AppLovin Corp (APP) FY 2024 MD&A
This page reproduces the company's own Item 7 MD&A text from the linked SEC filing. It is filer text, not grepcent analysis, scoring, or investment advice.
Overview
Our mission is to create meaningful connections between companies and their ideal customers. We provide end-to-end software and AI-powered solutions for businesses to reach, monetize and grow their global audience. We also operate a portfolio of owned mobile apps and accelerated our market penetration through an active acquisition and partnership strategy. Our scaled business model is intricately linked to the advertising ecosystem, providing a durable competitive advantage. We generate revenue when our advertisers achieve their return on spend targets with our Advertising solutions, ensuring that their success directly fuels our growth.
Since our founding in 2011, we have been focused on building Advertising solutions for advertisers to improve the marketing and monetization of their content. Our founders, who were mobile app developers themselves, quickly realized the real impediment to success and growth in the advertising ecosystem was a discovery and monetization problem—breaking through the congested app stores to efficiently find users and successfully grow their business. Their first-hand experience with these challenges led to the development of our infrastructure and Advertising solutions. We capitalized on our success and understanding of the mobile app ecosystem by entering into the mobile game apps industry in 2018. Our global diversified portfolio of apps now consist of over 200 free-to-play mobile games across five genres, run by ten studios.
For 2024, our revenue grew 43% year-over-year from 2023, from $3.3 billion in 2023 to $4.7 billion in 2024. For 2023, our revenue grew 17% year-over-year from 2022, from $2.8 billion in 2022 to $3.3 billion in 2023. We generated net income of $1.6 billion in 2024, net income of $356.7 million in 2023, and net loss of $192.9 million in 2022. We generated Adjusted EBITDA of $2.7 billion, $1.5 billion, and $1.1 billion in 2024, 2023, and 2022, respectively. Additionally, we have generated strong cash flows, with net cash provided by operating activities of $2.1 billion, $1.1 billion, and $412.8 million in 2024, 2023, and 2022, respectively. Given our strong financial position, we have been able to reinvest in our expansion and growth, and repurchase and withhold shares of our Class A common stock. See the section titled “Non-GAAP Financial Measures” for a definition of Adjusted EBITDA and a reconciliation of Adjusted EBITDA to net income (loss), the most directly comparable financial measure calculated in accordance with GAAP.
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Recent Developments
On February 12, 2025, we announced that we entered into a term sheet for the sale of our mobile gaming business to a privately held company (the “Acquirer”) for total consideration of $900.0 million (the “Term Sheet”). The Term Sheet provides for the total consideration to consist of $400.0 million in shares of the Acquirer’s common equity and $500.0 million in cash, subject to customary purchase price adjustments. The Term Sheet also provides that the Acquirer will borrow up to $250.0 million of the cash portion of the total consideration and that, if the Acquirer is unable to obtain such financing, we agree to provide financing in such amount to the Acquirer through the issuance of a promissory note. The Term Sheet is non-binding, except with respect to an agreement by the parties to use commercially reasonable best efforts in good faith to negotiate and finalize definitive agreements for the proposed transaction, a prohibition on us from engaging in discussions or negotiations with any third party other than the Acquirer regarding the sale of our mobile gaming business for a specified period, and customary terms such as fees and expenses, governing law, and termination.
Our Business Model
We collect revenue from Advertising and our Apps. During the twelve months ended December 31, 2024, Advertising Revenue represented 68% of total revenue and Apps Revenue represented 32% of total revenue.
We report our operating results through two reportable segments: Advertising and Apps.
Our CODM, the Chief Executive Officer, evaluates performance of each segment based on several factors, of which the financial measures are segment revenue and segment adjusted EBITDA, as defined in Note 14 to our consolidated financial statements.
The Advertising and Apps segments provide a view into the organization of our business and generate revenue as follows:
Advertising Revenue
We primarily generate Advertising Revenue from fees paid by advertisers who use our Advertising solutions to grow and monetize their content. We are able to grow our Advertising Revenue by improving our various technologies.
Advertising clients include a wide variety of advertisers, from indie developer studios to some of the largest global internet platforms, such as Facebook and Google. We see multiple opportunities to gain new Advertising clients, and to increase spend from existing clients, as we help them grow their businesses and make them more successful.
Our Advertising solutions include AppDiscovery, MAX, Adjust, and Wurl. Clients use AppDiscovery to automate, optimize, and manage their user acquisition investments. They set marketing and user growth goals, and AppDiscovery optimizes their ad spend in an effort to achieve their return on advertising spend targets and other marketing objectives. AppDiscovery comprises the vast majority of Advertising Revenue. Revenue is generated from our advertisers, typically on a performance-basis, and shared with our advertising publishers, typically on a cost per impression model.
Advertising clients use MAX to optimize purchases of app advertising inventory. The MAX tool provides insights to manage against key performance indicators, understand the long-term value of users, and help manage profitability. Revenue from MAX is generated based on a percentage of client spend. As more advertising networks move to in-app real-time bidding, we expect growth in the adoption of, and revenue from, MAX.
Advertising clients use Adjust's measurement and analytics marketing platform to better understand their users' journey while allowing marketers to make smarter decisions through measurement, attribution and fraud prevention. Revenue from Adjust is primarily generated from an annual software subscription fee.
Advertising clients use Wurl's CTV platform to distribute streaming video, maximize Advertising Revenue, and acquire and retain viewers or subscribers. Revenue from Wurl is primarily generated from content companies, typically on a usage-based model.
Apps Revenue
Apps Revenue is generated when a user of one of our Apps makes an in-app purchase (“IAP") and when clients purchase the digital advertising inventory of our portfolio of Apps ("IAA"). We are able to grow our Apps Revenue by adding more apps to our Apps portfolio and increasing engagement on our existing Apps.
Our Apps are generally free-to-play mobile games and generate IAP Revenue through IAPs. IAPs consist of virtual goods used to enhance gameplay, accelerate access to certain features or levels, and augment other mobile game progression opportunities for the user. IAPs drive more engagement and better economics from our Apps. The vast majority of our IAP Revenue flows through two app stores, Apple App Store and Google Play, which charge us a standard commission on IAPs. IAP Revenue represented 68% of total Apps Revenue for the twelve months ended December 31, 2024.
