Biggest changeNet cash used in investing activities During the year ended December 31, 2023, we used $54.2 million of cash in investing activities, primarily consisting of capital expenditures of $20.5 million (including a $16.2 million investment in data and partnership agreements), website and software development costs of $15.5 million and business and asset acquisitions and other investments of $18.2 million (net of cash acquired).
Biggest changeDuring the year ended December 31, 2023, we used $54.2 million of cash in investing activities, primarily consisting of capital expenditures of $20.5 million (including a $16.2 million investment in data and partnership agreements), website and software development costs of $15.5 million and business and asset acquisitions and other investments of $18.2 million (net of cash acquired). 46 Net cash provided by / (used for) financing activities During the year ended December 31, 2024, net cash provided by financing activities of $198.0 million resulted primarily from the equity capital raise of $229.0 million, net proceeds from the credit facility refinancing of $11.6 million, $3.4 million paid by certain employees under the Company's employee stock purchase plan and exercise of options of $3.2 million, partially offset by payment of acquisition-related liabilities of $7.0 million, and repurchases of $42.2 million of our common stock under our share repurchase and RSA withholdings program.
Media and marketing costs consist primarily of fees paid to third-party publishers, media owners or managers, and strategic partners that are directly related to a revenue-generating events. We pay these third-party publishers, media owners or managers and strategic partners on a revenue-share, a cost-per-lead, cost-per-click, or cost-per-thousand-impressions basis.
Media and marketing costs consist primarily of fees paid to third-party publishers, media owners or managers, and strategic partners that are directly related to revenue-generating events. We pay these third-party publishers, media owners or managers and strategic partners on revenue-share, a cost-per-lead, cost-per-click, or cost-per-thousand-impressions basis.
We expect that restructuring expenses will be correlated with future restructuring activities (if any), which could be greater than or less than our historic levels. Interest expense Interest expense primarily consists of interest payable on our long-term borrowings, net of interest earned on our short term investments in money market accounts and other short term deposits.
We expect that restructuring expenses will be correlated with future restructuring activities (if any), which could be greater than or less than our historic levels. Interest expense, net Interest expense, net primarily consists of interest payable on our long-term borrowings, net of interest earned on our short-term investments in money market accounts and other short-term deposits.
We are currently in compliance with our financial maintenance covenants under the Senior Secured Credit Facility and, based upon our current expectations, believe that we will continue to comply with our financial maintenance covenants for the next 12 months.
We are currently in compliance with our financial covenants under the Senior Secured Credit Facility, and, based upon our current expectations, believe that we will continue to comply with our financial maintenance covenants for the next 12 months.
Treasury rates at the time of grant that approximate the expected term of the option. • Expected dividend yield: We have never declared or paid any dividends and do not expect to pay any dividends in the foreseeable future. • Expected term: We estimate the expected term using the “simplified method” as we do not have sufficient historical exercise data. • Current value of the underlying asset: This is based on the VWAP (volume weighted average price) of our stock as of the date of issuance of PSUs. • Expected volatility: Expected volatility is estimated by considering the historical volatility of similar publicly-traded companies for which share price information is available.
Treasury rates at the time of grant that approximate the expected term of the option. • Expected dividend yield: We have never declared or paid any dividends and do not expect to pay any dividends in the foreseeable future. • Expected term: We estimate the expected term using the “simplified method” as we do not have sufficient historical exercise data. • Current value of the underlying asset: This is based on the VWAP (volume weighted average price) of our stock as of the date of issuance of PSUs. 50 • Expected volatility: Expected volatility is estimated by considering the historical volatility of similar publicly-traded companies for which share price information is available.
Share Repurchase and RSA Withholding Program In August 2022, the Company's Board of Directors authorized a share repurchase and withholding program (the “2022 SRP”) authorizing the repurchase of up to $50.0 million of our outstanding Class A common stock through December 31, 2024 and authorizing withholding as an alternative to market sales by executives to satisfy tax withholding requirements upon vesting of restricted stock awards (“RSAs”).
Share Repurchase and RSA Withholding Program In August 2022, the Company's Board of Directors authorized a share repurchase and withholding program (the “2022 SRP”) authorizing the repurchase of up to $50.0 million of our outstanding Class A Common Stock through December 31, 2024 and 47 authorizing withholding as an alternative to market sales by executives to satisfy tax withholding requirements upon vesting of restricted stock awards (“RSAs”).
A significant change in the time spent on each project could have a material impact on the amount capitalized and the related amortization expense in subsequent periods. 46 Intangible assets, net We record intangible assets at cost less accumulated amortization. Cost of intangible assets acquired through business combinations represents their fair market value at the date of acquisition.
A significant change in the time spent on each project could have a material impact on the amount capitalized and the related amortization expense in subsequent periods. Intangible assets, net We record intangible assets at cost less accumulated amortization. Cost of intangible assets acquired through business combinations represents their fair market value at the date of acquisition.
We plan to incur additional general and administrative expenses to support our growth. Even as cost of revenues (excluding depreciation and amortization) and other expenses fluctuate over time and may be negatively impacted by factors beyond our control, we plan to remain focused on making necessary investments to drive long-term growth.
We plan to incur additional general and administrative expenses to support our growth. Even as cost of revenues (excluding depreciation and amortization) and other operating expenses fluctuate over time and may be negatively impacted by factors beyond our control, we plan to remain focused on making necessary investments to drive long-term growth.
When we enter into transactions that include certain features that qualify to be embedded derivatives in accordance with ASC Topic 815, that requires to bifurcate such features from their host instruments and account for them as free-standing derivative financial instruments if certain criteria are met.
