Biggest changeSee “Non-GAAP Financial Measures” for additional information and a reconciliation of net loss to Adjusted EBITDA. 60 Table of Contents Discussion of Results of Operations The following table sets forth our consolidated statements of operations data: Year Ended December 31, 2022 2021 2020 (in thousands) Consolidated Statements of Operations Data: Revenue $ 4,601,847 $ 4,117,048 $ 2,506,626 Costs and expenses (1) (2) : Cost of revenue 1,815,342 1,750,246 1,182,505 Research and development 2,109,800 1,565,467 1,101,561 Sales and marketing 1,118,746 792,764 555,468 General and administrative 953,265 710,640 529,164 Total costs and expenses $ 5,997,153 4,819,117 3,368,698 Operating loss (1,395,306) (702,069) (862,072) Interest income 58,597 5,199 18,127 Interest expense (21,459) (17,676) (97,228) Other income (expense), net (42,529) 240,175 14,988 Loss before income taxes (1,400,697) (474,371) (926,185) Income tax benefit (expense) (28,956) (13,584) (18,654) Net loss $ (1,429,653) $ (487,955) $ (944,839) Adjusted EBITDA (3) $ 377,573 $ 616,686 $ 45,163 (1) Stock-based compensation expense included in the above line items: Year Ended December 31, 2022 2021 2020 (in thousands) Stock-based compensation expense: Cost of revenue $ 12,288 $ 17,221 $ 9,367 Research and development 970,746 740,130 533,272 Sales and marketing 203,092 164,241 108,270 General and administrative 201,661 170,543 119,273 Total $ 1,387,787 $ 1,092,135 $ 770,182 (2) Depreciation and amortization expense included in the above line items: Year Ended December 31, 2022 2021 2020 (in thousands) Depreciation and amortization expense: Cost of revenue $ 24,235 $ 19,711 $ 22,205 Research and development 98,041 62,159 37,627 Sales and marketing 67,169 21,772 12,916 General and administrative 12,728 15,499 13,996 Total $ 202,173 $ 119,141 $ 86,744 61 Table of Contents (3) See “Non-GAAP Financial Measures” of this Annual Report on Form 10-K for more information and for a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure calculated and presented in accordance with GAAP.
Biggest changeSee “Non-GAAP Financial Measures” for additional information and a reconciliation of net loss to Adjusted EBITDA. 60 Table of Contents Discussion of Results of Operations The following table sets forth our consolidated statements of operations data: Year Ended December 31, 2023 2022 2021 (in thousands) Consolidated Statements of Operations Data: Revenue $ 4,606,115 $ 4,601,847 $ 4,117,048 Costs and expenses (1) (2) : Cost of revenue 2,114,117 1,815,342 1,750,246 Research and development 1,910,862 2,109,800 1,565,467 Sales and marketing 1,122,092 1,118,746 792,764 General and administrative 857,423 953,265 710,640 Total costs and expenses 6,004,494 5,997,153 4,819,117 Operating loss (1,398,379) (1,395,306) (702,069) Interest income 168,394 58,597 5,199 Interest expense (22,024) (21,459) (17,676) Other income (expense), net (42,414) (42,529) 240,175 Loss before income taxes (1,294,423) (1,400,697) (474,371) Income tax benefit (expense) (28,062) (28,956) (13,584) Net loss $ (1,322,485) $ (1,429,653) $ (487,955) Adjusted EBITDA (3) $ 161,577 $ 377,573 $ 616,686 (1) Stock-based compensation expense included in the above line items: Year Ended December 31, 2023 2022 2021 (in thousands) Stock-based compensation expense: Cost of revenue $ 9,555 $ 12,288 $ 17,221 Research and development 893,026 970,746 740,130 Sales and marketing 255,688 203,092 164,241 General and administrative 165,735 201,661 170,543 Total $ 1,324,004 $ 1,387,787 $ 1,092,135 (2) Depreciation and amortization expense included in the above line items: Year Ended December 31, 2023 2022 2021 (in thousands) Depreciation and amortization expense: Cost of revenue $ 12,751 $ 24,235 $ 19,711 Research and development 106,278 98,041 62,159 Sales and marketing 26,161 67,169 21,772 General and administrative 23,251 12,728 15,499 Total $ 168,441 $ 202,173 $ 119,141 (3) See “Non-GAAP Financial Measures” in this Annual Report on Form 10-K for more information and for a reconciliation of Adjusted EBITDA to net loss, the most directly comparable financial measure calculated and presented in accordance with GAAP. 61 Table of Contents The following table sets forth the components of our consolidated statements of operations data for each of the periods presented as a percentage of revenue: Year Ended December 31, 2023 2022 2021 Consolidated Statements of Operations Data: Revenue 100 % 100 % 100 % Costs and expenses: Cost of revenue 46 39 43 Research and development 41 46 38 Sales and marketing 24 24 19 General and administrative 19 21 17 Total costs and expenses 130 130 117 Operating loss (30) (30) (17) Interest income 4 1 — Interest expense (1) — — Other income (expense), net (1) (1) 6 Loss before income taxes (28) (30) (12) Income tax benefit (expense) (1) (1) — Net loss (29) % (31) % (12) % Revenue Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Revenue $ 4,606,115 $ 4,601,847 $ 4,117,048 $ 4,268 — % $ 484,799 12 % 2023 compared to 2022 Revenue for the year ended December 31, 2023 increased $4.3 million compared to the same period in 2022.
We determine revenue recognition by first identifying the contract or contracts with a customer, identifying the performance obligations in the contract, determining the transaction price, allocating the transaction price to the performance obligations in the contract, and recognizing revenue when, or as, we satisfy a performance obligation.
Revenue Recognition We determine revenue recognition by first identifying the contract or contracts with a customer, identifying the performance obligations in the contract, determining the transaction price, allocating the transaction price to the performance obligations in the contract, and recognizing revenue when, or as, we satisfy a performance obligation.
The substantial majority of advertising revenue is generated from the display of advertisements on Snapchat through contractual agreements that are either on a fixed fee basis over a period of time or based on the number of advertising impressions delivered. Revenue related to agreements based on the number of impressions delivered is recognized when the advertisement is served.