During the twelve months ended December 31, 2024, we had an average of 1.6 million Monthly Active Payers ("MAPs") across our portfolio of Apps. Over that period, we had an Average Revenue Per Monthly Active Payer ("ARPMAP") of $51. See “Key Metrics” below for additional information on how we calculate MAPs and ARPMAP.
IAA clients that purchase advertising inventory from our Apps are able to target highly relevant users from our diverse and global portfolio of over 200 mobile games. Our clients leverage a broad set of high-performing mobile ad formats, including playable and rewarded video, and are able to match these ads with relevant users resulting in a better return on their advertising
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spend. By increasing the number of users and their engagement, as well as better matching ads with the appropriate target audience, we are able to increase our revenue from IAA clients that purchase advertising inventory from our Apps. IAA Revenue represented 32% of total Apps Revenue for the twelve months ended December 31, 2024.
Key Metrics
We review the following key metrics on a regular basis in order to evaluate the health of our business, identify trends affecting our performance, prepare financial projections, and make strategic decisions.
Monthly Active Payers ("MAPs"). We define a MAP as a unique mobile device active on one of our Apps in a month that completed at least one IAP during that time period. A consumer who makes IAPs within two separate Apps on the same mobile device in a monthly period will be counted as two MAPs. MAPs for a particular time period longer than one month are the average MAPs for each month during that period. We estimate the number of MAPs by aggregating certain data from third-party attribution partners.
Average Revenue Per Monthly Active Payer ("ARPMAP"). We define ARPMAP as (i) the total IAP Revenue derived from our Apps in a monthly period, divided by (ii) MAPs in that same period. ARPMAP for a particular time period longer than one month is the average ARPMAP for each month during that period. ARPMAP shows how efficiently we are monetizing each MAP.
The following table shows our Monthly Active Payers and Average Revenue Per Monthly Active Payer for the years ended December 31, 2024, 2023, and 2022:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| Monthly Active Payers (millions) | 1.6 | 1.8 | 2.3 | |||||||
| Average Revenue Per Monthly Active Payer | $ | 51 | $ | 46 | $ | 43 |
Our key metrics are not based on any standardized industry methodology and are not necessarily calculated in the same manner or comparable to similarly titled measures presented by other companies. Similarly, our key metrics may differ from estimates published by third parties or from similarly titled metrics of our competitors due to differences in methodology. The numbers that we use to calculate MAPs and ARPMAP are based on internal data. While these numbers are based on what we believe to be reasonable judgments and estimates for the applicable period of measurement, there are inherent challenges in measuring usage and engagement. We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy.
Non-GAAP Financial Measures
Adjusted EBITDA and Adjusted EBITDA Margin
We define Adjusted EBITDA for a particular period as net income (loss) before interest expense and loss on settlement of debt, other income, net (excluding certain recurring items), provision for (benefit from) income taxes, amortization, depreciation and write-offs and as further adjusted for stock-based compensation expense, acquisition-related expense and transaction bonus, publisher bonuses, MoPub acquisition transition services, restructuring costs, loss on disposal of long-lived assets, and non-operating foreign exchange (gain) losses. We define Adjusted EBITDA margin as Adjusted EBITDA divided by revenue for the same period.
Adjusted EBITDA and Adjusted EBITDA margin are key measures we use to assess our financial performance and are also used for internal planning and forecasting purposes. We believe Adjusted EBITDA and Adjusted EBITDA margin are helpful to investors, analysts, and other interested parties because they can assist in providing a more consistent and comparable overview of our operations across our historical financial periods. In addition, these measures are frequently used by analysts, investors, and other interested parties to evaluate and assess performance. We use Adjusted EBITDA and Adjusted EBITDA margin in conjunction with GAAP measures as part of our overall assessment of our performance, including the preparation of our annual operating budget and quarterly forecasts, to evaluate the effectiveness of our business strategies, and to communicate with our board of directors concerning our financial performance.
Adjusted EBITDA and Adjusted EBITDA margin are non-GAAP financial measures and are presented for supplemental informational purposes only and should not be considered as alternatives or substitutes to financial information presented in accordance with GAAP. These measures have certain limitations in that they do not include the impact of certain expenses that are reflected in our consolidated statement of operations that are necessary to run our business. Our definitions may differ from the definitions used by other companies and therefore comparability may be limited. In addition, other companies may not publish these or similar metrics. Thus, our Adjusted EBITDA and Adjusted EBITDA margin should be considered in addition to, not as substitutes for, or in isolation from, measures prepared in accordance with GAAP.
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The following table provides our Adjusted EBITDA and Adjusted EBITDA margin for 2024, 2023, and 2022, and a reconciliation of net income (loss) to Adjusted EBITDA:
| Year Ended December 31, | ||||||||
|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||
| (in thousands, except percentages) | ||||||||
| Net income (loss) | $ | 1,579,776 | $ | 356,711 | $ | (192,947) | ||
| Adjusted as follows: | ||||||||
| Interest expense and loss on settlement of debt | 318,260 | 275,665 | 171,863 | |||||
| Other income, net1 | (25,440) | (7,831) | (18,647) | |||||
| Provision for (benefit from) income taxes | (3,771) | 23,859 | (12,230) | |||||
| Amortization, depreciation and write-offs | 448,680 | 489,008 | 547,084 | |||||
| Loss on disposal of long-lived assets | 1,646 | — | 127,892 | |||||
| Non-operating foreign exchange (gain) loss | 291 | (1,224) | (164) | |||||
| Stock-based compensation | 376,455 | 363,107 | 191,612 | |||||
| Acquisition-related expense and transaction bonus | 885 | 1,047 | 21,279 | |||||
| Publisher bonuses2 | — | — | 209,635 | |||||
| MoPub acquisition transition services3 | — | — | 6,999 | |||||
| Restructuring costs | 22,823 | 2,316 | 10,834 | |||||
| Adjusted EBITDA | $ | 2,719,605 | $ | 1,502,658 | $ | 1,063,210 | ||
| Net income (loss) margin | 33.5% | 10.9% | (6.8)% | |||||
| Adjusted EBITDA margin | 57.8% | 45.8% | 37.7% |
1 Excludes recurring operational foreign exchange gains and losses.
2 In association with the MoPub acquisition, we incurred certain costs to incentivize publishers to migrate to our MAX mediation solution, including existing publishers of MoPub as well as publishers on other competitor offerings. We have not historically incurred significant publisher migration costs, nor do we currently intend to incur significant publisher migration costs in the future. As such, we have removed the impact of these costs from Adjusted EBITDA.
