Biggest changeYear Ended December 31, 2022 2021 2020 (in thousands) Revenue: Marketplace $ 1,910,887 $ 1,745,824 $ 1,303,126 Services 655,224 583,290 422,499 Total revenue 2,566,111 2,329,114 1,725,625 Cost of revenue 744,592 654,512 464,745 Gross profit 1,821,519 1,674,602 1,260,880 Operating expenses: Marketing 710,399 654,804 500,756 Product development 412,398 271,535 180,080 General and administrative 312,260 282,531 156,035 Goodwill impairment 1,045,022 — — Total operating expenses 2,480,079 1,208,870 836,871 (Loss) income from operations (658,560) 465,732 424,009 Other (expense) income, net (3,418) 5,922 (58,300) (Loss) income before income taxes (661,978) 471,654 365,709 (Provision) benefit for income taxes (32,310) 21,853 (16,463) Net (loss) income $ (694,288) $ 493,507 $ 349,246 Year Ended December 31, 2022 2021 2020 Revenue: Marketplace 74.5 % 75.0 % 75.5 % Services 25.5 25.0 24.5 Total revenue 100.0 100.0 100.0 Cost of revenue 29.0 28.1 26.9 Gross profit 71.0 71.9 73.1 Operating expenses: Marketing 27.7 28.1 29.0 Product development 16.1 11.7 10.4 General and administrative 12.2 12.1 9.0 Goodwill impairment 40.7 — — Total operating expenses 96.6 51.9 48.5 (Loss) income from operations (25.7) 20.0 24.6 Other (expense) income, net (0.1) 0.3 (3.4) (Loss) income before income taxes (25.8) 20.3 21.2 (Provision) benefit for income taxes (1.3) 0.9 (1.0) Net (loss) income (27.1) % 21.2 % 20.2 % 83 Table of C ontents Comparison of Years Ended December 31, 2022 and 2021 Revenue Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2022 2021 $ % 2020 $ % (in thousands, except percentages) Revenue: Marketplace $ 1,910,887 $ 1,745,824 $ 165,063 9.5 % $ 1,303,126 $ 442,698 34.0 % Percentage of total revenue 74.5 % 75.0 % 75.5 % Services $ 655,224 $ 583,290 $ 71,934 12.3 % $ 422,499 $ 160,791 38.1 % Percentage of total revenue 25.5 % 25.0 % 24.5 % Total revenue $ 2,566,111 $ 2,329,114 $ 236,997 10.2 % $ 1,725,625 $ 603,489 35.0 % Revenue increased $237.0 million to $2.6 billion in the year ended December 31, 2022 compared to the year ended December 31, 2021, of which 74.5% consisted of Marketplace revenue and 25.5% consisted of Services revenue.
Biggest changeYear Ended December 31, 2023 2022 2021 (in thousands) Revenue: Marketplace $ 1,997,190 $ 1,910,887 $ 1,745,824 Services 751,187 655,224 583,290 Total revenue 2,748,377 2,566,111 2,329,114 Cost of revenue 828,675 744,592 654,512 Gross profit 1,919,702 1,821,519 1,674,602 Operating expenses: Marketing 759,196 710,399 654,804 Product development 469,332 412,398 271,535 General and administrative 343,242 312,260 282,531 Asset impairment charges 68,091 1,045,022 — Total operating expenses 1,639,861 2,480,079 1,208,870 Income (loss) from operations 279,841 (658,560) 465,732 Other income (expense), net 12,979 (3,418) 5,922 Income (loss) before income taxes 292,820 (661,978) 471,654 Benefit (provision) for income taxes 14,748 (32,310) 21,853 Net income (loss) $ 307,568 $ (694,288) $ 493,507 Year Ended December 31, 2023 2022 2021 Revenue: Marketplace 72.7 % 74.5 % 75.0 % Services 27.3 25.5 25.0 Total revenue 100.0 100.0 100.0 Cost of revenue 30.2 29.0 28.1 Gross profit 69.8 71.0 71.9 Operating expenses: Marketing 27.6 27.7 28.1 Product development 17.1 16.1 11.7 General and administrative 12.5 12.2 12.1 Asset impairment charges 2.5 40.7 — Total operating expenses 59.7 96.6 51.9 Income (loss) from operations 10.2 (25.7) 20.0 Other income (expense), net 0.5 (0.1) 0.3 Income (loss) before income taxes 10.7 (25.8) 20.3 Benefit (provision) for income taxes 0.5 (1.3) 0.9 Net income (loss) 11.2 % (27.1) % 21.2 % 82 Table of Contents Comparison of Years Ended December 31, 2023 and 2022 Revenue Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2023 2022 $ % 2021 $ % (in thousands, except percentages) Revenue: Marketplace $ 1,997,190 $ 1,910,887 $ 86,303 4.5 % $ 1,745,824 $ 165,063 9.5 % Percentage of total revenue 72.7 % 74.5 % 75.0 % Services $ 751,187 $ 655,224 $ 95,963 14.6 % $ 583,290 $ 71,934 12.3 % Percentage of total revenue 27.3 % 25.5 % 25.0 % Total revenue $ 2,748,377 $ 2,566,111 $ 182,266 7.1 % $ 2,329,114 $ 236,997 10.2 % Revenue increased $182.3 million to $2.7 billion in the year ended December 31, 2023 compared to the year ended December 31, 2022, of which 72.7% consisted of Marketplace revenue and 27.3% consisted of Services revenue.
(Provision) Benefit for Income Taxes Our effective tax rate and the (provision) benefit for income taxes is subject to significant variation due to several factors, including variability in accurately predicting our pre-tax income or loss and the mix of jurisdictions to which they relate, taxable income and loss in each jurisdiction, changes in our stock price, audit-related developments, acquisitions, changes in our deferred tax assets and liabilities and their valuation, foreign currency gains (losses), changes in statutes, regulations, case law, and administrative practices, principles, and interpretations related to tax, including changes to the global tax framework, competition, and other laws and accounting rules in various jurisdictions, and relative changes of expenses or losses for which tax benefits are not recognized.
Benefit (Provision) for Income Taxes Our effective tax rate and the benefit (provision) for income taxes is subject to significant variation due to several factors, including variability in accurately predicting our pre-tax income or loss and the mix of jurisdictions to which they relate, taxable income and loss in each jurisdiction, changes in our stock price, audit-related developments, acquisitions, changes in our deferred tax assets and liabilities and their valuation, foreign currency gains (losses), changes in statutes, regulations, case law, and administrative practices, principles, and interpretations related to tax, including changes to the global tax framework, competition, and other laws and accounting rules in various jurisdictions, and relative changes of expenses or losses for which tax benefits are not recognized.
To the extent that the results differ from our original or adjusted estimates, the effect will be recorded in (provision) benefit for income taxes. The (provision) benefit for income taxes involves a significant amount of management judgment regarding interpretation of relevant facts and laws in the jurisdictions in which we operate.
To the extent that the results differ from our original or adjusted estimates, the effect will be recorded in benefit (provision) for income taxes. The benefit (provision) for income taxes involves a significant amount of management judgment regarding interpretation of relevant facts and laws in the jurisdictions in which we operate.
We also provide Adjusted EBITDA margin, a non-GAAP financial measure that presents Adjusted EBITDA divided by revenue. Below is a reconciliation of Adjusted EBITDA to net (loss) income, the most directly comparable GAAP financial measure.
We also provide Adjusted EBITDA margin, a non-GAAP financial measure that presents Adjusted EBITDA divided by revenue. Below is a reconciliation of Adjusted EBITDA to net income (loss), the most directly comparable GAAP financial measure.
Additionally, commencing in the third quarter of 2021, as part of our integration of the Depop and Elo7 marketplaces into our “House of Brands,” we expanded our definition of active sellers to include any seller who has had a sale in the last 12 months, even if no charge was incurred in connection with the sale.