The substantial majority of advertising revenue is generated from the display of advertisements on Snapchat through contractual agreements that are either based on the number of advertising impressions delivered or on a fixed fee basis over a period of time. Revenue related to agreements based on the number of impressions delivered is recognized when the advertisement is served.
The sale price requirement for conversion was not satisfied as of December 31, 2022 and as a result, the 2026 Notes will not be eligible for optional conversion during the first quarter of 2023. We believe our existing cash balance is sufficient to fund our ongoing working capital, investing, and financing requirements for at least the next 12 months.
The sale price requirement for conversion was not satisfied as of December 31, 2023 and as a result, the 2026 Notes will not be eligible for optional conversion during the first quarter of 2024. We believe our existing cash balance is sufficient to fund our ongoing working capital, investing, and financing requirements for at least the next 12 months.
Factors that could cause or contribute to those differences include those discussed below and elsewhere in this Annual Report on Form 10-K, particularly in “Risk Factors,” “Note Regarding Forward-Looking Statements,” and “Note Regarding User Metrics and Other Data.” The following generally discusses 2022 and 2021 items and year-to-year comparisons between 2022 and 2021.
Factors that could cause or contribute to those differences include those discussed below and elsewhere in this Annual Report on Form 10-K, particularly in “Risk Factors,” “Note Regarding Forward-Looking Statements,” and “Note Regarding User Metrics and Other Data.” The following generally discusses 2023 and 2022 items and year-to-year comparisons between 2023 and 2022.
In August 2019, we entered into a purchase agreement for the sale of an aggregate of $1.265 billion principal amount of convertible senior notes due in 2026, of which $838.5 million remains outstanding as of December 31, 2022.
In August 2019, we entered into a purchase agreement for the sale of an aggregate of $1.265 billion principal amount of convertible senior notes due in 2026, of which $838.5 million remains outstanding as of December 31, 2023.
In April 2020, we entered into a purchase agreement for the sale of an aggregate of $1.0 billion principal amount of convertible senior notes due in 2025, of which $284.1 million remains outstanding as of December 31, 2022.
In April 2020, we entered into a purchase agreement for the sale of an aggregate of $1.0 billion principal amount of convertible senior notes due in 2025, of which $284.1 million remains outstanding as of December 31, 2023.
Such macroeconomic factors may also 54 Table of Contents negatively impact, in the short-term or long-term, the global economy, advertising ecosystem, our customers and their budgets with us, user engagement, other user metrics, and our business, financial condition, and results of operations. In addition, competition for advertising dollars has increased and demand growth on our advertising platform has slowed.
Such macroeconomic factors may also negatively impact, in the short-term or long-term, the global economy, advertising ecosystem, our customers and their budgets with us, user engagement, other user metrics, and our business, financial condition, and results of operations. In addition, competition for advertising dollars has increased and demand growth on our advertising platform has slowed.
For a discussion of the limitations associated with using Adjusted EBITDA rather than GAAP measures and a reconciliation of this measure to net loss, see “Non-GAAP Financial Measures.” Liquidity and Capital Resources Cash, cash equivalents, and marketable securities were $3.9 billion as of December 31, 2022, primarily consisting of cash on deposit with banks and highly liquid investments in U.S. government and agency securities, publicly traded equity securities, corporate debt securities, certificates of deposit, and commercial paper.
For a discussion of the limitations associated with using Adjusted EBITDA rather than GAAP measures and a reconciliation of this measure to net loss, see “Non-GAAP Financial Measures.” Liquidity and Capital Resources Cash, cash equivalents, and marketable securities were $3.5 billion as of December 31, 2023, primarily consisting of cash on deposit with banks and highly liquid investments in U.S. government and agency securities, publicly traded equity securities, corporate debt securities, certificates of deposit, and commercial paper.
Although we believe that we have adequately reserved for our uncertain tax positions, we can provide no assurance that the final tax outcome of these matters will not be materially different. We make adjustments to these reserves when facts and 71 Table of Contents circumstances change, such as the closing of a tax audit or the refinement of an estimate.
Although we believe that we have adequately reserved for our uncertain tax positions, we can provide no assurance that the final tax outcome of these matters will not be materially different. We make adjustments to these reserves when facts and circumstances change, such as the closing of a tax audit or the refinement of an estimate.
On the conclusion of the measurement period or final determination of the values of assets acquired or liabilities assumed, whichever comes first, any subsequent adjustments are recorded to our consolidated statements of operations. Loss Contingencies We are involved in claims, lawsuits, tax matters, government investigations, and proceedings arising in the ordinary course of our business.
On the conclusion of the measurement period or final determination of the 70 Table of Contents values of assets acquired or liabilities assumed, whichever comes first, any subsequent adjustments are recorded to our consolidated statements of operations. Loss Contingencies We are involved in claims, lawsuits, tax matters, government investigations, and proceedings arising in the ordinary course of our business.
The sale price requirement for conversion was not satisfied as of December 31, 2022 and as a result, the 2025 Notes will not be eligible for optional conversion during the first quarter of 2023.
The sale price requirement for conversion was not satisfied as of December 31, 2023 and as a result, the 2025 Notes will not be eligible for optional conversion during the first quarter of 2024.
We use the non-GAAP financial measure of Adjusted EBITDA, which is defined as net income (loss); excluding interest income; interest expense; other income (expense), net; income tax benefit (expense); depreciation and amortization; stock-based compensation expense; payroll and other tax expense related to stock-based compensation; and certain other non-cash or non-recurring items impacting net income (loss) from time to time.
We use the non-GAAP financial measure of Adjusted EBITDA, which is defined as net income (loss); excluding interest income; interest expense; other income (expense), net; income tax benefit (expense); depreciation and amortization; stock-based compensation expense; payroll and other tax expense related to stock-based compensation; and certain other items impacting net income (loss) from time to time.
Our investing activities in the year ended December 31, 2022 consisted of purchases of marketable securities of $3.5 billion, partially offset by maturities of marketable securities of $2.5 billion.