3 Reflects one-time transition services provided by Twitter to AppLovin.
Free Cash Flow
We define Free Cash Flow as net cash provided by operating activities less purchases of property and equipment and principal payment of finance leases. We use Free Cash Flow to help manage the health of our business, prepare budgets and for capital allocation purposes. We believe Free Cash Flow provides useful supplemental information to help investors understand underlying trends in our business and our liquidity. Free cash flow has certain limitations, including that it does not reflect our future contractual commitments. Our definition may differ from the definitions used by other companies and therefore comparability may be limited. In addition, other companies may not publish Free Cash Flow or similar metrics. Thus, our Free Cash Flow should be considered in addition to, not as a substitute for, or in isolation from, measures prepared in accordance with GAAP.
The following table provides our Free Cash Flow for 2024, 2023, and 2022, and a reconciliation of net cash provided by operating activities to Free Cash Flow:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| (in thousands) | ||||||||||
| Net cash provided by operating activities | $ | 2,099,011 | $ | 1,061,510 | $ | 412,773 | ||||
| Less: | ||||||||||
| Purchase of property and equipment | (4,776) | (4,246) | (662) | |||||||
| Principal payments of finance leases | (20,875) | (20,170) | (24,083) | |||||||
| Free Cash Flow | $ | 2,073,360 | $ | 1,037,094 | $ | 388,028 | ||||
| Net cash used in investing activities | $ | (106,754) | $ | (77,829) | $ | (1,371,468) | ||||
| Net cash used in financing activities | $ | (1,749,844) | $ | (1,562,791) | $ | (526,848) |
Factors Affecting Our Performance
We believe that the future success of our business depends on many factors, including the factors described below. While each of these factors presents significant opportunities for our business, they also pose important challenges that we must successfully address in order to continue to grow profitably while maintaining strong cash flow.
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Continue to invest in innovation
We have made, and intend to continue to make, significant investments in our Advertising solutions to enhance their effectiveness and value proposition for our clients. We expect that these investments will require spending on research and development, and acquisitions and partnerships related to technology components and products. We believe investments in our technology, including our AI-powered advertising engine AXON, AppDiscovery, Adjust, and MAX, will further improve effectiveness for advertisers. In addition, we plan to continue to invest in the AI-based, self-learning capabilities of our advertising recommendation engine, AXON. Our investments will also allow us to enter into and expand into new verticals outside of gaming, such as e-commerce, CTV, original equipment manufacturer ("OEM"), and carrier-related markets. While our investments in research and development and acquisitions and partnerships may not result in revenue in the near term, we believe these investments position us to increase our revenue over time.
Retain and grow existing clients
We rely on existing clients for a significant portion of our revenue. As we improve our Advertising solutions and Apps, we can attract additional spend from these clients. Our clients include indie studio developers and some of the largest advertising platforms in the world. We believe there is significant room for us to further expand our relationships with these clients and increase their usage of our Advertising solutions.
In the past, our clients have generally increased their usage of our Advertising solutions and Apps, and as a result, growth from existing clients has been a primary driver of our revenue growth. We must continue to retain our existing clients and expand their spend with us over time to continue to grow our revenue, increase profitability and drive greater cash flow.
Add new clients globally
Our future success depends in part on our ability to acquire new clients. In 2024, 43% of our revenue was generated from outside of the United States. We believe that the global opportunity is significant and will continue to expand as developers and advertisers outside the United States adopt our Advertising solutions and advertise on our Apps. We also see opportunities to acquire new clients outside of mobile gaming, as the capabilities of our Advertising solutions are relevant to the broader advertising ecosystem. We are investing in direct sales, product development, education, and other capabilities to drive increased awareness and adoption of our Advertising solutions and Apps, which investments may impact our profitability in the near term as we seek further scale.
Continued execution of strategic partnerships
We continue to explore strategic partnership opportunities related to our Software Platform and the expansion of the markets it serves and we may from time to time evaluate strategic acquisitions and partnerships opportunistically. From the beginning of 2018 through 2024, we have invested approximately $4.1 billion in 33 strategic acquisitions and partnerships with mobile app developers and for technologies or relationships to enhance our Advertising solutions, including the acquisition of MAX in 2018, Adjust in April 2021, MoPub in January 2022, and Wurl in April 2022. We believe our future results of operations will be affected by our ability to continue to identify and execute such strategic transactions that are accretive to our growth and profitability.
Growth and structure of the mobile app and advertising ecosystems
Our business and results of operations will be impacted by industry factors that drive the overall performance of the mobile app and advertising ecosystems. Mobile app developers, including AppLovin, rely on third-party platforms, such as the Apple App Store and Google Play Store, among others, to distribute games, collect payments made for IAPs, and target users with relevant advertising. We expect this to continue for the foreseeable future. These third-party platforms have significant market power and discretion to set platform fees, select which apps to promote, and decide how much consumer information to provide to advertising networks that enable our Advertising solutions to target users with personalized and relevant advertising and allocate marketing campaigns in an efficient and cost-effective manner. Any changes made in the policies of third-party platforms could drive rapid change across the mobile app and advertising ecosystems. For example, in April 2021, Apple started implementing its application tracking transparency framework that, among other things, requires users' opt-in consent for certain types of tracking. While this transparency framework has not had a significant impact on our overall business, it may do so in the future, including with respect to the effectiveness of our advertising practices and/or our ability to efficiently generate revenue for our Apps. We rely in part on Identifier for Advertisers ("IDFA") to provide us with data that helps our Advertising solutions better market and monetize Apps. In light of the IDFA and transparency changes, we made changes to our data collection practices. To the extent we are unable to utilize IDFA or a similar offering, or if the transparency changes and any related opt-in or other requirements result in decreases in the availability or utility of data relating to Apps, our Advertising solutions may not be as effective, we may not be able to continue to efficiently generate revenue for our Apps, and our revenue and results of operations may be harmed. Additionally, Apple implemented new requirements for consumer disclosures regarding privacy and data processing practices in December 2020, which has resulted in increased compliance requirements and could result in decreased usage of our Apps. Apple incorporated new SDK privacy controls into iOS 17, which was released in September 2023, including privacy manifests and signatures designed to allow app developers to outline the data practices for SDKs embedded in their apps, manage tracking domains within SDKs, and curb device fingerprinting by requiring app developers to select allowed reasons for using data received through certain APIs. In February 2022, Google announced its Privacy Sandbox initiative for Android, a multi-year effort expected to restrict tracking activity and limit advertisers' ability to collect app and user data across Android devices. In January 2024, Google commenced rolling out a Chrome feature, called Tracking Protection, which limits
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cross-site tracking. In May 2023, Google announced new consent management platform ("CMP") requirements for ads served in the European Economic Area ("EEA") and UK, which requires, as of January 2024, publishers using Google AdSense, Ad Manager, or AdMob to use a CMP that has been certified by Google and has integrated with the Interactive Advertising Bureau's ("IAB") Transparency and Consent Framework when serving ads to users in the EEA or the UK. While to date these third-party platform privacy changes have had some impact on the discoverability of apps across these platforms and have had a relatively muted aggregate impact on our results of operations, the ultimate impact of these or any similar or future changes to the policies of Apple or Google could adversely affect our business, financial condition, and results of operations.