Commencing in the third quarter of 2021, as part of our integration of the Depop and Elo7 marketplaces into our “House of Brands,” we expanded our definition of active sellers to include any seller who has had a sale in the last 12 months, even if no charge was incurred in connection with the sale.
Services Revenue : Services revenue is comprised of the fees an Etsy marketplace seller pays us for our optional services (“Services”), including: • On-site advertising services (“Etsy Ads”), which allow Etsy marketplace sellers to pay for prominent placement of their listings; and • Shipping labels, which allows Etsy marketplace sellers in the United States, Canada, United Kingdom, Australia, and India to purchase discounted shipping labels.
Services Revenue : Services revenue is comprised of the fees an Etsy marketplace seller pays us for our optional services (“Services”), including: • On-site advertising services (“Etsy Ads”), which allow Etsy marketplace sellers to pay for prominent placement of their listings; and • Shipping labels, which allows Etsy marketplace sellers in the United States, Canada, United Kingdom, and Australia to purchase discounted shipping labels.
Factors that could cause or contribute to these differences include those discussed below and elsewhere in this Annual Report, particularly in Part I, Item 1A, “Risk Factors.” We have omitted discussion of 2020 results where it would be redundant to the discussion previously included in Part II, Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2021.
Factors that could cause or contribute to these differences include those discussed below and elsewhere in this Annual Report, particularly in Part I, Item 1A, “Risk Factors.” We have omitted discussion of 2021 results where it would be redundant to the discussion previously included in Part II, Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2022.
As of December 31, 2022, we had outstanding $1.0 billion aggregate principal amount of 0.25% Convertible Senior Notes due 2028 (the “2021 Notes”), $650.0 million aggregate principal amount of 0.125% Convertible Senior Notes due 2027 (the “2020 Notes”), $649.9 million aggregate principal amount of 0.125% Convertible Senior Notes due 2026 (the “2019 Notes” and together with the 2021 Notes, 2020 Notes, and 0% Convertible Senior Notes due 2023 (the “2018 Notes”), the “Notes”).
As of December 31, 2023, we had outstanding $1.0 billion aggregate principal amount of 0.25% Convertible Senior Notes due 2028 (the “2021 Notes”), $650.0 million aggregate principal amount of 0.125% Convertible Senior Notes due 2027 (the “2020 Notes”), $649.9 million aggregate principal amount of 0.125% Convertible Senior Notes due 2026 (the “2019 Notes” and together with the 2021 Notes and 2020 Notes, the “Notes”).
In accordance with our investment policy, all investments, other than investments made through our Impact portfolio, have maturities no longer than 37 months, with the average maturity of these investments maintained at 12 months or less.
In accordance with our investment policy, all investments, other than investments made through our Impact Investment Fund, have maturities no longer than 37 months, with the average maturity of these investments maintained at 12 months or less.
Net Cash Used in Investing Activities Our primary investing activities consist of cash paid for the acquisitions of Depop and Elo7, sales and purchases of short- and long-term marketable securities, and capital expenditures, including investments in capitalized website development and internal-use software and purchases of property and equipment to support our overall business growth.
Net Cash Used in Investing Activities Our primary investing activities consist of cash paid for the acquisitions of Depop and Elo7, purchases and sales and maturities of short- and long-term investments, and capital expenditures, including investments in capitalized website development and internal-use software and purchases of property and equipment to support our overall business growth.
Net Cash (Used in) Provided by Financing Activities Our primary financing activities include proceeds from the issuance of convertible senior notes, repurchases of common stock, payment of tax obligations on vested equity awards, settlement of convertible senior notes, proceeds from exercise of stock options, payments of debt issuance costs, and payments on finance lease obligations.
Net Cash (Used in) Provided by Financing Activities Our primary financing activities include proceeds from the issuance of convertible senior notes, repurchases of common stock, payment of tax obligations on vested equity awards, purchase of capped calls, settlement of convertible senior notes, proceeds from exercise of stock options, payments of debt issuance costs, and payments on finance lease obligations.
Marketplace Revenue : Etsy.com marketplace revenue is comprised of the fees an Etsy marketplace seller pays for marketplace activities, including: • The $0.20 listing fee for each item listed (for up to four months); • The transaction fee that an Etsy marketplace seller pays for each completed transaction, inclusive of shipping fees charged, which increased from 5% to 6.5% effective April 11, 2022, and where applicable, an additional transaction fee of 12% or 15% related to offsite advertising (“Offsite Ads”); • A fee for Etsy Payments, our payment processing product, which typically varies between 3.0% and 4.5% of an item’s total sale price, including shipping, plus a flat fee per order, that depends on the country in which a seller’s bank account is located.
Marketplace Revenue : Etsy.com marketplace revenue is comprised of the fees an Etsy marketplace seller pays for marketplace activities, including: • The transaction fee that an Etsy marketplace seller pays for each completed transaction, inclusive of shipping fees charged, which increased from 5% to 6.5% effective April 11, 2022, and where applicable, an additional transaction fee of 12% or 15% related to offsite advertising (“Offsite Ads”); • A fee for Etsy Payments, our payment processing product, which typically varies between 3.0% and 4.5% of an item’s total sale price, including shipping, plus a flat fee per order, that depends on the country in which a seller’s bank account is located.
Operating lease obligations consist of obligations under non-cancelable operating leases, including for a portion of our headquarters in Brooklyn, New York and for a majority of our other office locations, and include imputed interest and tenant improvement allowances.
Operating lease obligations consist of obligations under non-cancelable operating leases, including a portion of our headquarter office located in Brooklyn, New York and for a majority of our other office locations, and include imputed interest and tenant improvement allowances.
Debt obligations consist of the 2021 Notes, 2020 Notes, 2019 Notes, and 2018 Notes, which will mature on June 15, 2028, September 1, 2027, October 1, 2026, and March 1, 2023, respectively, unless earlier converted or repurchased.
Debt obligations consist of the 2021 Notes, 2020 Notes, and 2019 Notes, which will mature on June 15, 2028, September 1, 2027, and October 1, 2026, respectively, unless earlier converted or repurchased.
For benefits to be recognized, a tax position must be more likely than not to be sustained upon examination by the taxing authorities. 91 Table of C ontents The amount recognized is measured as the largest amount of benefit that has a greater than 50% likelihood of being realized upon ultimate audit settlement.
For benefits to be recognized, a tax position must be more likely than not to be sustained upon examination by the taxing authorities. The amount recognized is measured as the largest amount of benefit that has a greater than 50% likelihood of being realized upon ultimate audit settlement.
We succeed when sellers succeed, so we view the number of active sellers as a key indicator of consumer awareness of our brands, the reach of our platforms, the potential for growth in GMS and revenue, and the health of our business. 79 Table of C ontents Active Buyers An active buyer is a buyer who has made at least one purchase in the last 12 months.
We succeed when sellers succeed, so we view the number of active sellers as a key indicator of consumer awareness of our brands, the reach of our platforms, the potential for growth in GMS and revenue, and the health of our business. 78 Table of Contents Active Buyers An active buyer is a buyer who has made at least one purchase in the last 12 months.
As of December 31, 2022, habitual buyers, or Etsy.com buyers who have spent $200 or more and made purchases on six or more days in the previous 12 months, decreased to 7.4 million, a decrease of 9% compared to December 31, 2021.
As of December 31, 2023, habitual buyers, or Etsy.com buyers who have spent $200 or more and made purchases on six or more days in the previous 12 months, decreased to 7.1 million, a decrease of 4% compared to December 31, 2022.
If the ultimate result of these audits differ from original or adjusted estimates, they could have a material impact on our tax provision and results of operations. 82 Table of C ontents Results of Operations The following tables show our results of operations for the periods presented and express the relationship of line items as a percentage of revenue for those periods.
