023 compared to the same period in 2022, primarily due to a $4.4 million increase in personnel costs resulting from an increase in headcount and a $0.6 million increase in other expenses.
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General and Administrative Expense
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
General and administrative $ 22,888 $ 20,890 $ 1,998 9.6 %
% of revenue 12.0 % 12.5 %
General and administrative expense increased by $2.0 million in the three months ended June 30, 2023 compared to the same period in 2022, primarily due to a $2.0 million increase in professional fees.
Impairment of Long-Lived Assets
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Impairment of long-lived assets $ 27,231 $ — $ 27,231 100.0 %
% of revenue 14.3 % — %
Impairment of long-lived assets expense increased by $27.2 million in the three months ended June 30, 2023 compared to the same period in 2022, due to an impairment charge recorded after a triggering event related to a change in usage of certain idle office space at our corporate headquarters in Boston, Massachusetts indicated that the carrying value of our right of use and other lease-related assets may not be fully recoverable.
Interest Income
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Interest income $ 1,787 $ 243 $ 1,544 635.4 %
% of revenue 0.9 % 0.1 %
Interest income increased by $1.5 million in the three months ended June 30, 2023 compared to the same period in 2022 primarily due to an increase in interest rates.
Interest Expense
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Interest expense $ (2,773) $ (2,758) $ (15) 0.5 %
% of revenue (1.5) % (1.7) %
Interest expense remained consistent in the three months ended June 30, 2023 compared to the same period in 2022.
Other Income (Expense), Net
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Other income (expense), net $ (13,268) $ (2,403) $ (10,865) 452.1 %
% of revenue (7.0) % (1.4) %
Other income (expense), net increased by $10.9 million in the three months ended June 30, 2023 compared to the same period in 2022 due to a $12.7 million expense for the change in fair value on derivative assets related to our 2023 capped calls settlement as well as increases in realized and unrealized foreign currency gains, primarily related to the euro and British pound sterling.
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Provision for Income Taxes
Three Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Provision for income taxes $ 869 $ 37 $ 832 2,248.6 %
% of revenue 0.5 % — %
Provision for income taxes increased by $0.8 million in the three months ended June 30, 2023 compared to the same period in 2022 primarily due to an increase in foreign tax expense.
Comparison of the Six Months Ended June 30, 2023 and 2022
Revenue
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Revenue:
Products $ 355,473 $ 308,147 $ 47,326 15.4 %
Professional services 18,123 16,692 1,431 8.6 %
Total revenue $ 373,596 $ 324,839 $ 48,757 15.0 %
Total revenue increased by $48.8 million in the six months ended June 30, 2023 compared to the same period in 2022. The $48.8 million increase in revenue consisted of a $4.3 million increase in revenue from new customers and a $44.5 million increase in revenue from existing customers. The $44.5 million increase in revenue from existing customers was due to an increase in revenue from renewals, upsells and cross-sells as a result of the continued growth of our existing customer base. Revenue from new customers represents the revenue recognized from the customer's initial purchase.
The increase in total revenue in the six months ended June 30, 2023 compared to the same period in 2022 was comprised of $36.0 million generated from sales in North America and $12.8 million generated from sales from the rest of the world.
Cost of Revenue
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Cost of revenue:
Products $ 99,336 $ 89,339 $ 9,997 11.2 %
Professional services 14,827 16,225 (1,398) (8.6 %)
Total cost of revenue $ 114,163 $ 105,564 $ 8,599 8.1 %
Gross margin %:
Products 72.1 % 71.0 %
Professional services 18.2 % 2.8 %
Total gross margin % 69.4 % 67.5 %
Total cost of revenue increased by $8.6 million in the six months ended June 30, 2023 compared to the same period in 2022, primarily due to a $4.4 million increase in personnel costs, inclusive of a $1.0 million increase in stock-based compensation expense, resulting from an increase in headcount to support our growing customer base. Our increase in total cost of revenue also included a $3.8 million increase in cloud computing costs related to growing cloud-based subscription and managed services revenue and a $2.0 million increase in in amortization expense for capitalized internally-developed software. These increases were partially offset by a $1.6 million decrease in other expenses.
Total gross margin percentage increased for the six months ended June 30, 2023 compared to the same period in 2022. The increase in products gross margin was driven by our ability to scale as our revenue continues to grow. The increase in professional services gross margin for the six months ended June 30, 2023 was primarily due to an increase in revenue.
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Operating Expenses
Research and Development Expense
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Research and development $ 97,108 $ 98,719 $ (1,611) (1.6 %)
% of revenue 26.0 % 30.4 %
Research and development expense decreased by $1.6 million in the three months ended June 30, 2023 compared to the same period in 2022, primarily due to a $4.8 million decrease in stock-based compensation expense, partially offset by a $3.2 million write-off of a capitalized internal-use software project.