Our investing activities for the year ended December 31, 2022 consisted of purchases of marketable securities of $3.5 billion, partially offset by maturities of marketable securities of $2.5 billion.
Discussion of historical items and year-to-year comparisons between 2021 and 2020 that are not included in this discussion can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021, filed with the SEC on February 4, 2022.
Discussion of historical items and year-to-year comparisons between 2022 and 2021 that are not included in this discussion can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022, filed with the SEC on February 1, 2023.
We continually evaluate opportunities to issue or repurchase equity or debt securities, obtain, retire, or restructure credit facilities or financing arrangements, or declare dividends for strategic reasons or to further strengthen our financial position. As of December 31, 2022, approximately 6% of our cash, cash equivalents, and marketable securities was held outside the United States.
We continually evaluate opportunities to issue or repurchase equity or debt securities, obtain, retire, or restructure credit facilities or financing arrangements, or declare dividends for strategic reasons or to further strengthen our financial position. As of December 31, 2023, approximately 3% of our cash, cash equivalents, and marketable securities was held outside the United States.
Our future capital requirements will depend on many factors including our growth rate, headcount, sales and marketing activities, research and development efforts, the introduction of new features, 66 Table of Contents products, and acquisitions, and continued user engagement.
Our future capital requirements will depend on many factors including our growth rate, headcount, sales and marketing activities, research and development efforts, the introduction of new features, products, and acquisitions, and continued user engagement.
These and other risks and uncertainties are further described in the sections titled "Competition" in Part I, Item 1. Business, and “Risk Factors” in Part I, Item 1A of this Annual Report on Form 10-K.
These and other risks and uncertainties are further described in the sections titled “Competition” in Part I, Item 1. Business, and “Risk Factors” in Part I, Item 1A in this Annual Report on Form 10-K.
We monetize our business primarily through advertising. Our advertising products include Snap Ads and AR Ads. We measure our business using ARPU because it helps us understand the rate at which we are monetizing our daily user base. ARPU was $3.47 in the fourth quarter of 2022, compared to $4.06 in the fourth quarter of 2021.
We monetize our business primarily through advertising. Our advertising products include Snap Ads and AR Ads. We measure our business using ARPU because it helps us understand the rate at which we are monetizing our daily user base. ARPU was $3.29 in the fourth quarter of 2023, compared to $3.47 in the fourth quarter of 2022.
Adjusted EBITDA We define Adjusted EBITDA as net income (loss), excluding interest income; interest expense; other income (expense), net; income tax benefit (expense); depreciation and amortization; stock-based compensation expense; payroll and other tax expense related to stock-based compensation; and certain other non-cash or non-recurring items impacting net income (loss) from time to time.
Adjusted EBITDA We define Adjusted EBITDA as net income (loss), excluding interest income; interest expense; other income (expense), net; income tax benefit (expense); depreciation and amortization; stock-based compensation expense; payroll and other tax expense related to stock-based compensation; and certain other items impacting net income (loss) from time to time.
We may contemplate and engage in merger and acquisition activity that could materially impact our liquidity and capital resource position. 65 Table of Contents In October 2022, our board of directors authorized a stock repurchase program of up to $500.0 million of our Class A common stock.
We may contemplate and engage in merger and acquisition activity that could materially impact our liquidity and capital resource position. In October 2023, our board of directors authorized a stock repurchase program of up to $500.0 million of our Class A common stock.
On the Credit Facility, loans bear interest, at our option, at a rate equal to (i) a term secured overnight financing rate, or SOFR, plus 0.75% or the base rate, if selected by us, for loans made in U.S. dollars, (ii) the Sterling overnight index average plus 0.7826% for loans made in Sterling, and (iii) foreign indices as stated in the credit agreement plus 0.75% for loans made in other permitted foreign currencies.
Loans bear interest, at our option, at a rate equal to (i) a term secured overnight financing rate, or SOFR, plus 0.75% or the 65 Table of Contents base rate, if selected by us, for loans made in U.S. dollars, (ii) the Sterling overnight index average plus 0.7826% for loans made in Sterling, or (iii) foreign indices as stated in the credit agreement plus 0.75% for loans made in other permitted foreign currencies.
Free Cash Flow 2022 compared to 2021 Free Cash Flow was $55.3 million for the year ended December 31, 2022 and was composed of net cash provided by operating activities, resulting primarily from net loss, adjusted for non-cash items and changes in working capital.
Free Cash Flow 2023 compared to 2022 Free Cash Flow was $34.8 million for the year ended December 31, 2023, compared to $55.3 million for the year ended December 31, 2022. Free Cash Flow in all periods was composed of net cash provided by operating activities, resulting primarily from net loss, adjusted for non-cash items and changes in working capital.
The Credit Facility also contains an annual commitment fee of 0.10% on the daily undrawn balance of the facility. As of December 31, 2022, we had $40.1 million in the form of outstanding standby letters of credit, with no amounts outstanding under the Credit Facility.
The Credit Facility also contains an annual commitment fee of 0.10% on the daily undrawn balance of the facility. As of December 31, 2023, we had $49.6 million in the form of outstanding standby letters of credit, with no amounts outstanding under the Credit Facility.
Macroeconomic factors such as labor shortages, supply chain disruptions, inflation, changes in interest and foreign currency exchange rates, and other risks and uncertainties, including the COVID-19 pandemic and the conflict in Ukraine, continue to cause logistical challenges, increased input costs, and inventory constraints for our advertisers, which in turn may cause our advertisers to halt or decrease advertising spending on our platform.
Macroeconomic factors such as labor shortages and disruptions, supply chain disruptions, inflation, changes in interest and foreign currency exchange rates, banking instability, and other risks and uncertainties continue to cause logistical challenges, increased input costs, and inventory constraints for our advertisers, which in turn may cause our advertisers to halt or decrease advertising spending on our platform.
Snap Ads may be subject to revenue sharing arrangements between us and the media partner. We also generate revenue from sales of hardware products. This revenue is reported net of allowances for returns.
Snap Ads may be subject to revenue sharing arrangements between us and the content partner. We also generate revenue from subscriptions and sales of hardware products, net of allowances for returns.