When we enter into transactions that include certain features that qualify to be embedded derivatives in accordance with ASC Topic 815, Derivatives and Hedging , that requires to bifurcate such features from their host instruments and account for them as free-standing derivative financial instruments if certain criteria are met.
Because of these and other limitations, you should consider our non-GAAP measures only as supplemental to other GAAP-based financial performance measures, including revenues and net loss. The following table reconciles adjusted EBITDA and adjusted EBITDA margin to net loss and net loss margin, the most directly comparable financial measure calculated and presented in accordance with GAAP.
Because of these and other limitations, you should consider our non-GAAP measures only as supplemental to other GAAP-based financial performance measures, including revenues and net income / (loss). The following table reconciles adjusted EBITDA and adjusted EBITDA margin to net loss and net loss margin, the most directly comparable financial measure calculated and presented in accordance with GAAP.
Our scaled customer ARPU growth resulted primarily from the initial effects of transitioning our sales team model to focus a dedicated team on new business development and a separate team on training and educating new and existing users on our platform capabilities.
Our scaled customer ARPU growth resulted primarily from the effects of transitioning our sales team model to focus a dedicated team on new business development and a separate team on training and educating new and existing users on our platform capabilities.
While it is difficult to predict adoption rates and future product demand, we are focused on continuing to innovate and create marketing automation products that address the business requirements of our customers better than alternative solutions. 35 Investment in Innovation We intend to invest in our business in order to drive long-term growth in an expanding market and capture economies of scale derived from a larger business base.
While it is difficult to predict adoption rates and future product demand, we are focused on continuing to innovate and create marketing automation products that address the business requirements of our customers better than alternative solutions. 38 Investment in Innovation We intend to invest in our business in order to drive long-term growth in an expanding market and capture economies of scale derived from a larger business base.
Overview Zeta is a leading omnichannel data-driven cloud platform that provides enterprises with consumer intelligence and marketing automation software. We empower our customers to target, connect and engage consumers through software that delivers personalized marketing across all addressable channels, including email, social media, web, chat, Connected TV (“CTV”) and video, among others.
Overview Zeta is a leading AI-powered omnichannel data-driven cloud platform that provides enterprises with consumer intelligence and marketing automation software. We empower our customers to target, connect and engage consumers through software that delivers personalized marketing across all addressable channels, including email, social media, web, chat, Connected TV (“CTV”) and video, among others.
Repurchases and withholdings during any given fiscal period under the 2022 SRP will reduce the number of weighted-average common shares outstanding for the period.
Repurchases and withholdings during any given fiscal period under the 2022 SRP and 2024 SRP will reduce the number of weighted-average common shares outstanding for the period.
Stock-based compensation The measurement of stock-based compensation for all stock-based payment awards, including restricted stock, performance stock units (“PSUs”) and stock options granted to employees, consultants or advisors and non-employee directors, and shares purchased under the Company’s employee stock purchase plan (“ESPP”), is based on the estimated fair value of the awards on the date of grant or date of modification of such grants.
Stock-based compensation The measurement of stock-based compensation for all stock-based payment awards, including restricted stock, restricted stock units (“RSU”), performance-based stock units (“PSUs”) and stock options granted to employees, consultants or advisors and non-employee directors, and shares purchased under the Company’s employee stock purchase plan (“ESPP”), is based on the 41 estimated fair value of the awards on the date of grant or date of modification of such grants.
Adjusted EBITDA and adjusted EBITDA margin Adjusted EBITDA is a non-GAAP financial measure defined as net loss adjusted for interest expense, depreciation and amortization, stock-based compensation, income tax (benefit) / provision, acquisition-related expenses, restructuring expenses, change in fair value of warrants and derivative liabilities, certain dispute settlement expenses, gain on extinguishment of debt, certain non-recurring IPO related expenses, including the payroll taxes related to vesting of restricted stock and restricted stock units upon the completion of our IPO, and other (income) / expenses.
Adjusted EBITDA and adjusted EBITDA margin Adjusted EBITDA is a non-GAAP financial measure defined as net income / (loss) adjusted for interest expense, net, depreciation and amortization, stock-based compensation, income tax (benefit) / provision, acquisition-related expenses, restructuring expenses, change in fair value of warrants and derivative liabilities, certain dispute settlement expenses, gain on extinguishment of debt, certain non-recurring capital raise related (including IPO) expenses, including the payroll taxes related to vesting of restricted stock and restricted stock units upon the completion of the IPO, and other expenses.
Additionally, our historical results are not necessarily indicative of the results that may be expected for any period in the future. Our management’s discussion and analysis of financial condition and results of operations included in this document generally discusses 2023 and 2022 items and year-to-year comparisons between 2023 and 2022.
Additionally, our historical results are not necessarily indicative of the results that may be expected for any period in the future. Our management’s discussion and analysis of financial condition and results of operations included in this document generally discusses 2024 and 2023 items and year-to-year comparisons between 2024 and 2023.
We expect that the magnitude of other income and expenses will depend on external factors such as foreign exchange rate and the remeasurement impact of acquisition related liabilities, which depends on the performance of our acquisitions and could be greater than or less than our historic levels.
We expect that the magnitude of other income and expenses will depend on external factors such as foreign exchange rates and the remeasurement impact of acquisition-related liabilities, which depends on the performance of our acquisitions and could be greater than or less than our historic levels.
For the years ended December 31, 2023 and 2022, annual goodwill impairment test, we elected to bypass the qualitative assessment for the four reporting units and proceeded directly to the quantitative impairment test using a discounted cash flow method to estimate the fair value of the reporting units.
For the years ended December 31, 2024 and 2023, annual goodwill impairment test, we elected to bypass the qualitative assessment for the four reporting units and proceeded directly to the quantitative impairment test using a discounted cash flow method to estimate the fair value of the reporting units.