If the ultimate result of these audits differ from original or adjusted estimates, they could have a material impact on our tax provision and results of operations. 81 Table of Contents Results of Operations The following tables show our results of operations for the periods presented and express the relationship of line items as a percentage of revenue for those periods.
See “Non-GAAP Financial Measures” for more information regarding our use of Adjusted EBITDA and Adjusted EBITDA margin, including their limitations as a financial measure, and for a reconciliation of Adjusted EBITDA to net (loss) income, the most directly comparable GAAP financial measure.
Adjusted EBITDA margin is Adjusted EBITDA divided by revenue. See “Non-GAAP Financial Measures” for more information regarding our use of Adjusted EBITDA and Adjusted EBITDA margin, including their limitations as a financial measure, and for a reconciliation of Adjusted EBITDA to net income (loss), the most directly comparable GAAP financial measure.
As reported and currency-neutral GMS growth for the periods presented below are as follows: Year-to-Date Period Ended As Reported Currency-Neutral FX Impact December 31, 2022 (1.3) % 1.6 % (2.9) % December 31, 2021 31.2 % 29.6 % 1.6 % December 31, 2020 106.7 % 105.7 % 1.0 % 80 Table of C ontents Key Factors Affecting Our Performance We believe that our performance and future success depend on a number of factors that present significant opportunities for us, including those discussed in Part I, Item 1, “Business,” but also pose risks and challenges, including those discussed in Part I, Item 1A, “Risk Factors.” Components of Our Results of Operations Revenue Our revenue is diversified and generated from a mix of marketplace activities and other optional services we provide to sellers to help them generate more sales and scale their businesses.
As reported and currency-neutral GMS (decline) / growth for the periods presented below are as follows: Year-to-Date Period Ended As Reported Currency-Neutral FX Impact December 31, 2023 (1.2) % (1.2) % — % December 31, 2022 (1.3) % 1.6 % (2.9) % December 31, 2021 31.2 % 29.6 % 1.6 % 79 Table of Contents Key Factors Affecting Our Performance We believe that our performance and future success depend on a number of factors that present significant opportunities for us, including those discussed in Part I, Item 1, “Business,” but also pose risks and challenges, including those discussed in Part I, Item 1A, “Risk Factors.” Components of Our Results of Operations Revenue Our revenue is diversified and generated from a mix of marketplace activities and other optional services we provide to sellers to help them generate more sales and scale their businesses.
Some of these limitations are: • Adjusted EBITDA does not reflect other non-operating expenses, net of other non-operating income, including net interest expense; • Adjusted EBITDA does not reflect tax payments that may represent a reduction in cash available to us; • although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and Adjusted EBITDA does not reflect cash capital expenditure requirements for such replacements or for new capital expenditure requirements; • Adjusted EBITDA does not consider the impact of stock-based compensation expense; • Adjusted EBITDA does not consider the impact of foreign exchange loss (gain); • Adjusted EBITDA does not reflect acquisition-related expenses; • Adjusted EBITDA does not consider the impact of goodwill impairment; • Adjusted EBITDA does not consider the impact of the loss on extinguishment of debt; and • other companies, including companies in our industry, may calculate Adjusted EBITDA differently, which reduces its usefulness as a comparative measure.
Some of these limitations are: • Adjusted EBITDA does not reflect interest and other non-operating (income) expense, net; • Adjusted EBITDA does not reflect tax payments that may represent a reduction in cash available to us; • although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and Adjusted EBITDA does not reflect cash capital expenditure requirements for such replacements or for new capital expenditure requirements; • Adjusted EBITDA does not consider the impact of stock-based compensation expense; • Adjusted EBITDA does not consider the impact of foreign exchange loss (gain); • Adjusted EBITDA does not reflect acquisition, divestiture, and corporate structure-related expenses; • Adjusted EBITDA does not consider the impact of asset impairment charges; • Adjusted EBITDA does not consider the impact of the loss on sale of business; • Adjusted EBITDA does not reflect restructuring and other exit costs; and • other companies, including companies in our industry, may calculate Adjusted EBITDA differently, which reduces its usefulness as a comparative measure.
For those agreements with variable terms, we do not estimate what the total obligation may be beyond any minimum quantities and/or pricing. In addition, we have uncertain tax positions of $35.2 million and non-income tax related contingency reserves of $43.2 million, which amounts are not reflected in the table as the ultimate resolution and timing are uncertain.
For those agreements with variable terms, we do not estimate what the total obligation may be beyond any minimum quantities and/or pricing. In addition, we have uncertain tax positions of $51.7 million and non-income tax related contingency reserves of $26.2 million. These amounts are not reflected in the table as the ultimate resolution and timing are uncertain.
We fund our non-U.S. operations from our funds held in the United States on an as-needed basis. 88 Table of C ontents We invest in short- and long-term instruments, including fixed-income funds and U.S. Government securities aligned with our investment strategy.
We fund our non-U.S. operations from our funds held in the United States on an as-needed basis. We typically invest in short- and long-term instruments, including fixed-income funds and U.S. Government securities aligned with our investment strategy.
Based on the daily closing prices of our stock during the year ended December 31, 2022, holders of the 2019 Notes and 2018 Notes are eligible to convert their Notes during the first quarter of 2023 and holders of the 2021 Notes and 2020 Notes are not eligible to convert their Notes during the first quarter of 2023.
Based on the daily closing prices of our stock during the quarter ended December 31, 2023, holders of the 2021 Notes, 2020 Notes, and remaining 2019 Notes are not eligible to convert their Notes during the first quarter of 2024.
We believe that mobile GMS indicates our success in converting mobile activity into mobile purchases and demonstrates our ability to grow GMS and revenue. During the year ended December 31, 2022, mobile GMS increased as a percentage of total GMS to approximately 67%, up from approximately 64% for the year ended December 31, 2021. GMS ex-U.S.
We believe that mobile GMS indicates our success in converting mobile activity into mobile purchases and demonstrates our ability to grow GMS and revenue. During the year ended December 31, 2023, mobile GMS increased as a percentage of total GMS to approximately 68%, up from approximately 67% for the year ended December 31, 2022.
We generate revenue primarily from marketplace activities, including transaction, listing, and payments processing fees, and optional seller services, which include on-site advertising and shipping labels.
We generate revenue primarily from marketplace activities, including transaction (inclusive of offsite advertising), payments processing, and listing fees, as well as from optional seller services, which include on-site advertising and shipping labels.
Marketplace revenue increased $165.1 million to $1.9 billion in the year ended December 31, 2022 compared to the year ended December 31, 2021. The growth in marketplace revenue was primarily due to the impact of the pricing update to increase our seller transaction fee for the Etsy marketplace from 5% to 6.5% beginning on April 11, 2022.
Marketplace revenue increased $86.3 million to $2.0 billion in the year ended December 31, 2023 compared to the year ended December 31, 2022. The growth in marketplace revenue was primarily due to the impact of the pricing update to increase our seller transaction fee for the Etsy marketplace from 5% to 6.5% beginning on April 11, 2022.
The growth in Services revenue was primarily driven by an increase of 15.4% in on-site advertising revenue, which represented a significant majority of the overall Services revenue growth. The increase in on-site advertising revenue was primarily due to higher click volume and an increase in average price per click on Etsy Ads.
The growth in Services revenue was primarily driven by an increase of 16.9% in on-site advertising revenue, which represented a significant majority of the overall Services revenue growth. The increase in advertising revenue was primarily due to higher click volume on Etsy Ads.
Our strategy is focused around: • Building a sustainable competitive advantage - our “Right to Win;” • Growing the Etsy marketplace in our seven core geographies; and • Leveraging our marketplace expertise and playbook across our “House of Brands.” Our investments in technology infrastructure, product development, marketing, trust and safety, member support, and sellers tools and education, and other areas support our strategy, which you can read more about in Part 1, Item 1, “Business—Primary Business Drivers.” Annual Key Metrics and Financial Highlights As of December 31, 2022, our marketplaces connected 7.5 million active sellers and 95.1 million active buyers in nearly every country in the world.