We consider the exclusion of certain non-cash and non-recurring expenses in calculating Adjusted EBITDA to provide a useful measure for period-to-period comparisons of our business and for investors and others to evaluate our operating results in the same manner as does our management.
We consider the exclusion of these items in calculating Adjusted EBITDA to provide a useful measure for period-to-period comparisons of our business and for investors and others to evaluate our operating results in the same manner as does our management.
Overview of Full Year 2022 Results Our key user metrics and financial results for fiscal year 2022 are as follows: User Metrics • Daily Active Users, or DAUs, increased 17% year-over-year to 375 million in Q4 2022. • Average revenue per user, or ARPU, was $3.47 in Q4 2022, compared to $4.06 in Q4 2021.
Overview of Full Year 2023 Results Our key user metrics and financial results for fiscal year 2023 are as follows: User Metrics • Daily Active Users, or DAUs, increased 10% year-over-year to 414 million in Q4 2023. • Average revenue per user, or ARPU, was $3.29 in Q4 2023, compared to $3.47 in Q4 2022.
Our financing activities for the year ended December 31, 2022 consisted primarily of net proceeds of $1.5 billion from the issuance of the 2028 Notes, offset by the purchase of the 2028 Capped Call Transactions of $177.0 million and repurchases of our Class A common stock for an aggregate of $1.0 billion, representing the entire amount approved by our board of directors and including costs associated with the repurchases.
Our financing activities for the year ended December 31, 2022 consisted primarily of net proceeds of $1.5 billion from the issuance of the 2028 Notes, offset by the purchase of the 2028 Capped Call Transactions of $177.0 million and repurchases of our Class A common stock for an aggregate of $1.0 billion.
Net Cash Provided By (Used In) Investing Activities 2022 compared to 2021 Net cash used in investing activities was $1.1 billion for the year ended December 31, 2022, compared to net cash provided by investing activities of $90.2 million for the year ended December 31, 2021.
Net Cash Provided by (Used in) Investing Activities 2023 compared to 2022 Net cash provided by investing activities was $571.0 million for the year ended December 31, 2023, compared to net cash used in investing activities of $1.1 billion for the year ended December 31, 2022.
These charges are non-recurring and not reflective of underlying trends in our business. See Note 18 to our consolidated financial statements included in the "Financial Statements and Supplementary Data" in this Annual Report on Form 10-K for more information. Contingencies We are involved in claims, lawsuits, tax matters, government investigations, and proceedings arising in the ordinary course of our business.
See Note 18 to our consolidated financial statements included in the “Financial Statements and Supplementary Data” in this Annual Report on Form 10-K for more information. Contingencies We are involved in claims, lawsuits, tax matters, government investigations, and proceedings arising in the ordinary course of our business.
In May 2022, we entered into a five-year senior unsecured revolving credit facility, or Credit Facility, with certain lenders that allows us to borrow up to $1.05 billion to fund working capital and general corporate-purpose expenditures. The prior revolving credit facility entered into in July 2016 (as amended) was terminated concurrently with the entry into the Credit Facility.
In May 2022, we entered into a five-year senior unsecured revolving credit facility, or Credit Facility, with certain lenders that allows us to borrow up to $1.05 billion to fund working capital and general corporate-purpose expenditures.
The increase was primarily driven by higher personnel expenses, including increased cash- and stock-based compensation expense, marketing investments, and $30.8 million relating to restructuring charges . The increase was also due to higher amortization expense, which resulted from our revision of the useful lives of certain customer relationships and trademarks .
The increase was primarily driven by higher stock-based compensation expenses and increased marketing investments , partially offset by lower cash-based compensation expenses. The prior period included higher amortization expense from our revision of the useful lives of certain customer relationships and trademarks and $30.8 million relating to restructuring charges .
Net Cash Provided By (Used In) Financing Activities 2022 compared to 2021 Net cash provided by financing activities was $306.7 million for the year ended December 31, 2022, compared to net cash provided by financing activities of $1.1 billion for the year ended December 31, 2022 and 2021, respectively.
Net Cash Provided by (Used in) Financing Activities 2023 compared to 2022 Net cash used in financing activities was $458.8 million for the year ended December 31, 2023, compared to net cash provided by financing activities of $306.7 million for the year ended December 31, 2022.
Sales and Marketing Expenses Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Sales and Marketing Expenses $ 1,118,746 $ 792,764 $ 555,468 $ 325,982 41 % $ 237,296 43 % 2022 compared to 2021 Sales and marketing expenses for the year ended December 31, 2022 increased $326.0 million compared to the same period in 2021.
Sales and Marketing Expenses Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Sales and Marketing Expenses $ 1,122,092 $ 1,118,746 $ 792,764 $ 3,346 — % $ 325,982 41 % 2023 compared to 2022 Sales and marketing expenses for the year ended December 31, 2023 increased $3.3 million compared to the same period in 2022.
Cost of Revenue Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Cost of Revenue $ 1,815,342 $ 1,750,246 $ 1,182,505 $ 65,096 4 % $ 567,741 48 % 2022 compared to 2021 Cost of revenue for the year ended December 31, 2022 increased $65.1 million compared to the same period in 2021.
Cost of Revenue Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Cost of Revenue $ 2,114,117 $ 1,815,342 $ 1,750,246 $ 298,775 16 % $ 65,096 4 % 2023 compared to 2022 Cost of revenue for the year ended December 31, 2023 increased $298.8 million compared to the same period in 2022.
Other Income (Expense), Net Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Other Income (Expense), Net $ (42,529) $ 240,175 $ 14,988 $ (282,704) (118) % $ 225,187 1,502 % 2022 compared to 2021 Other expense, net for the year ended December 31, 2022 was $42.5 million, compared to other income, net of $240.2 million for the same period in 2021, an increase in other expense, net of $282.7 million.
Other Income (Expense), Net Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Other Income (Expense), Net $ (42,414) $ (42,529) $ 240,175 $ 115 — % $ (282,704) (118) % 2023 compared to 2022 Other expense, net for the year ended December 31, 2023 was $42.4 million, compared to other expense, net of $42.5 million for the same period in 2022 .