We expect that acquisition-related expenses will be correlated with future acquisitions (if any), which could be greater than or less than our historic levels. Restructuring expenses Restructuring expenses consists primarily of employee termination costs due to internal restructuring.
We expect that acquisition-related expenses will be correlated with future acquisitions (if any), which could be greater than or less than our historic levels. Restructuring expenses Restructuring expenses primarily consist of employee termination costs due to internal restructuring.
Research and development expenses Research and development expenses primarily consists of employee-related costs, including salaries, bonuses and employee benefit costs, stock-based compensation associated with engineering and IT services associated with the ongoing research and maintenance of internal use software.
Research and development expenses Research and development expenses primarily consist of employee-related costs, including salaries, bonuses and employee benefit costs, stock-based compensation associated with engineering and IT services associated with the ongoing research and maintenance of internal use software.
For both 2023 and 2022, our effective tax rates differ from the U.S. federal statutory rate of 21% primarily related to changes in our U.S valuation allowance as we maintain a full valuation allowance against our U.S. net deferred tax assets based upon the weight of objective evidence. 41 Non-GAAP Financial Measures We use the following non-GAAP financial information, collectively, to evaluate our ongoing operations and for internal planning and forecasting purposes.
For both 2024 and 2023, our effective tax rates differ from the U.S. federal statutory rate of 21% primarily related to changes in our U.S. valuation allowance as we maintain a full valuation allowance against our U.S. net deferred tax assets based upon the weight of objective evidence. 44 Non-GAAP Financial Measures We use the following non-GAAP financial information, collectively, to evaluate our ongoing operations and for internal planning and forecasting purposes.
We perform an annual goodwill impairment test on October 1 every year based on financial statements as of September 30. Goodwill impairment is assessed based on a comparison of the fair value of our reporting units to the underlying carrying value of 47 the reporting unit’s net assets, including goodwill. As of December 31, 2023, we have four reporting units.
We perform an annual goodwill impairment test on October 1 every year based on financial statements as of September 30. Goodwill impairment is assessed based on a comparison of the fair value of our reporting units to the underlying carrying value of the reporting unit’s net assets, including goodwill. As of December 31, 2024, we have four reporting units.
In particular, we believe that the exclusion of stock-based compensation, certain dispute settlement expenses and non-recurring IPO related expenses that are not related to our core operations provides measures for period-to-period comparisons of our business and provides additional insight into our core controllable costs.
In particular, we believe that the exclusion of stock-based compensation, certain dispute settlement expenses and non-recurring capital raise related (including IPO) expenses that are not related to our core operations provides measures for period-to-period comparisons of our business and provides additional insight into our core controllable costs.
Discussions of 2021 items and year-to-year comparisons between 2022 and 2021 that are not included in this document can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31, 2022, filed with the SEC on February 24, 2023.
Discussions of 2022 items and year-to-year comparisons between 2023 and 2022 that are not included in this document can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31, 2023, filed with the SEC on February 28, 2024.
Agile Intelligence suite has been a proven way to land scaled customers, with minimal cost of implementation and high value adoption. 34 Drive Increase to Average Revenue Per User During the year ended December 31, 2023, we experienced an increase in our scaled customer Average Revenue Per User (“ARPU”), which resulted in our revenues increasing for the year compared to the prior-year period.
Agile Intelligence suite has been a proven way to land scaled customers, with minimal cost of implementation and high value adoption. 37 Drive Increase to Average Revenue Per User During the year ended December 31, 2024, we experienced an increase in our scaled customer Average Revenue Per User (“ARPU”), which resulted in our revenues increasing for the year compared to the prior-year period.
Contingent consideration estimates may change based on actual results and may differ from management’s current expectations. For more information refer to Note 7 and Note 8 to our consolidated financial statements and notes thereto included in the “Financial Statements and Supplementary Data” section of this Annual Report on Form 10-K.
Contingent consideration estimates may change based on actual results and may differ from management’s current expectations. For more information refer to Note 7 Acquisitions and Note 8 Acquisition-Related Liabilities to our consolidated financial statements and notes thereto included in the “Financial Statements and Supplementary Data” section of this Annual Report on Form 10-K.
We may also act as principal when contracting for third-party services on behalf of our customers, because we control the specified goods or services before they are transferred to the customer and we are responsible for providing the specified goods or services, or we are responsible for directing and integrating third-party vendors to fulfill our performance obligation at the agreed upon contractual price.
In certain contracts, we may act as principal when contracting for third-party services on behalf of our customers, because we control the specified goods or services before they are transferred to the customer and we are responsible for providing the specified goods or services, or we are responsible for directing and integrating third-party vendors to fulfill our performance obligation at the agreed upon contractual price.
Key assumptions used to determine the fair value of stock options, shares purchase under our ESPP and PSUs were as follows: • Risk-free interest rate: The risk-free interest rate is based on the U.S.
Key assumptions used to determine the fair value of stock options, shares purchase under our ESPP and PSUs subject to market conditions were as follows: • Risk-free interest rate: The risk-free interest rate is based on the U.S.
Factors considered by management in performing this assessment include current operating results, trends and prospects, the manner in which the intangible assets are used, and the effects of obsolescence, demand, competition and other economic factors. Fair value We grant stock-based payment awards including restricted stock, Performance Stock Units (“PSU”) and stock options to employees, contractors or advisors and non-employee directors.
Factors considered by management in performing this assessment include current operating results, trends and prospects, the manner in which the intangible assets are used, and the effects of obsolescence, demand, competition and other economic factors. Fair value We grant stock-based payment awards including restricted stock, RSUs, PSUs, and stock options to employees, contractors or advisors and non-employee directors.