Sales and Marketing Expense
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Sales and marketing $ 163,623 $ 153,180 $ 10,443 6.8 %
% of revenue 43.8 % 47.1 %
Sales and marketing expense increased by $10.4 million in the six months ended June 30, 2023 compared to the same period in 2022, primarily due to a $11.4 million increase in personnel costs, inclusive of a $0.8 million increase in stock-based compensation expense, resulting from an increase in headcount. These increases were partially offset by a decrease of $1.0 million in other expenses.
General and Administrative Expense
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
General and administrative $ 47,095 $ 42,406 $ 4,689 11.1 %
% of revenue 12.6 % 13.1 %
General and administrative expense increased by $4.7 million in the six months ended June 30, 2023 compared to the same period in 2022, primarily due to a $2.8 million increase in stock-based compensation expense and a $2.5 million increase in professional fees. These increases were partially offset by a $0.6 million decrease in other expenses.
Impairment of Long-Lived Assets
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Impairment of long-lived assets $ 27,231 $ — $ 27,231 100.0 %
% of revenue 7.3 % — %
Impairment of long-lived assets expense increased by $27.2 million in the six months ended June 30, 2023 compared to the same period in 2022, due to an impairment charge recorded after a triggering event related to a change in usage of certain idle office space at our corporate headquarters in Boston, Massachusetts indicated that the carrying value of our right of use and other lease-related assets may not be fully recoverable.
Interest Income
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Interest income $ 3,455 $ 355 $ 3,100 873.2 %
% of revenue 0.9 % 0.1 %
Interest income increased by $3.1 million in the six months ended June 30, 2023 compared to the same period in 2022 primarily due to an increase in interest rates.
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Interest Expense
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Interest expense $ (5,490) $ (5,451) $ (39) 0.7 %
% of revenue (1.5) % (1.6) %
Interest expense remained consistent in the six months ended June 30, 2023 compared to the same period in 2022.
Other Income (Expense), Net
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Other income (expense), net $ (13,575) $ (3,006) $ (10,569) 351.6 %
% of revenue (3.6) % (0.9) %
Other income (expense), net increased by $10.6 million in the six months ended June 30, 2023 compared to the same period in 2022 due to a $12.7 million expense for the change in fair value of derivative assets related to our 2023 capped calls settlement and an increase in realized and unrealized foreign currency gains, primarily related to the euro and British pound sterling.
Provision for Income Taxes
Six Months Ended June 30, Change
2023 2022 $ %
(dollars in thousands)
Provision for income taxes $ 1,463 $ 1,473 $ (10) (0.7 %)
% of revenue 0.4 % 0.5 %
Provision for income taxes remained consistent in the six months ended June 30, 2023 compared to the same period in 2022.
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Liquidity and Capital Resources
As of June 30, 2023, we had $185.9 million in cash and cash equivalents, $110.0 million in investments that have maturities ranging from one to thirteen months and an accumulated deficit of $953.4 million. Since our inception, we have generated significant losses and expect to continue to generate losses for the foreseeable future. Our principal sources of liquidity are cash and cash equivalents, investments and our Credit and Security Agreement (“Credit Agreement”). To date, we have financed our operations primarily through private and public equity financings, issuance of convertible senior notes and through cash generated by operating activities.
We believe that our existing cash and cash equivalents, our investments, our available borrowings under our Credit Agreement and cash generated by operating activities will be sufficient to meet our operating and capital requirements for at least the next 12 months as well as our longer-term expected future cash requirements and obligations. Our foreseeable cash needs, in addition to our recurring operating expenses, include our expected capital expenditures to support expansion of our infrastructure and workforce, office facilities lease obligations, purchase commitments, including our cloud infrastructure services (including with Amazon Web Services (“AWS”)), restructuring expenses, potential future acquisitions of technology businesses and any election we make to redeem our convertible senior notes.
Our future capital requirements will depend on many factors, including our growth rate, the timing and extent of spending to support research and development efforts, the expansion of sales and marketing activities, particularly internationally, the introduction of new and enhanced products and service offerings, the cost of any future acquisitions of technology or businesses and any election we make to redeem our convertible senior notes. In the event that additional financing is required from outside sources, we may be unable to raise the funds on acceptable terms, if at all. If we are unable to raise additional capital on terms satisfactory to us when we require it, our business, operating results and financial condition could be adversely affected.
The following table shows a summary of our cash flows for the six months ended June 30, 2023 and 2022:
Six Months Ended June 30,
2023 2022
(in thousands)
Cash, cash equivalents and restricted cash at beginning of period $ 207,804 $ 165,017
Net cash provided by operating activities 37,147 17,852
Net cash used in investing activities (62,183) (14,450)
Net cash provided by financing activities 4,015 1,426
Effect of exchange rate changes on cash, cash equivalents and restricted cash (337) (3,671)
Cash, cash equivalents and restricted cash at end of period $ 186,446 $ 166,174
Uses of Funds
Our historical uses of cash have primarily consisted of cash used for operating activities such as expansion of our sales and marketing operations, research and development activities and other working capital needs, as well as cash used for business acquisitions and purchases of property and equipment, including leasehold improvements for our facilities.