New tools for developers, industry standards, and platforms may emerge in the future. We believe our focus on the advertising ecosystem has allowed us to understand the needs of our clients and our relentless innovation has enabled us to quickly adapt to changes in the industry and pioneer new solutions. We must continue to innovate and stay ahead of developments in the advertising and mobile app ecosystems in order for our business to succeed and our results of operations to continue to improve.
Components of Results of Operations
Revenue
We generate Advertising Revenue primarily from fees collected from advertisers spending on AppDiscovery, typically on a performance basis, then shared with our advertising publishers, typically on a cost per impression basis. Advertising Revenue also includes fees generated based on a percentage of client spend through MAX and subscription fees for Adjust's measurement and analytics marketing platform. Revenue from other services under Advertising was not material.
We generate Apps Revenue from IAPs made by the users within our Apps and from IAA generated from advertisers that purchase advertising inventory from our diverse portfolio of Apps. IAA Revenue from our Apps was 32%, 31%, and 33% of total Apps Revenue in 2024, 2023, and 2022, respectively.
Cost of Revenue and Operating Expenses
Cost of revenue. Cost of revenue consists primarily of payment processing fees related to IAP Revenue, amortization of acquired technology-related intangible assets, amortization of finance lease right-of-use assets related to certain servers and networking equipment and data center costs related primarily to third-party cloud computing services. The fees for IAPs are processed and collected by third-party distribution partners. We expect our cost of revenue to increase in absolute dollars over the long term as our business and revenue continue to grow. We also expect our cost of revenue as a percentage of revenue to fluctuate period-over-period.
Sales and marketing. Sales and marketing expenses consist primarily of user acquisition costs, marketing programs and other advertising expenses, professional services costs related to the marketing of apps by third parties, personnel-related expenses including salaries, employee benefits, and stock-based compensation for employees engaged in sales and marketing activities, amortization of acquired user-related intangible assets, travel and allocated facilities and information technology costs.
We plan to continue to invest in sales and marketing to grow our Advertising customer base and increase brand awareness. We expect sales and marketing expenses to fluctuate period-over-period as we launch new games. We also expect our sales and marketing expenses as a percentage of revenue to fluctuate period- over-period in the near term as we invest to grow our customer base and increase brand awareness, and to decrease over the long term as we benefit from greater scale.
Research and development. Research and development expenses consist primarily of product development costs, including personnel-related expenses such as salaries, employee benefits, and stock-based compensation for employees engaged in research and development activities, professional services costs related to development of new apps by third parties, consulting costs, regulatory compliance costs, and allocated facilities and information technology costs.
We plan to continue to invest in research and development to continue to enhance our Advertising solutions and to improve existing games and develop new games. We expect our research and development expenses as a percentage of revenue to fluctuate period-over-period in the near term as we invest to enhance our Advertising solutions and improve our existing Apps and develop new Apps, and to decrease over the long term as we benefit from greater scale.
General and administrative. General and administrative expenses consist primarily of costs incurred to support our business, including personnel-related expenses such as salaries, employee benefits, and stock-based compensation for employees engaged in finance, accounting, legal, human resources and administration, professional services fees for legal, accounting, recruiting, and administrative services (including acquisition-related expenses), insurance, travel, and allocated facilities and information technology costs.
We plan to continue to invest in our general and administrative function to support the growth of our business. We expect our general and administrative expenses as a percentage of revenue to fluctuate period-over-period in the near term as we invest to support the growth of our business, and to decrease over the long term as we benefit from greater scale.
Other Income and Expenses
Interest expense and loss on settlement of debt. Interest expense and loss on settlement of debt consists primarily of interest expense associated with our outstanding debt, including accretion of debt discount and issuance costs.
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Other income, net. Other income, net, primarily includes interest earned on our cash and cash equivalents, fair value adjustments relating to our non-marketable equity securities, and foreign currency gains and losses.
Provision for (benefit from) income taxes. We are subject to income taxes in the United States and foreign jurisdictions in which we do business. These foreign jurisdictions have different statutory tax rates than those in the United States. Additionally, certain of our foreign earnings may also be taxable in the United States. Accordingly, our effective tax rate will vary depending on the relative proportion of foreign to domestic income, impacts from acquisition restructuring, deduction benefits related to foreign-derived intangible income, future changes in the valuation of our deferred tax assets and liabilities, and changes in tax laws. Additionally, our effective tax rate can vary based on the amount of pre-tax income or loss.
Results of Operations
In this section, we discuss the results of our operations for the year ended December 31, 2024 compared to the year ended December 31, 2023.