The following table sets forth the major components of our consolidated statements of cash flows for the periods presented: Year Ended December 31, 2022 2021 2020 (dollars in thousands) Net cash provided by (used in) operating activities $ 184,614 $ 292,880 $ (167,644) Net cash provided by (used in) investing activities (1,062,275) 90,227 (729,864) Net cash provided by (used in) financing activities 306,714 1,065,073 922,791 Change in cash, cash equivalents, and restricted cash $ (570,947) $ 1,448,180 $ 25,283 Free Cash Flow (1) $ 55,308 $ 223,005 $ (225,476) (1) For information on how we define and calculate Free Cash Flow and a reconciliation to net cash provided by (used in) operating activities to Free Cash Flow, see “Non-GAAP Financial Measures.” Net Cash Provided By (Used In) Operating Activities 2022 compared to 2021 Net cash provided by operating activities was $184.6 million for the year ended December 31, 2022, compared to net cash provided by operating activities of $292.9 million for the year ended December 31, 2021, resulting primarily from our net loss, adjusted for non-cash items, including stock-based compensation expense of $1.4 billion, depreciation and amortization expense of $202.2 million, and losses on debt and equity securities, net of $36.8 million.
We believe our existing cash balance in the United States is sufficient to fund our working capital needs. 66 Table of Contents The following table sets forth the major components of our consolidated statements of cash flows for the periods presented: Year Ended December 31, 2023 2022 2021 (dollars in thousands) Net cash provided by (used in) operating activities $ 246,521 $ 184,614 $ 292,880 Net cash provided by (used in) investing activities 570,954 (1,062,275) 90,227 Net cash provided by (used in) financing activities (458,789) 306,714 1,065,073 Change in cash, cash equivalents, and restricted cash $ 358,686 $ (570,947) $ 1,448,180 Free Cash Flow (1) $ 34,794 $ 55,308 $ 223,005 (1) For information on how we define and calculate Free Cash Flow and a reconciliation to net cash provided by (used in) operating activities to Free Cash Flow, see “Non-GAAP Financial Measures.” Net Cash Provided by (Used in) Operating Activities 2023 compared to 2022 Net cash provided by operating activities was $246.5 million for the year ended December 31, 2023, compared to net cash provided by operating activities of $184.6 million for the year ended December 31, 2022, resulting primarily from our net loss, adjusted for non-cash items, including stock-based compensation expense of $1.3 billion and depreciation and amortization expense of $168.4 million.
General and Administrative Expenses Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) General and Administrative Expenses $ 953,265 $ 710,640 $ 529,164 $ 242,625 34 % $ 181,476 34 % 2022 compared to 2021 General and administrative expenses for the year ended December 31, 2022 increased $242.6 million compared to the same period in 2021.
General and Administrative Expenses Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) General and Administrative Expenses $ 857,423 $ 953,265 $ 710,640 $ (95,842) (10) % $ 242,625 34 % 2023 compared to 2022 General and administrative expenses for the year ended December 31, 2023 decreased $95.8 million compared to the same period in 2022.
Adjusted EBITDA for the year ended December 31, 2022 was $377.6 million, compared to $616.7 million for the same period in 2021. The decrease in Adjusted EBITDA was attributable to increased cost of revenue and overall operating expenses, partially offset by increased revenues.
Adjusted EBITDA for the year ended December 31, 2023 was $161.6 million, compared to $377.6 million for the same period in 2022. The decrease in Adjusted EBITDA was attributable to increased cost of revenue and sales and marketing expenses, partially offset by decreased research and development and general and administrative expenses.
Other expense, net for the current year was primarily a result of $101.3 million total losses on publicly traded securities primarily classified as marketable securities, offset by $19.9 million unrealized gains and $45.9 million realized gains on strategic investments.
Other expense, net for the current year was primarily a result of $28.4 million in unrealized losses on strategic investments and $6.7 million in total losses on publicly traded securities classified as marketable securities.
We generate substantially all of our revenues by offering various advertising products on Snapchat, which include Snap Ads and AR Ads, referred to as advertising revenue.
We generate substantially all of our revenues by offering various advertising products on Snapchat, which include Snap Ads and AR Ads, referred to as advertising revenue. AR Ads include Sponsored Lenses, which allow users to interact with an advertiser’s brand by enabling branded augmented reality experiences.
Other income, net in the comparable period in 2021 was primarily a result of $207.7 million of unrealized gains and $27.8 million of realized gains on strategic investments, an d $59.4 million of unrealized gains on publicly traded securities reclassified from strategic investments to marketable securities in the fourth quarter, partially offset by an induced conversion expense related to the Convertible Notes of $41.5 million. 64 Table of Contents Income Tax Benefit (Expense) Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Income Tax Benefit (Expense) $ (28,956) $ (13,584) $ (18,654) $ (15,372) 113 % $ 5,070 (27) % Effective Tax Rate (2.1) % (2.9) % (2.0) % 2022 compared to 2021 Income tax expense was $29.0 million for the year ended December 31, 2022 , compared to $13.6 million for the same period in 2021 .
Other expense, net in the comparable period in 2022 was primarily a result of $101.3 million in total losses on publicly traded securities primarily classified as marketable securities, offset by $19.9 million in unrealized gains and $45.9 million in realized gains on strategic investments. 64 Table of Contents Income Tax Benefit (Expense) Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Income Tax Benefit (Expense) $ (28,062) $ (28,956) $ (13,584) $ 894 3 % $ (15,372) (113) % Effective Tax Rate (2.2) % (2.1) % (2.9) % 2023 compared to 2022 Income tax expense was $28.1 million for the year ended December 31, 2023 , compared to $29.0 million for the same period in 2022 .
Net Loss and Adjusted EBITDA Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Net Loss $ (1,429,653) $ (487,955) $ (944,839) $ (941,698) (193) % $ 456,884 (48) % Adjusted EBITDA $ 377,573 $ 616,686 $ 45,163 $ (239,113) (39) % $ 571,523 1,265 % 2022 compared to 2021 Net loss for the year ended December 31, 2022 was $1,429.7 million, compared to $488.0 million for the same period in 2021.