Our strategy is focused around: • Building a sustainable competitive advantage for the Etsy marketplace - our “Right to Win;” • Growing the Etsy marketplace in our six core geographies and globally; and • Leveraging our marketplace playbook across our “House of Brands.” Our investments in technology infrastructure, product development, marketing, trust and safety, member support, and helping sellers grow support our strategy, which you can read more about in Part 1, Item 1, “Business—Primary Business Drivers.” 75 Table of Contents Annual Key Metrics and Financial Highlights As of December 31, 2023, our marketplaces connected 9.0 million active sellers and 96.5 million active buyers in nearly every country in the world.
The primary drivers of our income tax benefit for the year ended December 31, 2021 were tax benefits from stock-based compensation and a benefit related to research and development tax credits, partially offset by tax expense on income before income taxes and state and local income taxes. 86 Table of C ontents Non-GAAP Financial Measures Adjusted EBITDA and Adjusted EBITDA Margin In this Annual Report, we provide Adjusted EBITDA, a non-GAAP financial measure that represents our net (loss) income adjusted to exclude: interest and other non-operating expense, net; provision (benefit) for income taxes; depreciation and amortization; stock-based compensation expense; foreign exchange loss (gain); acquisition-related expenses; goodwill impairment; and loss on extinguishment of debt.
The primary drivers of our income tax provision for the year ended December 31, 2022 were tax expense on income before income taxes, excluding the non-deductible goodwill impairment expense, and state and local income taxes, partially offset by tax benefits from stock-based compensation and a benefit related to research and development tax credits. 85 Table of Contents Non-GAAP Financial Measures Adjusted EBITDA and Adjusted EBITDA Margin In this Annual Report, we provide Adjusted EBITDA, a non-GAAP financial measure that represents our net income (loss) adjusted to exclude: interest and other non-operating (income) expense, net; (benefit) provision for income taxes; depreciation and amortization; stock-based compensation expense; foreign exchange loss (gain); acquisition, divestiture, and corporate structure-related expenses; asset impairment charges; loss on sale of business; and restructuring and other exit costs.
The share of Etsy marketplace GMS processed through our Etsy Payments platform was 93% and 92% for the years ended December 31, 2022 and 2021, respectively. Services revenue increased $71.9 million to $655.2 million in the year ended December 31, 2022 compared to the year ended December 31, 2021.
The share of Etsy marketplace GMS processed through our Etsy Payments platform was 94% and 93% for the years ended December 31, 2023 and 2022, respectively. Services revenue increased $96.0 million to $751.2 million in the year ended December 31, 2023 compared to the year ended December 31, 2022.
Net cash used in investing activities was $30.0 million in the year ended December 31, 2022. This was primarily attributable to $30.7 million in capital expenditures, including $20.5 million for website development and internal-use software as we continued to invest in projects adding new features and functionality to our platforms.
Net cash used in investing activities was $30.0 million in the year ended December 31, 2022. This was primarily attributable to $30.7 million in capital expenditures, including $20.5 million for website development and internal-use software.
(Provision) Benefit for Income Taxes Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2022 2021 $ % 2020 $ % (in thousands, except percentages) (Provision) benefit for income taxes $ (32,310) $ 21,853 $ (54,163) (247.9) % $ (16,463) $ 38,316 232.7 % Percentage of total revenue (1.3) % 0.9 % (1.0) % Our income tax provision and benefit for the years ended December 31, 2022 and 2021 was $32.3 million and $21.9 million, respectively.
Benefit (Provision) for Income Taxes Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2023 2022 $ % 2021 $ % (in thousands, except percentages) Benefit (provision) for income taxes $ 14,748 $ (32,310) $ 47,058 (145.6) % $ 21,853 $ (54,163) 247.9 % Percentage of total revenue 0.5 % (1.3) % 0.9 % Our income tax benefit and provision for the years ended December 31, 2023 and 2022 was $14.7 million and $32.3 million, respectively.
Key Operating and Financial Metrics We collect and analyze operating and financial data to evaluate the health and performance of our business and allocate our resources (such as capital, people, and technology investments).
These shares were retired upon receipt. 76 Table of Contents Key Operating and Financial Metrics We collect and analyze operating and financial data to evaluate the health and performance of our business and allocate our resources (such as capital, people, and technology investments).
For the year ended December 31, 2022, GMS ex-U.S. domestic as a percentage of total GMS was approximately 44%, compared to approximately 42% for the year ended December 31, 2021.
For the year ended December 31, 2023, GMS ex-U.S. domestic as a percentage of total GMS was approximately 45%, compared to approximately 44% for the year ended December 31, 2022. Additionally, GMS ex-U.S. domestic increased 2% from December 31, 2022 to December 31, 2023.
As a result, the discount rates increased by 380 and 160 basis points as compared to the discount rates in our purchase price allocations at the time of the Depop and Elo7 acquisitions, and by 300 and 100 basis points as compared to the discount rates used in our quantitative analysis on June 30, 2022, respectively.
In addition to these adverse changes to projected cash flows; for Depop and Elo7, respectively, discount rates increased by 380 and 160 basis points as compared to the discount rates in our purchase price allocations at the time of the Depop and Elo7 acquisitions; and by 300 and 100 basis points as compared to the discount rates used in our interim quantitative analysis for Depop and Elo7 as of June 30, 2022, respectively.
Additionally, we have $29.1 million in long-term investments that we can liquidate at short notice and with minimal penalties if needed. We also have the ability to draw down on our $200.0 million senior secured revolving credit facility. In the year ended December 31, 2022, we had positive operating cash flows of $683.6 million.
Additionally, we have $86.7 million in long-term investments, a majority of which we can liquidate at short notice and with minimal penalties if needed. We also have the ability to draw down on our $400.0 million senior secured revolving credit facility. In the year ended December 31, 2023, we had positive operating cash flows of $705.5 million.
The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, equity, revenue, expenses, and related disclosures. We evaluate our estimates and assumptions on an ongoing basis.
The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, equity, revenue, expenses, and related disclosures. We evaluate our estimates and assumptions on an ongoing basis. We continue to monitor the effects of global macroeconomic and geopolitical factors on our results of operations, cash flows, and financial position.
It is subject to an annual impairment test, and if we determine that it is more likely than not that the fair value of the reporting unit is less than its carrying amount, then we are required to perform a quantitative assessment for impairment.
If we elect to bypass the qualitative assessment, or if the qualitative assessment indicates that it is more likely than not that the fair value of the reporting unit is less than its carrying amount, then we are required to perform a quantitative assessment for impairment.
General and administrative expenses also include costs associated with the use of facilities and equipment, including depreciation and amortization and office overhead, bad debt expense, digital service tax, and certain professional services expenses. Goodwill impairment: Goodwill impairment expense consists of non-cash charges related to the impairment of the goodwill of Depop and Elo7.
General and administrative expenses also include costs associated with the use of facilities and equipment, including depreciation and amortization and office overhead, professional services expenses, digital services tax, bad debt expense, and non-income tax items. Asset impairment charges: Asset impairment charges consists of non-cash charges related to the impairment of goodwill, finite-lived intangible assets, and other long-lived assets.
The following table shows our cash and cash equivalents, short-term investments, long-term investments, and net working capital as of the dates indicated: As of December 31, 2022 2021 (in thousands) Cash and cash equivalents $ 921,278 $ 780,196 Short-term investments 250,413 204,416 Long-term investments 29,137 85,034 Total cash and cash equivalents, and short- and long-term investments $ 1,200,828 $ 1,069,646 Net working capital $ 881,988 $ 725,913 As of December 31, 2022, a majority of our cash and cash equivalents, which were primarily held in cash deposits and money market funds, were held in the United States for future investments, working capital funding, and general corporate purposes.