The following tables summarize our consolidated statement of operations:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| (in thousands) | ||||||||||
| Revenue | $ | 4,709,248 | $ | 3,283,087 | $ | 2,817,058 | ||||
| Costs and expenses | ||||||||||
| Cost of revenue1,2 | 1,166,806 | 1,059,191 | 1,256,065 | |||||||
| Sales and marketing1,2 | 849,209 | 830,718 | 919,550 | |||||||
| Research and development1 | 638,689 | 592,386 | 507,607 | |||||||
| General and administrative1 | 181,085 | 152,585 | 181,627 | |||||||
| Total costs and expenses | 2,835,789 | 2,634,880 | 2,864,849 | |||||||
| Income (loss) from operations | 1,873,459 | 648,207 | (47,791) | |||||||
| Other income (expense): | ||||||||||
| Interest expense and loss on settlement of debt | (318,260) | (275,665) | (171,863) | |||||||
| Other income, net | 20,806 | 8,028 | 14,477 | |||||||
| Total other expense | (297,454) | (267,637) | (157,386) | |||||||
| Income (loss) before income taxes | 1,576,005 | 380,570 | (205,177) | |||||||
| Provision for (benefit from) income taxes | (3,771) | 23,859 | (12,230) | |||||||
| Net income (loss) | $ | 1,579,776 | $ | 356,711 | $ | (192,947) |
_______
1 Includes stock-based compensation expense as follows:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| (in thousands) | ||||||||||
| Cost of revenue | $ | 5,499 | $ | 5,229 | $ | 6,307 | ||||
| Sales and marketing | 83,435 | 79,879 | 41,533 | |||||||
| Research and development | 239,902 | 230,806 | 94,319 | |||||||
| General and administrative | 47,619 | 47,193 | 49,453 | |||||||
| Total stock-based compensation | $ | 376,455 | $ | 363,107 | $ | 191,612 |
_______
2 Includes amortization expense related to acquired intangibles as follows:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| (in thousands) | ||||||||||
| Cost of revenue | $ | 338,380 | $ | 382,956 | $ | 448,462 | ||||
| Sales and marketing | 74,248 | 67,190 | 66,173 | |||||||
| Total amortization expense related to acquired intangibles | $ | 412,628 | $ | 450,146 | $ | 514,635 |
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The following table sets forth the components of our consolidated statements of operations for each of the periods presented as a percentage of revenue1:
| Year Ended December 31, | ||||||||
|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||
| Revenue | 100 | % | 100 | % | 100 | % | ||
| Costs and expenses: | ||||||||
| Cost of revenue | 25 | % | 32 | % | 45 | % | ||
| Sales and marketing | 18 | % | 25 | % | 33 | % | ||
| Research and development | 14 | % | 18 | % | 18 | % | ||
| General and administrative | 4 | % | 5 | % | 6 | % | ||
| Total costs and expenses | 60 | % | 80 | % | 102 | % | ||
| Income (loss) from operations | 40 | % | 20 | % | (2) | % | ||
| Other income (expense): | ||||||||
| Interest expense and loss on settlement of debt | (7) | % | (8) | % | (6) | % | ||
| Other income, net | — | % | — | % | 1 | % | ||
| Total other expense | (6) | % | (8) | % | (6) | % | ||
| Income (loss) before income taxes | 33 | % | 12 | % | (7) | % | ||
| Provision for (benefit from) income taxes | — | % | 1 | % | — | % | ||
| Net income (loss) | 34 | % | 11 | % | (7) | % |
_______
1 Totals of percentages of revenue may not foot due to rounding.
Comparison of Our Results of Operations for the Twelve Months Ended December 31, 2024, 2023, and 2022
Revenue
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Advertising Revenue | $ | 3,224,058 | $ | 1,841,762 | $ | 1,049,167 | 75 | % | 76 | % | |||||||
| In-App Purchases Revenue | 1,002,656 | 989,007 | 1,179,133 | 1 | % | (16) | % | ||||||||||
| In-App Advertising Revenue | 482,534 | 452,318 | 588,758 | 7 | % | (23) | % | ||||||||||
| Total Apps Revenue | 1,485,190 | 1,441,325 | 1,767,891 | 3 | % | (18) | % | ||||||||||
| Total Revenue | $ | 4,709,248 | $ | 3,283,087 | $ | 2,817,058 | 43 | % | 17 | % |
For the twelve months ended December 31, 2024, our Advertising Revenue increased by $1.4 billion, or 75%, from the prior year period primarily due to improved AppDiscovery performance, where the volume of installations increased 50% and net revenue per installation increased 22% compared to the prior year period. We do not recognize Advertising Revenue from transactions with our studios.
For the twelve months ended December 31, 2024, our Apps Revenue increased by $43.9 million, or 3%, from the prior year period. Our IAA Revenue from Apps increased by $30.2 million, or 7%, compared to the prior year period, due to a 34% increase in the volume of advertising impressions, partially offset by a 20% decrease in price per advertising impression. We do not recognize IAA Revenue from transactions with our studios. For the twelve months ended December 31, 2024, our IAP Revenue from Apps increased by $13.6 million, or 1%, from the prior year period, primarily due to a 3% increase in price per in-app purchase, partially offset by a 2% decrease in the volume of in-app purchases. We do not recognize IAA Revenue from transactions with our studios.
For the twelve months ended December 31, 2023, our Advertising Revenue increased by $792.6 million, or 76%, from the prior year period primarily due to publisher bonuses of $209.6 million accounted for as a reduction to revenue in the prior year period. The increase in Advertising Revenue was also due to improved AppDiscovery performance, where installations increased 17% and net revenue per installation increased 35% compared to the prior year period. We do not recognize Advertising Revenue from transactions with our studios.
For the twelve months ended December 31, 2023, our Apps Revenue decreased by $326.6 million, or 18%, from the prior year period. For the twelve months ended December 31, 2023, our IAP Revenue from Apps decreased by $190.1 million, or 16%, from the prior year period, primarily due to a 12% decrease in the volume of IAPs and a 5% decrease in price per IAP. Our IAA Revenue from Apps decreased by $136.4 million, or 23%, compared to the prior year period, due to a 45% decrease in price per advertising impression, partially offset by a 39% increase in the volume of advertising impressions. We do not recognize IAA Revenue from transactions with our studios.
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Cost of revenue
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Cost of revenue | $ | 1,166,806 | $ | 1,059,191 | $ | 1,256,065 | 10 | % | (16) | % | |||||||
| Percentage of revenue | 25 | % | 32 | % | 45 | % |
Cost of revenue in 2024 increased by $107.6 million, or 10%, compared to 2023. The increase in 2024 was primarily due to an increase in expenses associated with operating our network infrastructure driven by the growth in our Advertising operations of $141.4 million, partially offset by a decrease of $44.5 million in amortization and impairment of intangible assets resulting from the end of the useful life of certain intangible assets.