Operating Activities
Operating activities provided $37.1 million of cash and cash equivalents in the six months ended June 30, 2023, which reflects continued growth in revenue partially offset by our continued investments in our operations and the timing of working capital adjustments. Cash provided by operating activities reflected our net loss of $92.7 million and a decrease in our net operating assets and liabilities of $0.4 million, offset by non-cash charges of $130.3 million related primarily to depreciation and amortization, stock-based compensation expense, impairment of long-lived assets, change in fair value of derivative assets, amortization of debt issuance costs and other non-cash charges. The change in our net operating assets and liabilities was primarily due to a $12.0 million decrease in accrued expenses, primarily as a result of the payout of annual bonuses and year-end commissions, a $1.3 million decrease in accounts payable and a $6.0 million increase in deferred contract acquisition and fulfillment costs, which each had a negative impact on operating cash flow. These factors were offset by a $15.1 million decrease in accounts receivable due to an increase in collections, a $1.4 million decrease in prepaid expenses, a $1.8 million
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increase in deferred revenue and a $0.5 million increase in other liabilities, which each had a positive impact on operating cash flow.
Operating activities provided $17.9 million of cash and cash equivalents in the six months ended June 30, 2022, which reflects the timing of working capital adjustments and our continued growth in revenue partially offset by our continued investments in our operations. Cash provided by operating activities reflected our net loss of $84.6 million, offset by a decrease in our net operating assets of $16.5 million and non-cash charges of $86.0 million related primarily to depreciation and amortization, stock-based compensation expense, amortization of debt issuance costs and other non-cash charges. The decrease in our net operating assets was primarily due to a $23.2 million increase in deferred revenue, a $18.1 million decrease in accounts receivable due to an increase in collections and a $3.6 million increase in accounts payable, which each had a positive impact on operating cash flow. These factors were partially offset by a $12.5 million decrease in accrued expenses, primarily as a result of the payout of annual bonuses and year-end commissions, a $10.5 million increase in prepaid expenses, a $5.1 million increase in deferred contract acquisition and fulfillment costs and a $0.3 million decrease in other liabilities, which each had a negative impact on operating cash flow.
Investing Activities
Investing activities used $62.2 million of cash in the six months ended June 30, 2023, consisting of $34.8 million of cash paid for the acquisition of Minerva, $9.1 million for capitalization of internal-use software costs, $3.7 million in capital expenditures to purchase computer equipment and leasehold improvements, partially offset by $14.6 million in purchases of investments, net of sales and maturities.
Investing activities used $14.5 million of cash in the six months ended June 30, 2022, consisting of $8.1 million for capitalization of internal-use software costs, $7.2 million in capital expenditures to purchase computer equipment and leasehold improvements and $0.5 million of other investments, partially offset by $1.3 million of investment sales and maturities, net of purchases.
Financing Activities
Financing activities provided $4.0 million of cash in the six months ended June 30, 2023, which consisted primarily of $6.2 million in proceeds from the issuance of common stock purchased by employees under the Rapid7, Inc. 2015 Employee Stock Purchase Plan (“ESPP”) and $2.7 million in proceeds from the exercise of stock options, partially offset by $2.3 million in payments related to the acquisition of IntSights and $2.6 million in withholding taxes paid for the net share settlement of equity awards.
Financing activities provided $1.4 million of cash in the six months ended June 30, 2022, which consisted primarily of $5.7 million in proceeds from the issuance of common stock purchased by employees under the ESPP and $1.2 million in proceeds from the exercise of stock options, partially offset by $5.1 million in withholding taxes paid for the net share settlement of equity awards, $0.3 million in payments related to the acquisition of Velocidex Enterprises Pty Ltd. and $0.1 million in payments of debt issuance costs.
Contractual Obligations and Commitments
As of June 30, 2023, there were no additional material changes from those disclosed in our Annual Report on Form 10-K for the year ended December 31, 2022 filed with the SEC on February 24, 2023 (the “Annual Report”).
Off-Balance Sheet Arrangements
We do not have 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. We do not engage in off-balance sheet financing arrangements. In addition, we do not engage in trading activities involving non-exchange traded contracts. We therefore believe that we are not materially exposed to any financing, liquidity, market or credit risk that could arise if we had engaged in these relationships.
Recent Accounting Pronouncements
See Note 1 in the Notes to our Consolidated Financial Statements for a discussion of recent accounting pronouncements.
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Critical Accounting Policies and Estimates
Our consolidated financial statements are prepared in accordance with generally accepted accounting principles in the United States of America (“GAAP”). The preparation of our consolidated financial statements requires us to make estimates, assumptions and judgments that affect the reported amounts of assets, liabilities, revenue, costs and expenses. We base our estimates and assumptions on historical experience and other factors that we believe to be reasonable under the circumstances. We evaluate our estimates and assumptions on an ongoing basis. Our actual results may differ from these estimates. There have been no material changes in our critical accounting policies from those disclosed in our Annual Report.
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Text extracted from the filing as submitted to EDGAR. Formatting, tables and exhibits are simplified for reading; the original document is authoritative for anything you rely on.