Net Loss and Adjusted EBITDA Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Net Loss $ (1,322,485) $ (1,429,653) $ (487,955) $ 107,168 7 % $ (941,698) (193) % Adjusted EBITDA $ 161,577 $ 377,573 $ 616,686 $ (215,996) (57) % $ (239,113) (39) % 2023 compared to 2022 Net loss for the year ended December 31, 2023 was $1,322.5 million, compared to $1,429.7 million for the same period in 2022.
Free Cash Flow also included purchases of property and equipment of $69.9 million for the year ended December 31, 2021. See “Non-GAAP Financial Measures.” Non-GAAP Financial Measures To supplement our consolidated financial statements, which are prepared and presented in accordance with GAAP, we use certain non-GAAP financial measures, as described below, to understand and evaluate our core operating performance.
See “Non-GAAP Financial Measures.” Non-GAAP Financial Measures To supplement our consolidated financial statements, which are prepared and presented in accordance with GAAP, we use certain non-GAAP financial measures, as described below, to understand and evaluate our core operating performance.
We had 375 million DAUs on average in the fourth quarter of 2022, an increase of 56 million, or 17%, from the fourth quarter of 2021. 55 Table of Contents Quarterly Average Daily Active Users (in millions) Global YOY growth: 17% 20% 17% 18% 22% 22% 23% 23% 20% 18% 18% 19% 17% North America (1) Europe (2) YOY growth: 9% 10% 9% 7% 6% 5% 6% 7% 6% 5% 4% 4% 3% 12% 14% 12% 10% 10% 9% 10% 11% 11% 10% 10% 11% 12% (1) North America includes Mexico, the Caribbean, and Central America.
Quarterly Average Daily Active Users (1) (in millions) Global YOY growth: 20% 18% 18% 19% 17% 15% 14% 12% 10% (1) Numbers may not foot due to rounding. 56 Table of Contents North America (2) Europe (3) YOY growth: 6% 5% 4% 4% 3% 3% 2% 1% —% 11% 10% 10% 11% 12% 10% 9% 7% 4% (2) North America includes Mexico, the Caribbean, and Central America.
(2) Europe includes Russia and Turkey. 56 Table of Contents Rest of World YOY growth: 36 % 45 % 37 % 43 % 55 % 57 % 55 % 49 % 41 % 36 % 35 % 34 % 31 % Monetization In the year ended December 31, 2022, we recorded revenue of $4.6 billion compared to revenue of $4.1 billion for the year ended December 31, 2021, an increase of 12% year-over-year.
(3) Europe includes Russia and Turkey. Rest of World YOY growth: 41 % 36 % 35 % 34 % 31 % 27 % 25 % 21 % 19 % Monetization In the year ended December 31, 2023, we recorded revenue of $4.6 billion compared to $4.6 billion for the year ended December 31, 2022.
While we use our best estimates and assumptions to accurately value assets acquired and liabilities assumed at the acquisition date, our estimates are inherently uncertain and subject to refinement. Significant estimates in valuing certain intangible assets include, but are not limited to, future expected cash flows from acquired technology, useful lives, and discount rates.
Significant estimates in valuing certain intangible assets include, but are not limited to, future expected cash flows from acquired technology, useful lives, and discount rates.
Financial Results • Revenue increased 12% year-over-year to $4.6 billion in 2022. • Total costs and expenses were $6.0 billion in 2022, compared to $4.8 billion in 2021. • Net loss was $1.4 billion in 2022, compared to $488.0 million in 2021 . • Diluted net loss per share was $(0.89) in 2022, compared to $(0.31) in 2021. • Adjusted EBITDA was $377.6 million in 2022, compared to $616.7 million in 2021. • Cash provided by operating activities was $184.6 million in 2022, compared to $292.9 million in 2021. • Free Cash Flow was $55.3 million in 2022 , compared to $223.0 million in 2021 . • Cash, cash equivalents, and marketable securities were $3.9 billion as of December 31, 2022. • In the third quarter of 2022, we initiated a strategic reprioritization plan, which included a reduction of our global employee headcount by approximately 20%.
Financial Results • Revenue was $4.6 billion in 2023, compared to $4.6 billion in 2022. • Total costs and expenses were $6.0 billion in 2023, compared to $6.0 billion in 2022. • Net loss was $1.3 billion in 2023, compared to $1.4 billion in 2022 . • Adjusted EBITDA was $161.6 million in 2023, compared to $377.6 million in 2022. • Diluted net loss per share was $(0.82) in 2023, compared to $(0.89) in 2022. • Cash provided by operating activities was $246.5 million in 2023, compared to $184.6 million in 2022. • Free Cash Flow was $34.8 million in 2023 , compared to $55.3 million in 2022 . • Cash, cash equivalents, and marketable securities were $3.5 billion as of December 31, 2023.
The sale price requirement for conversion was not satisfied as of December 31, 2022 and as a result, the 2028 Notes will not be eligible for optional conversion during the first quarter of 2023.
The 2028 Notes mature on March 1, 2028 unless repurchased, redeemed, or converted in accordance with their terms prior to such date. The sale price requirement for conversion was not satisfied as of December 31, 2023 and as a result, the 2028 Notes will not be eligible for optional conversion during the first quarter of 2024.
The sale price requirement for conversion was not satisfied as of December 31, 2022 and as a result, the 2027 Notes will not be eligible for optional conversion during the first quarter of 2023.
The 2027 Notes mature on May 1, 2027 unless repurchased, redeemed, or converted in accordance with their terms prior to such date. The sale price requirement for conversion was not satisfied as of December 31, 2023 and as a result, the 2027 Notes will not be eligible for optional conversion during the first quarter of 2024.
The increase was primarily driven by higher personnel expenses, including increased cash- and stock-based compensation expenses, and $78.9 million relating to restructuring charges.
The decrease was primarily driven by lower cash- and stock-based compensation expenses due to decreased headcount compared to the prior period and $78.9 million relating to restructuring charges in the prior period.