The ZMP’s data-driven algorithms and processes learn and optimize each customer’s marketing program in real time, producing a ‘flywheel effect’ that enables our customers to test, learn and improve their marketing programs in real time. The ZMP empowers our customers to personalize consumer experiences at scale across multiple touchpoints.
The ZMP’s data-driven algorithms and processes learn and optimize each customer’s marketing program in real time, producing a ‘flywheel effect’ that enables our customers to test, learn and improve their marketing programs in real time. The ZMP enhances our customers' ability to personalize consumer experiences at scale across multiple touchpoints.
Estimates are based on management judgment and the best available information, and as such actual results could differ from those estimates.
Estimates are based on management's judgment and the best available information, and as such actual results could differ from those estimates.
We exclude political and advocacy customers, which represented 1.8% and 6.3% of revenue for 2023 and 2022, respectively, from our calculation of annual NRR rate because of the biennial nature of these customers. Our customer loyalty is also reflected in the table below, which breaks down the tenure of our scaled customers for the year ended December 31, 2023.
We exclude political and advocacy customers, which represented 8.0% and 1.8% of revenue for 2024 and 2023, respectively, from our calculation of annual NRR rate because of the biennial nature of these customers. Our customer loyalty is also reflected in the table below, which breaks down the tenure of our scaled customers for the year ended December 31, 2024.
Between January 1, 2023 and December 31, 2023, our sales team increased by approximately 13 sales employees, and we expect to continue to invest in our go-to-market efforts in 2024. We have significantly enhanced our sales techniques in order to build a collaborative environment that encourages cross-selling and implemented a new learning and development program for our sales team.
Between January 1, 2024 and December 31, 2024, our sales team increased by 16 sales employees, and we expect to continue to invest in our go-to-market efforts in 2025. We have significantly enhanced our sales techniques in order to build a collaborative environment that encourages cross-selling and implemented a new learning and development program for our sales team.
Change in fair value of warrants and derivative liabilities Change in fair value of warrants and derivative liabilities primarily relates to warrants to purchase shares of our common stock that we issued in connection with previous financing rounds, these warrants were converted into our Class A Common Stock upon IPO and as such there is no revaluation impact of warrant liabilities during the year ended on December 31, 2023.
Change in fair value of warrants and derivative liabilities Change in fair value of warrants and derivative liabilities primarily relates to warrants to purchase shares of our common stock that we issued in connection with previous financing rounds, these warrants were converted into Class A Common Stock upon our initial public offering ("IPO"), and as such there is no revaluation impact of warrant liabilities during the years ended on December 31, 2024 and 2023.
Recently Issued Accounting Pronouncements A description of recently issued accounting pronouncements that may potentially impact our financial condition and results of operations is disclosed in Note 2 to our consolidated financial statements and notes thereto included in the “Financial Statements and Supplementary Data” section of this Annual Report on Form 10-K.
Recently Issued Accounting Pronouncements A description of recently issued accounting pronouncements that may potentially impact our financial condition and results of operations is disclosed in Note 2 Basis of Presentation and Significant Accounting Policies to our audited consolidated financial statements and notes thereto included in the “Financial Statements and Supplementary Data” section of this Annual Report on Form 10-K.
Our Agile Intelligence suite synthesizes Zeta’s proprietary data and data generated by our customers to uncover consumer insights that are translated into marketing programs designed for highly targeted audiences across digital channels, including email, SMS, websites, applications, social media, CTV and chat.
Our Agile Intelligence ® suite (formerly known as Opportunity Explorer) synthesizes Zeta’s proprietary data and data generated by our customers to uncover consumer insights that are translated into marketing programs designed for highly targeted audiences across digital channels, including email, SMS, websites, applications, social media, CTV and chat.
As part of this strategy, we expect to drive expansion in the number of channels per scaled customer. During the year ended December 31, 2023 and 2022, our channels per scaled customer were 2.1 and 2.0, respectively.
As part of this strategy, we expect to drive expansion in the number of channels per scaled customer. During the year ended December 31, 2024 and 2023, our channels per scaled customer were 2.3 and 2.1, respectively.
Net cash provided by financing activities During the year ended December 31, 2023, we used $25.7 million of cash in financing activities, primarily due to the repurchase of $13.4 million of common stock repurchased under our repurchase and RSA withholdings program and payment of acquisition related liabilities of $15.5 million, partially offset by $3.1 million paid by certain employees under the Company's employee stock purchase plan.
During the year ended December 31, 2023, we used $25.7 million of cash in financing activities, primarily due to the repurchase of $13.4 million of our common stock repurchased under our share repurchase and RSA withholdings program and payment of acquisition-related liabilities of $15.5 million, partially offset by $3.1 million paid by certain employees under the ESPP.
For the year ended December 31, 2022, we recorded an income tax benefit of $1,491, which primarily related to the partial release of our U.S. valuation allowance as a business combination consummated during 2022, which created a source of future taxable income, partially offset by an income tax provision for foreign taxes.
For the year ended December 31, 2024, we recorded an income tax benefit of $5.2 million, which primarily related to the partial release of our U.S. valuation allowance as a business combination consummated during 2024, created a source of future taxable income, partially offset by an income tax provision for foreign taxes.
Seasonality In general, the marketing industry experiences seasonal trends that affect the vast majority of participants in the digital marketing ecosystem. Historically, marketing activity is higher in the fourth quarter of the calendar year to coincide with the holiday shopping season as compared to the first quarter.
Seasonality and Cyclicality In general, the marketing industry experiences seasonal trends that affect the vast majority of participants in the digital marketing ecosystem, as well as cyclicality in political activity in economic conditions. Historically, marketing activity is higher in the fourth quarter of the calendar year to coincide with the holiday shopping season as compared to the first quarter.