The following table shows our cash and cash equivalents, short-term investments, long-term investments, and net working capital as of the dates indicated: As of December 31, 2023 2022 (in thousands) Cash and cash equivalents $ 914,323 $ 921,278 Short-term investments 236,118 250,413 Long-term investments 86,676 29,137 Total cash and cash equivalents, and short- and long-term investments $ 1,237,117 $ 1,200,828 Net working capital $ 859,665 $ 881,988 As of December 31, 2023, a majority of our cash and cash equivalents, which were primarily held in cash deposits and money market funds, were held in the United States for future investments, working capital funding, and general corporate purposes.
Net cash provided by operating activities was $651.6 million in the year ended December 31, 2021, primarily driven by cash net income of $627.7 million as a result of revenue generated on our platforms, and changes in our operating assets and liabilities that provided $23.9 million in cash, primarily driven by timing of payment of accrued expenses in the period.
Net cash provided by operating activities was $705.5 million in the year ended December 31, 2023, primarily driven by cash net income of $729.2 million as a result of revenue generated on our platforms, and changes in our operating assets and liabilities that used $23.7 million in cash, primarily driven by timing of the payment of prepaid expenses and other current assets, partially offset by the timing of payment of accrued expenses in the period.
We believe that certain assumptions and estimates associated with stock-based compensation; income taxes; the valuation of acquired intangible assets, developed technology, and goodwill as part of purchase price allocations for business combinations; valuation of goodwill; leases; and fair value of convertible senior notes are material in nature due to the subjectivity associated with them and have the greatest potential impact on our consolidated financial statements.
We believe that certain assumptions and estimates associated with stock-based compensation; income taxes; business combinations; valuation of goodwill; and leases are material in nature due to the subjectivity associated with them and have the greatest potential impact on our consolidated financial statements.
See Part II, Item 8, “Financial Statements and Supplementary Data—Note 1—Basis of Presentation and Summary of Significant Accounting Policies” for further information on our critical accounting policies related to revenue recognition, stock-based compensation, income taxes, business combinations, goodwill, leases, and fair value of financial instruments.
Therefore, we consider the assumptions and estimates associated with these (as further detailed below) to be our critical accounting estimates. See Part II, Item 8, “Financial Statements and Supplementary Data—Note 1—Basis of Presentation and Summary of Significant Accounting Policies” for further information on our critical accounting policies related to revenue recognition, stock-based compensation, income taxes, business combinations, goodwill, and leases.
Sources of Liquidity We expect to continue to generate net positive operating cash flow, and the cash we generate from our core operations enables us to fund ongoing operations and our investments which are outlined in Part 1, Item 1, “Business—Primary Business Drivers.” As of December 31, 2022, we had four outstanding series of convertible senior notes, which collectively had a net carrying value of $2.3 billion.
For more information on our Impact Investment Fund, see Part I, Item I, “Business—ESG Reporting: Our Impact Goals, Strategy & Progress.” 87 Table of Contents Sources of Liquidity We expect to continue to generate net positive operating cash flow, and the cash we generate from our core operations enables us to fund ongoing operations including those outlined in Part 1, Item 1, “Business—Primary Business Drivers.” As of December 31, 2023, we had three outstanding series of convertible senior notes, which collectively had a net carrying value of $2.3 billion.
Adjusted EBITDA and Adjusted EBITDA Margin Adjusted EBITDA represents our net (loss) income adjusted to exclude: interest and other non-operating expense, net; provision (benefit) for income taxes; depreciation and amortization; stock-based compensation expense; foreign exchange loss (gain); acquisition-related expenses; goodwill impairment; and loss on extinguishment of debt. Adjusted EBITDA margin is Adjusted EBITDA divided by revenue.
Adjusted EBITDA and Adjusted EBITDA Margin Adjusted EBITDA represents our net income (loss) adjusted to exclude: interest and other non-operating (income) expense, net; (benefit) provision for income taxes; depreciation and amortization; stock-based compensation expense; foreign exchange loss (gain); acquisition, divestiture, and corporate structure-related expenses; asset impairment charges; loss on sale of business; and restructuring and other exit costs.
A seller is separately identified in each of our marketplaces by a unique e-mail address; a single person can have multiple seller accounts and can count as a distinct active seller in each of our marketplaces. As part of our commitment to integrity and transparency, we continuously monitor the criteria for disqualifying a seller as an active seller.
A seller is separately identified in each of our marketplaces by a unique e-mail address; a single person can have multiple seller accounts and can count as a distinct active seller in each of our marketplaces.
The primary drivers of our income tax provision for the year ended December 31, 2022 were tax expense on income before income taxes, excluding the non-deductible goodwill impairment expense, and state and local income taxes, partially offset by tax benefits from stock-based compensation and a benefit related to research and development tax credits.
The primary drivers of our income tax benefit for the year ended December 31, 2023 were a $55.9 million tax benefit related to Elo7 and a benefit related to research and development tax credits, partially offset by tax expense on income before income taxes and tax deficiencies from stock-based compensation.
Cost of revenue also includes chargebacks to support payments revenue, costs of refunds made to buyers that we either are not able to collect from sellers or are otherwise covered by us, and seller verification fees. Additionally, cost of revenue includes certain employee compensation-related expenses, depreciation and amortization, and third-party customer support services.
Cost of revenue also includes chargebacks to support payments revenue and costs of refunds made to buyers that we either are not able to collect from sellers or are otherwise covered by us, which we collectively refer to as cost of refunds, and seller verification fees.
Domestic GMS ex-U.S. domestic (formerly referred to as Non-U.S. GMS and international GMS) is GMS from transactions in which either the billing address for the seller or the shipping address for the buyer at the time of sale is outside of the United States.
GMS and international GMS) is GMS from transactions in which (1) the billing address for the seller and / or (2) the shipping address for the buyer at the time of sale is outside of the United States.
For these assumptions, the weighted-average used in the Black-Scholes option-pricing model in order to determine the fair value of stock options granted in the periods indicated were as follows: Year Ended December 31, 2022 2021 2020 Expected volatility 62.5% 43.4% - 57.4% 38.9% - 41.7% Expected term (in years) 4.6 4.6 - 6.2 5.5 - 6.2 For the year ended December 31, 2022, the assumptions related to stock options were no longer considered a critical accounting estimate as the number of options awarded was not material.
For these assumptions, the weighted-average used in the Black-Scholes option-pricing model in order to determine the fair value of stock options granted in the periods indicated were as follows: Year Ended December 31, 2023 2022 2021 Expected volatility 63.3% 62.5% 43.4% - 57.4% Expected term (in years) 4.5 4.6 4.6 - 6.2 For the years ended December 31, 2023 and 2022, the assumptions related to stock options were no longer considered a critical accounting estimate as the number of options awarded was not material. 90 Table of Contents Income Taxes We account for uncertainty in income taxes using a recognition threshold and a measurement attribute for the financial statement recognition and measurement of tax positions taken or expected to be taken in a tax return.
This decrease was primarily driven by unfavorable changes in U.S. dollar, Euro, Pound Sterling, and Canadian dollar exchange rates in the current year as compared to the prior year, which impact our intercompany and other non-functional currency cash balances. This decrease was also driven by an increase in interest expense.
This increase was partially offset by less favorable changes in U.S. dollar, Euro, Pound Sterling, and Canadian dollar exchange rates in the current year versus the prior year which impact our intercompany and other non-functional currency cash balances.