Interest Expense Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Interest Expense $ (21,459) $ (17,676) $ (97,228) $ (3,783) 21 % $ 79,552 (82) % 2022 compared to 2021 Interest expense for the year ended December 31, 2022 increased $3.8 million, compared to the same period in 2021 primarily due to increases in amortization of debt issuance costs.
Interest Expense Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Interest Expense $ (22,024) $ (21,459) $ (17,676) $ (565) 3 % $ (3,783) 21 % 2023 compared to 2022 Interest expense for the year ended December 31, 2023 increased $0.6 million compared to the same period in 2022.
In February 2022, we entered into a purchase agreement for the sale of an aggregate of $1.5 billion principal amount of convertible senior notes due in 2028, the full amount of which is outstanding as of December 31, 2022.
In February 2022, we entered into a purchase agreement for the sale of an aggregate of $1.5 billion principal amount of convertible senior notes due in 2028. The net proceeds from the issuance of the 2028 Notes were $1.31 billion, net of debt issuance costs and the 2028 Capped Call Transactions discussed further in Note 7.
The increase was primarily driven by higher personnel expenses, higher other administrative expenses, and $58.7 million relating to restructuring charges. 63 Table of Contents Interest Income Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) (NM = Not Meaningful) Interest Income $ 58,597 $ 5,199 $ 18,127 $ 53,398 NM $ (12,928) (71) % 2022 compared to 2021 Interest income for the year ended December 31, 2022 increased $53.4 million compared to the same period in 2021.
The decrease was primarily driven by lower personnel expenses, including cash- and stock-based compensation expenses compared to the prior period, and $58.7 million relating to restructuring charges in the prior period. 63 Table of Contents Interest Income Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) (NM = Not Meaningful) Interest Income $ 168,394 $ 58,597 $ 5,199 $ 109,797 187 % $ 53,398 NM 2023 compared to 2022 Interest income for the year ended December 31, 2023 increased $109.8 million compared to the same period in 2022, primarily due to higher interest rates on U.S. government-backed securities, offset by a lower overall invested cash balance.
We evaluate our estimates and assumptions on an ongoing basis. Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates.
Preparing these financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses, and related disclosures. We evaluate our estimates and assumptions on an ongoing basis. Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances.
Our investing activities for the year ended December 31, 2021 consisted of cash provided by the sales and maturities of marketable securities of $2.9 billion, partially offset by the purchase of marketable securities of $2.4 billion and cash paid for acquisitions of $310.9 million.
Our investing activities in the year ended December 31, 2023 consisted primarily of maturities of marketable securities of $2.4 billion and sales of marketable securities of $459.5 million, partially offset by purchases of marketable securities of $2.0 billion and purchases of property and equipment of $211.7 million.
The following table presents a reconciliation of Free Cash Flow to net cash provided by (used in) operating activities, the most comparable GAAP financial measure, for each of the periods presented: Year Ended December 31, 2022 2021 2020 (in thousands) Free Cash Flow reconciliation: Net cash provided by (used in) operating activities $ 184,614 $ 292,880 $ (167,644) Less: Purchases of property and equipment (129,306) (69,875) (57,832) Free Cash Flow $ 55,308 $ 223,005 $ (225,476) The following table presents a reconciliation of Adjusted EBITDA to net loss, the most comparable GAAP financial measure, for each of the periods presented: Year Ended December 31, 2022 2021 2020 (in thousands) Adjusted EBITDA reconciliation: Net loss $ (1,429,653) $ (487,955) $ (944,839) Add (deduct): Interest income (58,597) (5,199) (18,127) Interest expense 21,459 17,676 97,228 Other (income) expense, net 42,529 (240,175) (14,988) Income tax (benefit) expense 28,956 13,584 18,654 Depreciation and amortization 186,434 119,141 86,744 Stock-based compensation expense 1,353,283 1,092,135 770,182 Payroll and other tax expense related to stock-based compensation 44,213 107,479 50,309 Restructuring charges (1) 188,949 — — Adjusted EBITDA $ 377,573 $ 616,686 $ 45,163 (1) Restructuring charges in 2022 were composed primarily of severance and related charges of $97.1 million, stock-based compensation expense, lease exit and related charges, impairment charges, contract termination charges, and intangible asset amortization.
Some of these limitations are that: • Free Cash Flow does not reflect our future contractual commitments; • Adjusted EBITDA excludes certain recurring, non-cash charges such as depreciation of fixed assets and amortization of acquired intangible assets and, although these are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future; • Adjusted EBITDA excludes stock-based compensation expense and payroll and other tax expense related to stock-based compensation, which have been, and will continue to be for the foreseeable future, significant recurring expenses in our business and an important part of our compensation strategy; and • Adjusted EBITDA excludes income tax benefit (expense). 68 Table of Contents The following table presents a reconciliation of Free Cash Flow to net cash provided by (used in) operating activities, the most comparable GAAP financial measure, for each of the periods presented: Year Ended December 31, 2023 2022 2021 (in thousands) Free Cash Flow reconciliation: Net cash provided by (used in) operating activities $ 246,521 $ 184,614 $ 292,880 Less: Purchases of property and equipment (211,727) (129,306) (69,875) Free Cash Flow $ 34,794 $ 55,308 $ 223,005 The following table presents a reconciliation of Adjusted EBITDA to net loss, the most comparable GAAP financial measure, for each of the periods presented: Year Ended December 31, 2023 2022 2021 (in thousands) Adjusted EBITDA reconciliation: Net loss $ (1,322,485) $ (1,429,653) $ (487,955) Add (deduct): Interest income (168,394) (58,597) (5,199) Interest expense 22,024 21,459 17,676 Other (income) expense, net 42,414 42,529 (240,175) Income tax (benefit) expense 28,062 28,956 13,584 Depreciation and amortization 159,999 186,434 119,141 Stock-based compensation expense 1,319,783 1,353,283 1,092,135 Payroll and other tax expense related to stock-based compensation 39,324 44,213 107,479 Restructuring charges (1) 40,850 188,949 — Adjusted EBITDA $ 161,577 $ 377,573 $ 616,686 (1) Restructuring charges in 2023 relating to the wind down of our AR Enterprise business were composed primarily of cash severance, stock-based compensation expense, and charges related to the revision of the useful lives and disposal of certain acquired intangible assets.