We calculate our annual NRR rate by dividing current year revenue earned from customers from which we also earned revenue in the prior year, by the prior year revenues. Our annual NRR rate was 110.9% and 111.5% for the years ended December 31, 2023 and 2022, respectively.
We calculate our annual NRR rate by dividing current year revenue earned from customers from which we also earned revenue in the prior year, by the prior year revenues. Our annual NRR rate was 113.6% and 110.9% for the years ended December 31, 2024 and 2023, respectively.
The estimated useful life of our website and software development costs is three years. We determine the amount of internal software costs to be capitalized based on the amount of time spent by our developers on projects in the application stage of development. There is judgment involved in estimating the time allocated to a particular project in the application stage.
We determine the amount of internal software costs to be capitalized based on the amount of time spent by our developers on projects in the application stage of development. There is judgment involved in estimating the time allocated to a particular project in the application stage.
We calculate the number of scaled and super-scaled customers at the end of each reporting period as the number of customers billed during each applicable period. In 2023, we had 452 scaled customers that representing 97% of total revenue, compared to 403 scaled customers representing 98% of total revenue in 2022.
We calculate the number of scaled and super-scaled customers at the end of each reporting period as the number of customers billed during each applicable period. As of December 31, 2024, we had 527 scaled customers representing 98% of total revenue in 2024, compared to 452 scaled customers as of December 31, 2023, representing 97% of total revenue in 2023.
As of December 31, 2023, we had an accumulated deficit of $958.5 million. 42 We believe our existing cash and anticipated net cash provided by operating activities, together with available borrowings under our credit facility, will be sufficient to meet our working capital requirements for at least the next 12 months and thereafter for the foreseeable future.
As of December 31, 2024, we had an accumulated deficit of $1,028.3 million. We believe our existing cash and anticipated net cash provided by operating activities, together with available borrowings under our Revolving Facility (as defined below), will be sufficient to meet our working capital requirements for at least the next 12 months and thereafter for the foreseeable future.
The fair value of shares purchased under our ESPP was determined using the Black-Sholes-Merton model and PSU was determined using the Monte-Carlo Simulation Method, and the related stock-based compensation is recognized over the expected vesting term.
The fair value of shares purchased under our ESPP was determined using the Black-Scholes-Merton model and PSUs subject to market conditions was determined using the Monte-Carlo Simulation Method, and the related stock-based compensation is recognized over the expected vesting term.
During the year ended December 31, 2023, we borrowed $11.3 million against the revolver facility and repaid the same amount against the term loan under the credit facility. We do not engage in off-balance sheet financing arrangements.
During the year ended December 31, 2024, we borrowed $1.3 million against the Revolving Facility and repaid the same amount against the Term Loan under the Senior Secured Credit Facility. We do not engage in off-balance sheet financing arrangements.
Our revenue recognition policies are discussed in more detail under “Critical Accounting Estimates.” Cost of revenues (excluding depreciation and amortization) Cost of revenue excludes depreciation and amortization and consists primarily of media and marketing costs and certain employee-related costs.
Sales and other taxes collected by us are excluded from revenue. Our revenue recognition policies are discussed in more detail below under “Critical Accounting Policies and Estimates.” Cost of revenues (excluding depreciation and amortization) Cost of revenues excludes depreciation and amortization and consists primarily of media and marketing costs and certain employee-related costs.
On March 22, 2023, we entered into a $25.0 million incremental revolving facility commitment (the “2023 Incremental Revolving Commitment”) pursuant to an amendment to the Senior Secured Credit Facility, thereby increasing our total credit facility to $247.5 million.
On March 22, 2023, the Company entered into a $25.0 million incremental revolving facility commitment pursuant to an amendment to the Existing Credit Agreement, thereby increasing the Existing Senior Secured Credit Facility to $247.5 million.
This decrease was primarily driven by lower changes in fair value of acquisition-related liabilities recorded during the year ended December 31, 2023 as compared to the year ended December 31, 2022.
This decrease in other expenses was primarily driven by a decrease in the fair value change of acquisition-related liabilities recorded during the year ended December 31, 2024 as compared to the year ended December 31, 2023.
We assess whether an enhancement creates additional functionality to the software, and qualifies the costs incurred for capitalization. Once a project is available for general release, capitalization ceases and we estimate the useful life of the asset and begin amortization using the straight-line method. We annually assess whether triggering events are present to review internal-use software for impairment.
Once a project is available for general release, capitalization ceases and we estimate the useful life of the asset and begin amortization using the straight-line method. We annually assess whether triggering events are present to review internal-use software for impairment. The estimated useful life of our website and software development costs is three years.
Year ended December 31, 2023 2022 Scaled customer ARPU (in thousands) $ 1,572 $ 1,431 Scaled customer ARPU increased 10% for the year ended December 31, 2023, as compared to 2022, primarily due to higher usage of our platform among scaled customers.
Year ended December 31, 2024 2023 Scaled customer ARPU (in thousands) $ 1,868 $ 1,572 39 Scaled customer ARPU increased 19% to $1,868 thousand for the year ended December 31, 2024, compared to $1,572 thousand for the year ended December 31, 2023, primarily due to higher usage of our platform among scaled customers.
We also maintain an ESPP pursuant to which participants may purchase shares of our Class A common stock through payroll contributions. We account for all stock-based payment awards using a fair value-based method. The fair value of restricted stock is based on the Company's closing stock price as of the day prior to the date of the grants.
We also maintain an ESPP pursuant to which participants may purchase shares of our Class A Common Stock through payroll contributions. We account for all stock-based payment awards using a fair value-based method.
This increase was primarily driven by an increase in employee related costs of $3.0 million, consulting fees of $0.8 million and stock-based compensation of $0.6 million.