The unaudited GAAP and non-GAAP financial measures and key operating metrics we use are: Year Ended December 31, % (Decline) / Growth Y/Y Year Ended December 31, % Growth / (Decline) Y/Y 2022 2021 2020 (in thousands, except percentages) GMS (1)(2) $ 13,318,396 $ 13,491,828 (1.3) % $ 10,281,101 31.2 % Revenue $ 2,566,111 $ 2,329,114 10.2 % $ 1,725,625 35.0 % Marketplace revenue $ 1,910,887 $ 1,745,824 9.5 % $ 1,303,126 34.0 % Services revenue $ 655,224 $ 583,290 12.3 % $ 422,499 38.1 % Gross profit $ 1,821,519 $ 1,674,602 8.8 % $ 1,260,880 32.8 % Operating expenses $ 2,480,079 $ 1,208,870 105.2 % $ 836,871 44.5 % Net (loss) income $ (694,288) $ 493,507 (240.7) % $ 349,246 41.3 % Net (loss) income margin (3) (27) % 21 % (4,800) bps 20 % 100 bps Adjusted EBITDA (Non-GAAP) (1) $ 716,882 $ 716,613 — % $ 549,116 30.5 % Adjusted EBITDA margin (Non-GAAP) (1) 28 % 31 % (300) bps 32 % (100) bps Active sellers (1)(4) 7,470 7,522 (0.7) % 4,365 72.3 % Active buyers (1)(4) 95,076 96,336 (1.3) % 81,898 17.6 % Percent mobile GMS (1) 67 % 64 % 300 bps 61 % 300 bps Percent GMS ex-U.S.
The unaudited GAAP and non-GAAP financial measures and key operating metrics we use are: Year Ended December 31, % (Decline) / Growth Y/Y Year Ended December 31, % (Decline) / Growth Y/Y 2023 2022 2021 (in thousands, except percentages) GMS (1)(2) $ 13,161,196 $ 13,318,396 (1.2) % $ 13,491,828 (1.3) % Revenue $ 2,748,377 $ 2,566,111 7.1 % $ 2,329,114 10.2 % Marketplace revenue $ 1,997,190 $ 1,910,887 4.5 % $ 1,745,824 9.5 % Services revenue $ 751,187 $ 655,224 14.6 % $ 583,290 12.3 % Gross profit $ 1,919,702 $ 1,821,519 5.4 % $ 1,674,602 8.8 % Operating expenses $ 1,639,861 $ 2,480,079 (33.9) % $ 1,208,870 105.2 % Net income (loss) $ 307,568 $ (694,288) 144.3 % $ 493,507 (240.7) % Net income (loss) margin (3) 11.2 % (27.1) % 3,830 bps 21.2 % (4,830) bps Adjusted EBITDA (Non-GAAP) (1) $ 754,311 $ 716,882 5.2 % $ 716,613 — % Adjusted EBITDA margin (Non-GAAP) (1) 27.4 % 27.9 % (50) bps 30.8 % (290) bps Active sellers (1)(4) 9,035 7,470 21.0 % 7,522 (0.7) % Active buyers (1)(4) 96,483 95,076 1.5 % 96,336 (1.3) % Percent mobile GMS (1)(5) 68 % 67 % 100 bps 64 % 300 bps Percent GMS ex-U.S.
Under the quantitative goodwill impairment test, if a reporting unit’s carrying amount exceeds its fair value, we record an impairment charge based on that difference, not exceeding the carrying amount of goodwill.
Under the quantitative goodwill impairment test, if a reporting unit’s carrying amount exceeds its fair value, we record an impairment charge based on that difference, not exceeding the carrying amount of goodwill. To determine a reporting unit’s fair value, we apply the income approach, which uses management’s forecasts to estimate future net available cash flows.
This increase was partially offset by a $173.4 million decrease in the volume of GMS on our marketplaces for the year ended December 31, 2022 compared to the year ended December 31, 2021.
This increase was partially offset by a $157.2 million decrease in the volume of GMS on our marketplaces for the year ended December 31, 2023 compared to the year ended December 31, 2022, which was primarily driven by a decline in GMS for the Etsy marketplace, partially offset by an increase in GMS for the Depop marketplace.
(“Reverb”), our musical instrument marketplace, Depop Limited (“Depop”), our fashion resale marketplace, and Elo7 Serviços de Informática S.A. (“Elo7”), our Brazil-based marketplace for handmade and unique items. Each of our marketplaces operates independently, although some of our key operational functions such as finance, legal, and human resources, for example, support all four marketplaces to some extent.
(“Reverb”), our musical instrument marketplace, and Depop Limited (“Depop”), our fashion resale marketplace. Each of our marketplaces primarily operate independently, although some of our key operational functions such as finance, legal, and human resources, for example, support all of our marketplaces to some extent.
If actual results are materially lower than originally estimated, it could result in a material impact on our consolidated financial statements in future periods.
If actual results are materially lower than originally estimated, or if we experience significant, adverse changes to long-term growth rate or discount rate assumptions, it could result in a material impact on our consolidated financial statements in future periods.
In 2022, we authorized creation of an Impact portfolio through which we expect to deploy approximately $30 million in investments intended to further our Impact strategy and goals beginning in early 2023. The criteria for investments included in the Impact portfolio may differ from those made under our general investment policy.
In 2022, we set up an Impact Investment Fund and as of December 31, 2023 have deployed approximately $19 million of the $30 million designated for investments intended to further our Impact strategy and goals. The criteria for investments included in the Impact Investment Fund may differ from those made under our general investment policy.
We track “Paid GMS” for the Etsy marketplace and define it as Etsy.com GMS that is attributable to our performance marketing efforts, which excludes most of our marketing investments focused on brand awareness like TV and digital video.
We track “Paid GMS” for the Etsy marketplace and define it as Etsy marketplace GMS that is attributable to our performance marketing efforts, which excludes most of our marketing investments focused on brand awareness like TV and digital video. 77 Table of Contents As outlined starting on page 5 in Part I, Item 1, “Business” above, Etsy’s 2023 performance reflects the impact of macroeconomic headwinds.
Net cash used in financing activities was $506.5 million in the year ended December 31, 2022. This was primarily attributable to stock repurchases of $425.7 million and payment of tax obligations on vested equity awards of $79.2 million, partially offset by proceeds from the exercise of stock options of $15.0 million.
Net cash used in financing activities was $656.5 million in the year ended December 31, 2023. This was primarily attributable to stock repurchases of $577.0 million and, to a lesser extent, payment of tax obligations on vested equity awards of $83.4 million. Net cash used in financing activities was $506.5 million in the year ended December 31, 2022.
These decreases were partially offset by an increase in interest and other income primarily due to the increase in the federal interest rate.
This increase was primarily driven by an increase in interest and other income primarily due to the increase in the federal funds rate.
Other (Expense) Income, net Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2022 2021 $ % 2020 $ % (in thousands, except percentages) Other (expense) income, net: Loss on extinguishment of debt $ — $ — $ — NM $ (16,855) $ 16,855 NM Percentage of total revenue — % — % (1.0) % Interest expense $ (14,168) $ (9,885) $ (4,283) 43.3 % $ (42,025) $ 32,140 (76.5) % Percentage of total revenue (0.6) % (0.4) % (2.4) % Interest and other income $ 10,956 $ 2,137 $ 8,819 412.7 % $ 7,102 $ (4,965) (69.9) % Percentage of total revenue 0.4 % 0.1 % 0.4 % Foreign exchange (loss) gain $ (206) $ 13,670 $ (13,876) (101.5) % $ (6,522) $ 20,192 (309.6) % Percentage of total revenue — % 0.6 % (0.4) % Other (expense) income, net $ (3,418) $ 5,922 $ (9,340) (157.7) % $ (58,300) $ 64,222 (110.2) % Percentage of total revenue (0.1) % 0.3 % (3.4) % Other expense, net was $3.4 million in the year ended December 31, 2022, which decreased $9.3 million from Other income, net of $5.9 million in the year ended December 31, 2021.