Cost of revenue in 2023 decreased by $196.9 million, or 16%, compared to 2022. The decrease in 2023 was primarily due to a decrease of $192.3 million in amortization and impairment of intangible assets resulting from the sale of certain assets within our Apps segment during the second half of 2022 and a decrease of $50.0 million in third-party payment processing fees as a result of the decline in IAP revenue, offset by an increase in expenses associated with operating our network infrastructure driven by the growth in our Software Platform operations of $42.7 million.
Sales and marketing
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Sales and marketing | $ | 849,209 | $ | 830,718 | $ | 919,550 | 2 | % | (10) | % | |||||||
| Percentage of revenue | 18 | % | 25 | % | 33 | % |
Sales and marketing expenses in 2024 increased by $18.5 million, or 2%, compared to 2023 due primarily to an increase of $10.3 million in depreciation and amortization driven by write-offs of certain intangible assets, an increase of $9.4 million increase in personnel-related expenses primarily related to an increase in stock-based compensation related payroll costs and an increase of $9.6 million in professional services costs associated with the marketing of apps by third parties. This was partially offset by a decrease of $17.9 million in user acquisition costs.
Sales and marketing expenses in 2023 decreased by $88.8 million, or 10%, compared to 2022 primarily due to a $126.5 million decrease in user acquisition costs and a $12.3 million decrease in professional services costs associated with the strategic review and optimization of our Apps segment, offset by a $47.5 million increase in personnel-related expense primarily due to an increase in stock-based compensation.
Research and development
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Research and development | $ | 638,689 | $ | 592,386 | $ | 507,607 | 8 | % | 17 | % | |||||||
| Percentage of revenue | 14 | % | 18 | % | 18 | % |
Research and development expenses in 2024 increased by $46.3 million, or 8%, compared to 2023. The increase was primarily due to an increase of $44.9 million in personnel-related expenses related to an increase in stock-based compensation related payroll costs.
Research and development expenses in 2023 increased by $84.8 million, or 17%, compared to 2022. The increase was primarily due to an increase of $145.5 million in personnel-related expenses related to an increase in stock-based compensation expense as a result of an increase in headcount, offset by a decrease of $67.1 million in professional services costs due to the optimization and sale of certain assets within our Apps segment.
General and administrative
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| General and administrative | $ | 181,085 | $ | 152,585 | $ | 181,627 | 19 | % | (16) | % | |||||||
| Percentage of revenue | 4 | % | 5 | % | 6 | % |
General and administrative expenses in 2024 increased by $28.5 million, or 19% compared to 2023. The increase was primarily due to $12.7 million in personnel-related expenses related to an increase in stock-based compensation related payroll costs and an increase of $11.7 million in legal-related costs.
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General and administrative expenses in 2023 decreased by $29.0 million, or 16% compared to 2022. The decrease was primarily due to $12.7 million in acquisition-related costs in 2022 and a decrease of $6.7 million in professional services costs primarily associated with acquisition support.
Interest expense and loss on settlement of debt
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Interest expense and loss on settlement of debt | $ | (318,260) | $ | (275,665) | $ | (171,863) | 15 | % | 60 | % | |||||||
| Percentage of revenue | (7) | % | (8) | % | (6) | % |
In 2024, interest expense and loss on settlement of debt increased by $42.6 million, or 15%, compared to 2023. This increase was due to loss on extinguishment of debt of $28.4 million in the current period. In addition, the prior year period includes a net gain of $15.8 million related to interest rate swaps.
In 2023, interest expense and loss on settlement of debt increased by $103.8 million, or 60%, compared to 2022. This increase was primary driven by $99.5 million due to an increase in interest rate and $4.3 million in loss on settlement of debt resulting from a debt refinancing transaction during the period.
Other income, net
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Other income, net | $ | 20,806 | $ | 8,028 | $ | 14,477 | 159 | % | (45) | % | |||||||
| Percentage of revenue | — | % | — | % | 1 | % |
In 2024, other income, net increased by $12.8 million compared to 2023. The increase was primarily due to the loss on fair value remeasurement of $20.7 million from the impairment of non-marketable equity securities in the prior year period, partially offset by a decrease in interest income of $10.2 million due to a reduction in average cash balances held during the period.
In 2023, other income, net decreased by $6.4 million compared to 2022. The decrease was primarily due to the loss on fair value remeasurement of $20.7 million from the impairment of non-marketable equity securities and an expense resulting from a debt refinancing transaction of $11.0 million, offset by an increase in interest income of $23.2 million and an increase in net foreign currency gains and losses of $4.4 million.
Provision for (benefit from) Income Taxes
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Provision for (benefit from) income taxes | $ | (3,771) | $ | 23,859 | $ | (12,230) | (116) | % | (295) | % | |||||||
| Percentage of revenue | — | % | 1 | % | — | % |
In 2024, tax provision for income taxes decreased by $27.6 million, or 116%, compared to 2023. The decrease in tax provision was primarily driven by an increase of $172.9 million of stock-based compensation benefit, a benefit of $123.2 million due to foreign income taxed at a different rate, an increase of $31.5 million in the research and development credit, offset by an increase of $251.0 million due to higher pre-tax book income of $1.6 billion in 2024 as compared to pre-tax book income of $380.6 million in 2023, and an increase of $34.7 million related to increase in Global Intangible Low-Taxed Income.
In 2023, tax provision for income taxes increased by $36.1 million, or 295%, compared to 2022. The increase in tax provision was primarily driven by an increase of $119.0 million due to the tax impact on the pre-tax income of $380.6 million in 2023 as compared to pre-tax loss of $205.2 million in 2022, offset by $65.7 million related to foreign rate differential and income inclusion, an increase of $16.5 million related to increase in Global Intangible Low-Taxed Income offset by an increase in foreign tax credit, an increase of $25.9 million of stock-based compensation benefit, and an increase of $13.3 million in the research and development credit.