This increase was primarily driven by an increase in employee related costs of $13.2 million, higher consulting fees of $2.0 million and higher stock-based compensation of $1.4 million.
During the year ended December 31, 2022, we used $48.4 million of cash in investing activities, primarily consisting of capital expenditures of $22.2 million (including a $18.6 million investment in data and partnership agreements), website and software development costs of $17.0 million and business and asset acquisitions and other investments of $9.2 million (net of cash acquired).
Net cash used for investing activities During the year ended December 31, 2024, we used $97.6 million of cash in investing activities, primarily consisting of capital expenditures of $25.7 million (including a $19.8 million investment in data and partnership agreements), website and software development costs of $16.0 million and business and asset acquisitions and other investments of $55.8 million (net of cash acquired).
Income tax Provision / (benefit) Year Ended December 31, Change 2023 2022 Amount % Income tax provision/(benefit) $ 1,037 $ (1,491 ) $ 2,528 169.6 % Income tax provision increased by $2.5 million, or 169.6%, for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Income tax (benefit) / provision Year Ended December 31, Change 2024 2023 Amount % Income tax (benefit) / provision $ (5,176 ) $ 1,037 $ (6,213 ) NM* *Not Meaningful Income tax benefit increased by $6.2 million for the year ended December 31, 2024 as compared to the year ended December 31, 2023.
We believe that scaled customer ARPU is useful for investors because it is an indicator of our ability to increase revenue and scale our business.
We calculate the scaled customer ARPU as revenue for the corresponding period divided by the number of scaled customers at the end of that period. We believe that scaled customer ARPU is useful for investors because it is an indicator of our ability to increase revenue and scale our business.
This decrease was primarily driven by lower stock-based compensation of $27.6 million and other sales and marketing-related expenses of $0.6 million, which was partially offset by higher employee-related costs of $17.4 million.
This increase was primarily driven by higher employee-related costs of $38.8 million and other sales and marketing-related expenses of $12.4 million, which were partially offset by lower stock-based compensation of $25.2 million.
Depreciation and amortization Year Ended December 31, Change 2023 2022 Amount % Depreciation and amortization $ 51,149 $ 51,878 $ (729 ) (1.4 )% Depreciation and amortization expense decreased by $0.7 million, or 1.4%, for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Depreciation and amortization Year Ended December 31, Change 2024 2023 Amount % Depreciation and amortization $ 56,100 $ 51,149 $ 4,951 9.7 % Depreciation and amortization expense increased by $5.0 million, or 9.7%, for the year ended December 31, 2024 as compared to the year ended December 31, 2023.
Adjusted EBITDA margin is a non-GAAP metric defined as adjusted EBITDA divided by the total revenues for the same period. Adjusted EBITDA and adjusted EBITDA margin provide us with a useful measure for period-to-period comparisons of our business as well as comparison to our peers.
Adjusted EBITDA and adjusted EBITDA margin provide us with a useful measure for period-to period comparisons of our business as well as comparison to our peers.
While our significant accounting policies are described in more detail in Note 2 in our consolidated financial statements included in the “Financial Statements and Supplementary Data” section of this this Annual Report on Form 10-K, we believe that the following accounting policies are those most critical to the judgments and estimates used in the preparation of our financial statements. 45 Revenue recognition Revenue arises primarily from our technology platform via subscription fees, volume-based utilization fees and fees for professional services designed to increase our customers’ usage of our technology platform.
While our significant accounting policies are described in more detail in Note 2 Basis of Presentation and Significant Accounting Policies in our consolidated financial statements included in the “Financial Statements and Supplementary Data” section of this Annual Report on Form 10-K, we believe that the following accounting policies are those most critical to the judgments and estimates used in the preparation of our financial statements.
Cash flows The following table summarizes our cash flows for the periods presented: For year ended December 31, 2023 2022 Net cash provided by / (used for): Cash provided by operating activities $ 90,523 $ 78,486 Cash used for investing activities (54,215 ) (48,445 ) Cash used for financing activities (25,652 ) (12,625 ) Effect of exchange rate changes on cash and cash equivalents (34 ) (165 ) Net increase in cash and cash equivalents, including restricted cash $ 10,622 $ 17,251 Net cash provided by operating activities During the year ended December 31, 2023, net cash provided by operating activities of $90.5 million resulted primarily from adjusted non-cash items of $303.3 million, more than offsetting our net loss of $187.5 million.
Cash flows The following table summarizes our cash flows for the periods presented: For year ended December 31, 2024 2023 Net cash provided by / (used for): Cash provided by operating activities $ 133,861 $ 90,523 Cash used for investing activities (97,586 ) (54,215 ) Cash provided by / (used for) financing activities 197,923 (25,652 ) Effect of exchange rate changes on cash and cash equivalents 227 (34 ) Net increase in cash and cash equivalents $ 234,425 $ 10,622 Net cash provided by operating activities During the year ended December 31, 2024, net cash provided by operating activities of $133.9 million resulted primarily from adjusted non-cash items of $242.8 million, more than offsetting our net loss of $69.8 million.
The increase in revenues is attributable to incremental revenues of $35.6 million from existing customers and $102.2 million from new customers (including approximately $5.5 million from the acquisitions made during the year ended December 31, 2023).
The increase in revenues is attributable to incremental revenues of $158.2 million from new customers (including approximately $16.9 million from the acquisition of LiveIntent made during the year ended December 31, 2024) and $118.8 million from existing customers.
Change in fair value of warrants and derivative liabilities is a non-cash expense related to periodically recording “mark-to-market” changes in the valuation of derivatives and warrants. Other (income) / expenses consists of non-cash expenses such as changes in fair value of acquisition-related liabilities, gains and losses on sales of assets and foreign exchange gains and losses.