Other Income (Expense), net Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2023 2022 $ % 2021 $ % (in thousands, except percentages) Other income (expense), net: Loss on sale of business $ (2,630) $ — $ (2,630) NM $ — $ — NM Percentage of total revenue (0.1) % — % — % Interest expense $ (14,042) $ (14,168) $ 126 (0.9) % $ (9,885) $ (4,283) 43.3 % Percentage of total revenue (0.5) % (0.6) % (0.4) % Interest and other income $ 35,999 $ 10,956 $ 25,043 228.6 % $ 2,137 $ 8,819 412.7 % Percentage of total revenue 1.3 % 0.4 % 0.1 % Foreign exchange (loss) gain $ (6,348) $ (206) $ (6,142) 2,981.6 % $ 13,670 $ (13,876) (101.5) % Percentage of total revenue (0.2) % — % 0.6 % Other income (expense), net $ 12,979 $ (3,418) $ 16,397 (479.7) % $ 5,922 $ (9,340) (157.7) % Percentage of total revenue 0.5 % (0.1) % 0.3 % Other income, net was $13.0 million in the year ended December 31, 2023, which increased $16.4 million from other expense, net of $3.4 million in the year ended December 31, 2022.
This was primarily attributable to proceeds from the issuance of the 2021 Notes of $1.0 billion and proceeds from the exercise of stock options of $22.7 million, partially offset by stock repurchases of $302.8 million ($180.0 million in conjunction with the issuance of the 2021 Notes and $122.8 million as part of our stock repurchase program), payments of $85.0 million for the 2021 Capped Call Transactions, payment of tax obligations on vested equity awards of $118.2 million, $43.9 million primarily related to the conversion of the 2018 Notes, and payment of debt issuance costs of $13.3 million. 90 Table of C ontents Critical Accounting Estimates and Policies Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with GAAP.
This was primarily attributable to stock repurchases of $425.7 million and payment of tax obligations on vested equity awards of $79.2 million, partially offset by proceeds from the exercise of stock options of $15.0 million. 89 Table of Contents Critical Accounting Estimates and Policies Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with GAAP.
General and administrative Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2022 2021 $ % 2020 $ % (in thousands, except percentages) General and administrative $ 312,260 $ 282,531 $ 29,729 10.5 % $ 156,035 $ 126,496 81.1 % Percentage of total revenue 12.2 % 12.1 % 9.0 % General and administrative expenses increased $29.7 million to $312.3 million in the year ended December 31, 2022 compared to the year ended December 31, 2021, primarily due to increased employee compensation-related expenses, including stock-based compensation, mainly driven by an increase in average headcount and the net impact of the acquisition of Depop and Elo7 which are reflected in the twelve months ended December 31, 2022 and only beginning in July of the prior year period.
General and administrative Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2023 2022 $ % 2021 $ % (in thousands, except percentages) General and administrative $ 343,242 $ 312,260 $ 30,982 9.9 % $ 282,531 $ 29,729 10.5 % Percentage of total revenue 12.5 % 12.2 % 12.1 % General and administrative expenses increased $31.0 million to $343.2 million in the year ended December 31, 2023 compared to the year ended December 31, 2022, primarily due to increased employee compensation-related expenses, including stock-based compensation.
Product development Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2022 2021 $ % 2020 $ % (in thousands, except percentages) Product development $ 412,398 $ 271,535 $ 140,863 51.9 % $ 180,080 $ 91,455 50.8 % Percentage of total revenue 16.1 % 11.7 % 10.4 % Product development expenses increased $140.9 million to $412.4 million in the year ended December 31, 2022 compared to the year ended December 31, 2021, primarily due to increased employee compensation-related expenses, including stock-based compensation, mainly driven by an increase in average headcount, the issuance of equity awards as part of our compensation strategy, and the net impact of the acquisition of Depop and Elo7 which are reflected in the twelve months ended December 31, 2022 and only beginning in July of the prior year period.
Product development Year Ended December 31, Change Y/Y Year Ended December 31, Change Y/Y 2023 2022 $ % 2021 $ % (in thousands, except percentages) Product development $ 469,332 $ 412,398 $ 56,934 13.8 % $ 271,535 $ 140,863 51.9 % Percentage of total revenue 17.1 % 16.1 % 11.7 % Product development expenses increased $56.9 million to $469.3 million in the year ended December 31, 2023 compared to the year ended December 31, 2022, primarily due to increased employee compensation-related expenses, including stock-based compensation, mainly driven by an increase in average headcount for the Etsy marketplace throughout the year and the issuance of equity awards as part of our compensation strategy, and partially due to restructuring and other exit costs associated with our workforce reductions in the fourth quarter of 2023.
We include stock-based compensation expense in the applicable operating expense category based on the respective equity award recipient’s function. 81 Table of C ontents Marketing: Marketing expenses primarily consist of direct marketing expenses, which largely includes digital marketing and television ad and digital video expenses.
We also include restructuring and other exit costs in the applicable operating expense category of the impacted function. 80 Table of Contents Marketing: Marketing expenses primarily consist of direct marketing expenses, which largely includes digital marketing and television ad and digital video expenses.
Because of these limitations, you should consider Adjusted EBITDA and Adjusted EBITDA margin alongside other financial performance measures, including net (loss) income, revenue, and our other GAAP results. 87 Table of C ontents The following table reflects the reconciliation of net (loss) income to Adjusted EBITDA and the calculation of Adjusted EBITDA margin for each of the periods indicated: Year Ended December 31, 2022 2021 2020 (in thousands) Net (loss) income $ (694,288) $ 493,507 $ 349,246 Excluding: Interest and other non-operating expense, net 3,212 7,748 34,923 Provision (benefit) for income taxes 32,310 (21,853) 16,463 Depreciation and amortization (1) 96,702 74,267 58,189 Stock-based compensation expense (2) 230,888 139,910 65,114 Foreign exchange loss (gain) 206 (13,670) 6,522 Acquisition-related expenses (3) 2,830 36,704 1,804 Goodwill impairment (4) 1,045,022 — — Loss on extinguishment of debt — — 16,855 Adjusted EBITDA $ 716,882 $ 716,613 $ 549,116 Divided by: Revenue $ 2,566,111 $ 2,329,114 $ 1,725,625 Adjusted EBITDA margin 28 % 31 % 32 % (1) Included in the increase in depreciation and amortization is amortization expense of acquired intangible and developed technology assets related to the acquisitions of Depop and Elo7 which occurred in July 2021.
Because of these limitations, you should consider Adjusted EBITDA and Adjusted EBITDA margin alongside other financial performance measures, including net income (loss), revenue, and our other GAAP results. 86 Table of Contents The following table reflects the reconciliation of net income (loss) to Adjusted EBITDA and the calculation of Adjusted EBITDA margin for each of the periods indicated: Year Ended December 31, 2023 2022 2021 (in thousands) Net income (loss) $ 307,568 $ (694,288) $ 493,507 Excluding: Interest and other non-operating (income) expense, net (21,957) 3,212 7,748 (Benefit) provision for income taxes (14,748) 32,310 (21,853) Depreciation and amortization 91,323 96,702 74,267 Stock-based compensation expense 284,558 230,888 139,910 Foreign exchange loss (gain) 6,348 206 (13,670) Acquisition, divestiture, and corporate structure-related expenses 3,921 2,830 36,704 Asset impairment charges 68,091 1,045,022 — Loss on sale of business 2,630 — — Restructuring and other exit costs 26,577 — — Adjusted EBITDA $ 754,311 $ 716,882 $ 716,613 Divided by: Revenue $ 2,748,377 $ 2,566,111 $ 2,329,114 Adjusted EBITDA margin 27.4 % 27.9 % 30.8 % Liquidity and Capital Resources Cash and cash equivalents and short-term investments were $1.2 billion as of December 31, 2023.