In April 2021, we entered into a purchase agreement for the sale of an aggregate of $1.15 billion principal amount of convertible senior notes due in 2027, the full amount of which is outstanding as of December 31, 2022.
In April 2021, we entered into a purchase agreement for the sale of an aggregate of $1.15 billion principal amount of convertible senior notes due in 2027. The net proceeds from the issuance of the 2027 Notes were $1.05 billion, net of debt issuance costs and the 2027 Capped Call Transactions discussed further in Note 7.
We determine collectability by performing ongoing credit evaluations and monitoring customer accounts receivable balances. Sales tax, including value added tax, is excluded from reported revenue.
Revenue is recognized when control of the promised goods or services is transferred to our customers, in an amount that reflects the consideration we expect to receive in exchange for those goods or services. We determine collectability by performing ongoing credit evaluations and monitoring customer accounts receivable balances. Sales tax, including value added tax, is excluded from reported revenue.
Business Combinations and Valuation of Goodwill and Other Acquired Intangible Assets We estimate the fair value of assets acquired and liabilities assumed in a business combination. Goodwill as of the acquisition date is measured as the excess of consideration transferred over the net of the acquisition date fair values of the assets acquired and the liabilities assumed.
Goodwill as of the acquisition date is measured as the excess of consideration transferred over the net of the acquisition date fair values of the assets acquired and the liabilities assumed. While we use our best estimates and assumptions to accurately value assets acquired and liabilities assumed at the acquisition date, our estimates are inherently uncertain and subject to refinement.
Total restructuring charges included in our consolidated statements of operations for the year ended December 31, 2022 were $188.9 million, consisting primarily of severance and related charges, stock-based compensation expense, lease exit and related charges, impairment charges, contract termination charges, and intangible asset amortization.
Restructuring charges in 2022 relating to the strategic reprioritization plan were composed primarily of severance and related charges of $97.1 million, stock-based compensation expense, lease exit and related charges, impairment charges, contract termination charges, and intangible asset amortization. These charges are not reflective of underlying trends in our business.
Net cash provided by operating activities for the year ended December 31, 2022 was also impacted by an increase in the accounts receivable balance of $119.8 million due to the timing of collections.
Net cash provided by operating activities for the year ended December 31, 2023 was also driven by a $95.0 million increase in accounts payable and a $62.1 million increase in accrued expenses and other current liabilities, primarily due to the timing of payments, partially offset by a $98.1 million increase in accounts receivables due to the timing of collections and an increase in billings in the period.
The critical accounting estimates, assumptions, and judgments that we believe to have the most significant impact on our consolidated financial statements are described below. Revenue Recognition Revenue is recognized when control of the promised goods or services is transferred to our customers, in an amount that reflects the consideration we expect to receive in exchange for those goods or services.
Our actual results could differ from these estimates. The critical accounting estimates, assumptions, and judgments that we believe to have the most significant impact on our consolidated financial statements are described below.
Research and Development Expenses Year Ended December 31, 2022 vs 2021 Change 2021 vs 2020 Change 2022 2021 2020 $ % $ % (dollars in thousands) Research and Development Expenses $ 2,109,800 $ 1,565,467 $ 1,101,561 $ 544,333 35 % $ 463,906 42 % 2022 compared to 2021 Research and development expenses for the year ended December 31, 2022 increased $544.3 million compared to the same period in 2021.
The increase was primarily driven by increased infrastructure costs attributable to DAU growth and investments in machine learning and AI, partially offset by lower content and advertising partner costs and $20.6 million relating to restructuring charges in the prior period. 62 Table of Contents Research and Development Expenses Year Ended December 31, 2023 vs 2022 Change 2022 vs 2021 Change 2023 2022 2021 $ % $ % (dollars in thousands) Research and Development Expenses $ 1,910,862 $ 2,109,800 $ 1,565,467 $ (198,938) (9) % $ 544,333 35 % 2023 compared to 2022 Research and development expenses for the year ended December 31, 2023 decreased $198.9 million compared to the same period in 2022.
The program was completed in the fourth quarter of 2022, during which we repurchased, and subsequently retired, 53.9 million shares of our Class A common stock for an aggregate of $500.5 million, representing the entire amount approved by our board of directors and including costs associated with the repurchases.
During the fourth quarter of 2023, we repurchased 18.4 million shares of our Class A common stock for an aggregate of $189.4 million, including costs associated with the repurchases. As of December 31, 2023, the remaining availability under the stock repurchase authorization was $310.8 million.
We had $3.7 billion in commitments, as of December 31, 2022, primarily due within 3 years. Critical Accounting Policies and Estimates We prepare our financial statements in accordance with GAAP. Preparing these financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses, and related disclosures.
We had $3.0 billion in commitments, as of December 31, 2023, primarily due within three years. For additional discussion on our leases, see Note 9 to our consolidated financial statements included elsewhere in this Annual Report on Form 10-K. Critical Accounting Policies and Estimates We prepare our financial statements in accordance with GAAP.
Free Cash Flow also included purchases of property and equipment of $129.3 million for the year ended December 31, 2022. Free Cash Flow was $223.0 million for the year ended December 31, 2021 and was composed of net cash provided by operating activities, resulting primarily from net loss, adjusted for non-cash items and changes in working capital.
Free Cash Flow also 67 Table of Contents included purchases of property and equipment of $211.7 million for the year ended December 31, 2023, compared to $129.3 million for the year ended December 31, 2022.
DAUs are broken out by geography because markets have different characteristics .
DAUs are broken out by geography because markets have different characteristics . We had 414 million DAUs on average in the fourth quarter of 2023, an increase of 39 million, or 10%, from the fourth quarter of 2022.
Revenue increased due to a combination of growth in advertisers and auction-based advertising demand and optimization efficiencies.
In 2023, subscription revenue increased, partially offset by a reduction in advertiser spend and auction-based advertising demand.