Change in fair value of warrants and derivative liabilities is a non-cash expense related to periodically recording “mark-to-market” changes in the valuation of derivatives and warrants.
Research and development expenses Year Ended December 31, Change 2023 2022 Amount % Research and development expenses $ 73,869 $ 69,454 $ 4,415 6.4 % Research and development expenses increased by $4.4 million, or 6.4%, for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Research and development expenses Year Ended December 31, Change 2024 2023 Amount % Research and development expenses $ 90,679 $ 73,869 $ 16,810 22.8 % Research and development expenses increased by $16.8 million, or 22.8%, for the year ended December 31, 2024 as compared to the year ended December 31, 2023.
Restructuring expenses Year Ended December 31, Change 2023 2022 Amount % Restructuring expenses $ 2,845 $ — $ 2,845 100.0 % 40 We recorded restructuring expenses of $2.8 million during the year ended December 31, 2023 related to employee termination costs due to internal restructuring. We did not have any such restructuring expenses for the year ended December 31, 2022.
We recorded restructuring expenses of $2.8 million during the year ended December 31, 2023 related to employee termination costs due to internal restructuring.
Year ended December 31, 2023 2022 Net loss $ (187,481 ) $ (279,239 ) Net loss margin (25.7 )% (47.3 )% Add back: Depreciation and amortization 51,149 51,878 Restructuring expenses 2,845 — Acquisition-related expenses 203 344 Stock-based compensation 242,881 298,992 Other expenses 7,820 13,983 Change in fair value of warrants and derivative liabilities — 410 Interest expense 10,939 7,303 Income tax provision/(benefit) 1,037 (1,491 ) Adjusted EBITDA $ 129,393 $ 92,180 Adjusted EBITDA margin% 17.8 % 15.6 % Liquidity and Capital Resources We have financed our operations and capital expenditures primarily through utilization of cash generated from operations, as well as borrowings under our credit facilities.
Year ended December 31, 2024 2023 Net loss $ (69,771 ) $ (187,481 ) Net loss margin (6.9 )% (25.7 )% Add back: Depreciation and amortization 56,100 51,149 Restructuring expenses — 2,845 Acquisition-related expenses 8,229 203 Capital raise related expenses 1,624 — Stock-based compensation 194,984 242,881 Other (income) / expenses (115 ) 7,820 Interest expense, net 7,147 10,939 Income tax (benefit) / provision (5,176 ) 1,037 Adjusted EBITDA $ 193,022 $ 129,393 Adjusted EBITDA margin 19.2 % 17.8 % 45 Liquidity and Capital Resources We have financed our operations and capital expenditures primarily through utilization of cash generated from operations, as well as borrowings under our credit facilities.
This decrease was primarily driven by lower stock-based compensation of $24.9 million, which was partially offset by higher professional services fees of $5.3 million, computer and telecom related expenses of $8.8 million, employee related costs of $0.9 million and an incremental provision for doubtful debt of $1.6 million.
This decrease was primarily driven by lower stock-based compensation of $23.1 million and professional services fees of $5.4 million, which were partially offset by higher computer and telecom related expenses of $16.0 million, employee related costs of $7.0 million and other general and administrative expenses of $4.8 million.
Key Performance Metrics We review key performance metrics, discussed below, to evaluate our business, track performance, identify trends, formulate plans and make strategic decisions. We believe that the presentation of such metrics provides investors with effective ways to measure and model the performance of companies such as ours, with recurring revenue streams.
We believe that the presentation of such metrics provides investors with effective ways to measure and model the performance of companies such as ours, with recurring revenue streams.
Revenues are recognized when control of these services is transferred to our customers, in an amount that reflects the consideration we expect to be entitled to in exchange for those services. Sales and other taxes collected by us are excluded from revenue.
For 2024 and 2023, we derived 70% and 72% of our revenues from direct platforms, respectively, and 30% and 28% of our revenues from integrated platforms, respectively. Revenues are recognized when control of these services is transferred to our customers, in an amount that reflects the consideration we expect to be entitled to in exchange for those services.
Tenure for All Scaled Customers for Year Ended December 31, 2023 Customer Tenure Number of Scaled Customers % of Scaled Customers % of Scaled Customer Revenue 3+ Years 236 52.2 % 68.9 % 1-3 Years 124 27.4 % 23.5 % Under 1 Year 92 20.4 % 7.6 % Total 452 100.0 % 100.0 % Additionally, of our 131 super-scaled customers who generate at least $1.0 million in revenue in the trailing twelve months, 87 have a tenure of 3+ years.
Tenure for All Scaled Customers for Year Ended December 31, 2024 Customer Tenure Number of Scaled Customers % of Scaled Customers % of Scaled Customer Revenue 3+ Years 283 53.7 % 73.6 % 1-3 Years 138 26.2 % 17.1 % Under 1 Year 106 20.1 % 9.3 % Total 527 100.0 % 100.0 % Additionally, of our 148 super-scaled customers who generated at least $1.0 million in revenue in the trailing twelve months, 95 have a tenure of 3+ years.
Cost of revenues (excluding depreciation and amortization) Year Ended December 31, Change 2023 2022 Amount % Cost of revenues (excluding depreciation and amortization) $ 274,482 $ 215,466 $ 59,016 27.4 % Cost of revenues (excluding depreciation and amortization) increased by $59.0 million, or 27.4%, for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Cost of revenues (excluding depreciation and amortization) Year Ended December 31, Change 2024 2023 Amount % Cost of revenues (excluding depreciation and amortization) $ 399,552 $ 274,482 $ 125,070 45.6 % 42 Cost of revenues (excluding depreciation and amortization) increased by $125.1 million, or 45.6%, for the year ended December 31, 2024 as compared to the year ended December 31, 2023.