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Comparison of our Segment Results of Operations
The following table presents the results for our Advertising and Apps segment adjusted EBITDA for the periods indicated:
| Year Ended December 31, | 2023 to 2024 % change | 2022 to 2023 % change | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | |||||||||||||||
| (in thousands, except percentages) | |||||||||||||||||
| Advertising Adjusted EBITDA | $ | 2,442,597 | $ | 1,275,705 | $ | 808,415 | 91 | % | 58 | % | |||||||
| Apps Adjusted EBITDA | $ | 277,008 | $ | 226,953 | $ | 254,795 | 22 | % | (11) | % |
Twelve Months Ended December 31, 2024 Compared to Twelve Months Ended December 31, 2023
The $1.2 billion, or 91%, increase in Advertising Adjusted EBITDA for 2024 was primarily driven by an increase in Advertising Revenue of $1.4 billion, partially offset by an increase of $141.3 million in expenses associated with our network infrastructure and an increase of $33.3 million in personnel-related expenses.
The $50.1 million, or 22%, increase in Apps Adjusted EBITDA for 2024 was primarily driven by an increase in Apps Revenue of $43.9 million, a $17.9 million decrease in user acquisition costs, and a $7.7 million decrease in third-party payment processing fees paid associated with IAPs, partially offset by an $18.2 million increase in professional services costs related to marketing, development and maintenance of apps by third parties.
Twelve Months Ended December 31, 2023 Compared to Twelve Months Ended December 31, 2022
The $467.3 million, or 58%, increase in Advertising Adjusted EBITDA for 2023 was primarily driven by an increase in Advertising Revenue of $792.6 million, partially offset by an increase of $49.5 million in expenses associated with our network infrastructure and an increase of $46.6 million in personnel-related expenses related to an increase in stock-based compensation expense as a result of an increase in headcount. In addition, Advertising Adjusted EBITDA for 2022 has been adjusted to exclude one-time publisher bonuses of $209.6 million for the year ended December 31, 2022.
The $27.8 million, or 11%, decrease in Apps Adjusted EBITDA for 2023 was primarily driven by a decrease in Apps Revenue of $326.6 million, offset by a $126.7 million decrease in user acquisition costs, an $84.1 million decrease in professional services costs related to marketing, development and maintenance of apps by third parties, a $50.0 million decrease in third-party payment processing fees paid associated with IAPs, and a $15.9 million decrease in personnel-related expenses.
Liquidity and Capital Resources
As of December 31, 2024, we had cash and cash equivalents of $741.4 million, consisting primarily of cash on deposit with banks and short-term liquid investments in money market deposit accounts. We believe that our existing cash and cash equivalents, cash flows expected to be generated by our operations, and, if necessary, our borrowing capacity under our 2024 Credit Agreement that provides for $1.0 billion of unsecured revolving credit facility, would be sufficient to satisfy our anticipated working capital and capital expenditures needs for at least the next 12 months. Our future capital requirements will depend on many factors, including our revenue growth rate; sales and marketing activities; timing and extent of spending to support our research and development efforts; capital expenditures to purchase hardware and software; our continued need to invest in our IT infrastructure to support our growth; and the volume and timing of our stock repurchases. In addition, we may enter into additional strategic partnerships as well as agreements to acquire or invest in teams and technologies, including intellectual property rights, which could increase our cash requirements. As a result of these and other factors, we may be required to seek additional equity or debt financing sooner than we currently anticipate. See the section titled “Risk Factors—Risks Related to Financial and Accounting Matters” for more information regarding risks related to liquidity and capital resources.
The following table summarizes our cash flows for the periods indicated:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2024 | 2023 | 2022 | ||||||||
| (in thousands) | ||||||||||
| Net cash provided by operating activities | $ | 2,099,011 | $ | 1,061,510 | $ | 412,773 | ||||
| Net cash used in investing activities | $ | (106,754) | $ | (77,829) | $ | (1,371,468) | ||||
| Net cash used in financing activities | $ | (1,749,844) | $ | (1,562,791) | $ | (526,848) |
Operating Activities
Net cash provided by operating activities was $2.1 billion for 2024, primarily consisting of $1.6 billion of net income, adjusted for certain non-cash items, such as $448.7 million of amortization, depreciation and write-offs, $369.4 million of stock-based compensation expense, $28.4 million of loss on settlement of debt, $12.7 million of change in operating right of use asset, partially offset by a net decrease in the operating assets and liabilities of $349.5 million.
Net cash provided by operating activities was $1.1 billion for 2023, primarily consisting of $356.7 million of net income, adjusted for certain non-cash items, such as $489.0 million of amortization, depreciation and write-offs, $363.1 million of stock-
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based compensation expense, $28.0 million of impairment of non-marketable equity securities, $17.8 million of change in operating right of use asset, and $9.4 million of amortization of debt issuance costs and discount partially offset by a net increase in the operating assets and liabilities of $208.7 million.
The improvement in cash flows from operating activities during 2024 compared to 2023 was primarily due to an increase in cash collection from our customers driven by the increase in revenue, partially offset by higher cash operating expenses, primarily related to data center and payroll related costs, as well as higher interest payments due to an increase of debt.
Investing Activities
Net cash used in investing activities was $106.8 million for 2024, primarily consisting of $77.0 million in purchases of non-marketable investments and $25.6 million related to contingent considerations for prior acquisitions and capitalized software development costs.
Net cash used in investing activities was $77.8 million for 2023, primarily consisting of $63.9 million related to contingent considerations for prior acquisitions and capitalized software development costs, and $17.9 million in purchases of non-marketable investments.
Financing Activities
Net cash used in financing activities was $1.7 billion for 2024, primarily consisting of $4.2 billion of principal repayments of debt, $1.1 billion of payments for withholding taxes related to net share settlement of equity awards, and $981.3 million of stock repurchases, partially offset by $4.6 billion of proceeds from issuance of debt.
Net cash used in financing activities was $1.6 billion for 2023, primarily consisting of $1.2 billion of stock repurchases, $498.0 million of principal repayments of debt, and $246.4 million of payments for withholding taxes related to net share settlement of equity awards, partially offset by $395.3 million of proceeds from issuance of debt.