Additionally, we have the ability to draw down on our $200.0 million senior secured revolving credit facility. In the year ended December 31, 2022, we had positive operating cash flows of $683.6 million. Etsy Marketplace Transaction Fee Increase Effective April 11, 2022, we increased our seller transaction fee from 5% to 6.5%.
Additionally, we have the ability to draw down on our $400.0 million senior secured revolving credit facility. For further details, refer to 2023 Credit Agreement below. In the year ended December 31, 2023, we had positive operating cash flows of $705.5 million.
In the year ended December 31, 2022, sellers generated GMS of $13.3 billion, approximately 67% of which came from purchases made on mobile devices. We are a global company and approximately 44% of our GMS in the year ended December 31, 2022 came from transactions in which either a seller or a buyer was located outside of the United States.
We are a global company and approximately 45% of our GMS in the year ended December 31, 2023 came from transactions in which either a seller or a buyer, or both, were located outside of the United States. Total revenue was $2.7 billion in the year ended December 31, 2023, driven by growth in both Services and Marketplace revenue.
Other Income (Expense), net Other income (expense), net consists of interest expense, interest and other income, foreign exchange (loss) gain, and in 2020, also loss on extinguishment of debt which relates to the partial repurchase of our 2018 Notes in 2020.
Other (Expense) Income, net Other (expense) income, net consists of interest and other income, interest expense, foreign exchange (loss) gain, and, in 2023, also loss on sale of business which relates to the sale of Elo7 in 2023. Interest and other income is primarily comprised of interest income from our investment accounts.
See Part II, Item 8, “Financial Statements and Supplementary Data—Note 6—Goodwill and Intangible Assets” for more information. There was no goodwill impairment expense in the years ended December 31, 2021 and December 31, 2020.
Asset impairment charges were $1.0 billion in the year ended December 31, 2022 related to the impairment of goodwill for Depop and Elo7. See Part II, Item 8, “Financial Statements and Supplementary Data—Note 7—Goodwill and Intangible Assets” and “Note 10—Property and Equipment” for more information. There were no asset impairment charges in the year ended December 31, 2021.
The updates to the discount rates and estimated future cash flows each had a significant impact on the estimated fair values of Depop and Elo7 reporting units compared to our June 30, 2022 analysis. Management believes the revised projections, corresponding risk-adjusted discount rates, and the concluded fair value estimates to be reflective of market participant expectations for the reporting units.
The updates to the discount rates and estimated future cash flows each had a significant impact on the estimated fair values of Depop and Elo7 reporting units compared to our June 30, 2022 analysis, which ultimately resulted in impairments of their goodwill balances in the third quarter of 2022.
Subject to our stock price, we anticipate receiving settlement of amounts due on the 2018 Capped Call Transactions in shares which may reduce the number of shares we elect to repurchase (and associated use of cash) in 2023. 89 Table of C ontents We believe that our existing cash and cash equivalents and short- and long-term investments, together with cash generated from operations, will be sufficient to meet our anticipated operating cash needs for at least the next 12 months.
We believe that our existing cash and cash equivalents and short- and long-term investments, together with cash generated from operations, will be sufficient to meet our anticipated operating cash needs for at least the next 12 months.
See “Non-GAAP Financial Measures” for more information and for a reconciliation of Adjusted EBITDA to net (loss) income, the most directly comparable financial measure calculated in accordance with GAAP. The net loss included goodwill impairment expense of $1.0 billion related to the full impairment of the goodwill of Depop and Elo7.
Additionally, there was a $55.9 million tax benefit related to Elo7. In the year ended December 31, 2023, we recorded non-GAAP Adjusted EBITDA of $754.3 million. See “Non-GAAP Financial Measures” for more information and for a reconciliation of Adjusted EBITDA to net income (loss), the most directly comparable financial measure calculated in accordance with GAAP.
Additionally, on a consolidated basis we experienced the following (decline)/growth in both new buyer and existing buyer GMS in the periods presented: Year Ended December 31, 2022 2021 2020 % (Decline) Growth Y/Y % of GMS % Growth Y/Y % of GMS % Growth Y/Y % of GMS New Buyer GMS (1) (12) % 12 % 6 % 13 % 105 % 16 % Existing Buyer GMS — % 88 % 36 % 87 % 107 % 84 % (1) While new buyer GMS was down 12% year-over-year in the year ended December 31, 2022, the number of Etsy marketplace new buyers we acquired in the year ended December 31, 2022 remains meaningfully elevated when compared to pre-pandemic levels (years ended December 31, 2019 and prior).
(2) While new buyer GMS was down 7% year-over-year in the year ended December 31, 2023, the number of Etsy marketplace new buyers we acquired in the year ended December 31, 2023 remains meaningfully elevated when compared to pre-pandemic levels (years ended December 31, 2019 and prior).
Historical Cash Flows Year Ended December 31, 2022 2021 2020 (in thousands) Cash provided by (used in): Operating activities $ 683,612 $ 651,551 $ 678,956 Investing activities (30,024) (1,557,969) (11,379) Financing activities (506,484) 452,749 119,282 Net Cash Provided by Operating Activities Our cash flows from operations are largely dependent on the amount of revenue generated on our platforms, as well as associated cost of revenue and other operating expenses.
While these beliefs are based on our current expectations and assumptions, in light of current macroeconomic conditions, our future capital requirements and the adequacy of available funds will depend on many factors, including those described in Part I, Item 1A, “Risk Factors” in this Annual Report. 88 Table of Contents Historical Cash Flows Year Ended December 31, 2023 2022 2021 (in thousands) Cash provided by (used in): Operating activities $ 705,513 $ 683,612 $ 651,551 Investing activities (73,307) (30,024) (1,557,969) Financing activities (656,533) (506,484) 452,749 Net Cash Provided by Operating Activities Our cash flows from operations are largely dependent on the amount of revenue generated on our platforms, as well as associated cost of revenue and other operating expenses.
To determine reporting unit fair value, we use the income approach, which requires management to use significant judgment and estimates, including estimates of future revenue, net available cash flows, the long-term growth rates, and discount rates. Our estimates of fair value are based upon assumptions believed to be reasonable, but which are inherently uncertain and unpredictable.
Significant judgments inherent in this analysis include, but are not limited to, estimates of future revenue, operating margins, long-term growth rates, and discount rates. Our estimates of fair value are based upon assumptions believed to be reasonable, but which are inherently uncertain and unpredictable.
Our goal is that all four marketplaces benefit from shared expertise in product, marketing, technology, and customer support. The results of Reverb, Elo7, and Depop, acquired on August 15, 2019, July 2, 2021, and July 12, 2021, respectively, are included in all financial and other metrics discussed in this report, unless otherwise noted, from their respective dates of acquisition.
The results of Depop, acquired on July 12, 2021, are included in all financial and other metrics discussed in this report, unless otherwise noted, from the date of acquisition.
When calculating the percent of GMS ex-U.S. domestic, we do not take into account refunds associated with canceled transactions. We believe that GMS ex-U.S. domestic shows the level of engagement of our community outside the United States and demonstrates our ability to grow GMS and revenue.
As noted above in “GMS,” beginning in the first quarter of 2023, GMS ex-U.S. domestic is calculated net of refunds. We believe that GMS ex-U.S. domestic shows the level of engagement of our community outside the United States and demonstrates our ability to grow GMS and revenue.
We earn additional fees on transactions in which currency conversions are performed. Reverb and Depop sellers pay a 5.0% and 10% transaction fee, respectively for each completed transaction, inclusive of shipping fees charged, and a fee for payment processing. Similarly, Elo7 sellers pay a 7% transaction fee for each completed transaction, and a fee for payment processing.
Reverb and Depop sellers pay a 5% and 10% transaction fee, respectively for each completed transaction, inclusive of shipping fees charged, and a fee for payment processing. These marketplaces do not charge listing fees.