Sales and other taxes collected by us concurrent with revenue-producing activities are excluded from revenues. We may incur third-party costs on behalf of customers, including direct costs and incidental costs.
Revenue recognition Revenue arises primarily from our technology platform via subscription fees, volume-based utilization fees and fees for professional services designed to increase our customers’ usage of our technology platform. Sales and other taxes collected by us concurrent with revenue-producing activities are excluded from revenues. We may incur third-party costs on behalf of customers, including direct costs and incidental costs.
For the year ended December 31, 2023, we recorded an income tax provision of $1,037, which primarily relates to an income tax provision for foreign taxes.
For the year ended December 31, 2023, we recorded an income tax provision of $1.0 million, which primarily related to an income tax provision for foreign taxes. The effective tax rate for the year ended December 31, 2024 was 6.9% and for the year ended December 31, 2023 was negative 0.5%.
See Note 13 to our consolidated financial statements for further details. 38 We estimate the recognition of unrecognized stock-based compensation (in thousands) as follows, subject to future forfeitures: Year ended December 31, 2024 2025 2026 2027 2028 Total $ 151,931 $ 66,024 $ 25,252 $ 7,556 $ — $ 250,763 Results of Operations We operate as a single reportable segment to reflect the way our Chief Operating Decision Maker (“CODM”) reviews and assesses the performance of the business.
We estimate the recognition of unrecognized stock-based compensation as follows, subject to future forfeitures: Year ended December 31, 2025 2026 2027 2028 Total $ 119,916 $ 56,570 $ 31,277 $ 11,848 $ 219,611 Results of Operations We operate as a single reportable segment to reflect the way our Chief Operating Decision Maker (“CODM”) reviews and assesses the performance of the business.
Changes in working capital were primarily driven by an increase in accounts receivable of $19.8 million and a decrease in deferred revenue of $4.6 million, partially offset by increases in accounts payable of $13.5 million and accrued expenses and other current liabilities of $8.0 million.
Changes in working capital were primarily driven by increases in accounts receivable of $41.8 million, prepaid expenses of $6.3 million, other assets of $2.1 million and decreases in the accounts payable of $28.6 million, partially offset by increases in accrued expenses and other current liabilities of $32.6 million and deferred revenue of $6.3 million.
Website and software development costs We capitalize the cost of internally developed software that has a useful life in excess of one year. These costs consist of the salaries and benefits of employees working on such software development to customize it to our needs. Capitalization begins during the application development stage, once the preliminary project stage has been completed.
These costs consist of the salaries and benefits of employees working on such software development to customize it to our needs. Capitalization begins during the application development stage, once the preliminary project stage has been completed. We assess whether an enhancement creates additional functionality to the software, and qualifies the costs incurred for capitalization.
We expect to continue to invest in research and development in order to develop our technology platform to drive incremental value and growth and as a result we expect that research and development expenses may fluctuate from period to period as a percentage of revenue over the long term.
We expect to continue to invest in research and development in order to develop our technology platform to drive incremental value and growth, and as a result we expect research and development expenses to increase in absolute dollars in future periods.
The inclusion of billings related to third-party direct costs in revenues depends on whether we act as a principal or as an agent in the customer arrangement. In certain contracts, we contract with customers to provide access to our software platform available through different pricing options to tailor to multiple customer types and customer needs.
The inclusion of billings related to third-party direct costs in revenues depends on whether we act as a principal or as an agent in the customer arrangement.
Year ended December 31, 2023 2022 Revenues $ 728,723 $ 590,961 Operating expenses: Cost of revenues (excluding depreciation and amortization) 274,482 215,466 General and administrative expenses 205,419 213,615 Selling and marketing expenses 288,441 299,238 Research and development expenses 73,869 69,454 Depreciation and amortization 51,149 51,878 Acquisition- related expenses 203 344 Restructuring expenses 2,845 — Total operating expenses $ 896,408 $ 849,995 Loss from operations (167,685 ) (259,034 ) Interest expense 10,939 7,303 Other expenses 7,820 13,983 Change in fair value of warrants and derivative liabilities — 410 Total other expenses $ 18,759 $ 21,696 Loss before income taxes (186,444 ) (280,730 ) Income tax provision/(benefit) 1,037 $ (1,491 ) Net loss $ (187,481 ) $ (279,239 ) Comparison of the Years Ended December 31, 2023 and 2022 Revenues Year Ended December 31, Change 2023 2022 Amount % Revenues $ 728,723 $ 590,961 $ 137,762 23.3 % Revenues increased by $137.8 million, or 23.3%, for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Year ended December 31, 2024 2023 Revenues $ 1,005,754 $ 728,723 Operating expenses: Cost of revenues (excluding depreciation and amortization) 399,552 274,482 General and administrative expenses 204,595 205,419 Selling and marketing expenses 314,514 288,441 Research and development expenses 90,679 73,869 Depreciation and amortization 56,100 51,149 Acquisition- related expenses 8,229 203 Restructuring expenses — 2,845 Total operating expenses $ 1,073,669 $ 896,408 Loss from operations (67,915 ) (167,685 ) Interest expense, net 7,147 10,939 Other (income) / expenses (115 ) 7,820 Total other expenses $ 7,032 $ 18,759 Loss before income taxes (74,947 ) (186,444 ) Income tax (benefit) / provision (5,176 ) 1,037 Net loss $ (69,771 ) $ (187,481 ) Comparison of the Years Ended December 31, 2024 and 2023 Revenues Year Ended December 31, Change 2024 2023 Amount % Revenues $ 1,005,754 $ 728,723 $ 277,031 38.0 % Revenues increased by $277.0 million, or 38.0%, for the year ended December 31, 2024 as compared to the year ended December 31, 2023.