Credit Agreement
In December 2024, we entered into an unsecured credit agreement (the "2024 Credit Agreement"), which provided for a $1.0 billion unsecured revolving credit facility maturing on December 5, 2029, with the option for two one-year extensions as permitted under the agreement. The 2024 Credit Agreement replaced the existing credit agreement, originally entered into in August 2018 and subsequently amended multiple times. As of December 31, 2024, no amounts had been borrowed under the 2024 Credit Agreement. For additional information on the 2024 Credit Agreement, see Note 9 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Long-term Debt
As of December 2024, we had outstanding long-term debt in the form of senior unsecured notes for an aggregate principal amount of $3.6 billion. These notes were issued in multiple series, which mature from 2029 to 2035 and bear fixed annual interest rates ranging from 5.125% to 5.950%, with interest payments due semi-annually in arrears on June 1 and December 1 of each year, beginning on June 1, 2025. For additional information, see Note 9 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Stock Repurchase Program
During 2024, our board of directors authorized increases to our stock repurchase program of an aggregate amount of $3.3 billion, which additional amount may be repurchased from time to time subject to a limitation in any fiscal quarter of the amount of our Free Cash Flow in the preceding fiscal quarter and compliance with applicable law and any contractual restrictions. As of December 31, 2024, $2.3 billion remained available and authorized for repurchases under our stock repurchase program. For additional information on the stock repurchase program, see Note 10 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Contractual Obligations
As of December 31, 2024, we had non-cancellable purchase obligations primarily related to an agreement for third-party cloud computing services of $1.2 billion, with $438.9 million payable within twelve months. For additional information, see Note 5 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
As of December 31, 2024, we had non-cancelable payments related to leases of servers and networking equipment of $184.1 million, with $30.5 million payable within twelve months. For additional information, see Note 8 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
As of December 31, 2024, we had non-cancellable payments related to leases of office facilities of $51.4 million, with $16.8 million payable within twelve months. For additional information, see Note 8 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
As of December 31, 2024, we had unfunded commitments of $21.5 million related to investments in certain private equity funds, which may be called from time to time by the funds. For additional information, see Note 3 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
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As of December 31, 2024, we had a non-cancelable payment related to a third-party intellectual property license of $12.8 million, which was paid in January 2025.
As of December 31, 2024, we had certain contingent consideration arrangements related to our prior acquisitions, with payouts contingent on the profit or revenue generated by the relevant Apps. We do not expect these payouts to have a material impact on our cash flows.
Taxes
As of December 31, 2024, we had recorded liabilities of $60.9 million related to uncertain tax positions. Due to uncertainties in the timing of potential tax audits, the timing of the resolution of these positions is uncertain and we are unable to make a reasonable estimate of the timing of payments in individual years particularly beyond 12 months.
Critical Accounting Estimates
Our consolidated financial statements are prepared in accordance with GAAP. The preparation of our consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities revenue, expenses and related disclosures. On an ongoing basis, we evaluate our estimates based on assumptions that are believed to be reasonable under the circumstances. These estimates are inherently subject to judgment and actual results could differ materially from those estimates.
An accounting estimate is considered critical if it involves significant subjectivity and judgment, and if changes in the estimate have had or are reasonably likely to have a material effect on our consolidated financial statements. We believe the following estimates are subject to a greater degree of judgment and complexity and have the greatest potential impact on our consolidated financial statements. For additional information on all of our significant accounting policies, see Note 2 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K.
Goodwill and Intangible Assets
We assess goodwill for impairment at the reporting unit level annually during the fourth quarter, or more frequently if events or changes in circumstances indicate potential impairment. Similarly, we evaluate intangible assets for impairment at the asset group level whenever indications suggest that their carrying amounts may not be recoverable. These impairment assessments involve both qualitative and quantitative evaluations.
The qualitative evaluation considers factors such as financial performance, macroeconomic conditions, industry trends, and other relevant events that may impact an reporting unit or asset group. If qualitative assessments suggest a potential impairment, we proceed with a quantitative assessment, which involves significant estimates and assumptions including projected future cash flows, risk-adjusted discount rates, economic and market conditions, and appropriate market comparables, among others. Additionally, we apply judgment and assumptions in allocating shared assets and liabilities to determine the carrying values of each reporting unit or asset group. Furthermore, we review and reassess the estimated remaining useful lives of intangible assets if significant events or changes in circumstances indicate a need to revise the remaining amortization periods.
Stock-Based Compensation
We measure and recognize stock-based compensation expense for share-based awards, primarily including restricted stock units ("RSUs"), performance-based RSUs with both service and market-based conditions, stock options and stock purchase rights granted under the Employee Stock Purchase Plan, based on the grant-date fair value of the awards. To estimate the grant-date fair value, we may use different valuation models such as the Black-Scholes option valuation model or the Monte Carlo valuation model that require various assumptions including, among others, the expected stock price volatility, the risk-free interest rate, the expected dividend yield, the discount for awards subject to post-vesting restrictions.
Income Taxes
We account for income taxes under the asset and liability method, which requires the recognition of deferred tax assets and liabilities for the expected future tax consequences of events that have been included in the financial statements. Under this method, we determine deferred tax assets and liabilities on the basis of the differences between the financial statement and tax bases of assets and liabilities by using enacted tax rates in effect for the year in which the differences are expected to reverse. The effect of a change in tax rates on deferred tax assets and liabilities is recognized in income in the period that includes the enactment date.
We recognize deferred tax assets to the extent that these assets are more likely than not to be realized. In making such a determination, we consider all available positive and negative evidence, including future reversals of existing taxable temporary differences, projected future taxable income, tax-planning strategies, and results of recent operations. If we determine that we would be able to realize deferred tax assets in the future in excess of their net recorded amount, an adjustment to the deferred tax asset valuation allowance would be made to reduce the provision for income taxes.
We record uncertain tax positions on the basis of a two-step process in which determinations are made (i) whether it is more likely than not that the tax positions will be sustained on the basis of the technical merits of the position and (ii) for those tax positions that meet the more-likely-than-not recognition threshold, we recognize the largest amount of tax benefit that is more than 50% likely to be realized upon ultimate settlement with a tax authority.
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We recognize interest and penalties related to unrecognized tax benefits in the income tax expense line in our consolidated statement of operations. Accrued interest and penalties are included in the other non-current liabilities line in the consolidated balance sheet.
Recent Accounting Pronouncements
See Note 2 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K for recently adopted accounting pronouncements and recently issued accounting pronouncements not yet adopted as of the dates of the statement of financial position included in this Annual Report on 10-K.