Biggest changeYear ended December 31, 2023 2022 2021 (in thousands) Revenue $ 309,394 $ 279,075 $ 219,855 Cost of revenue (1)(2) 74,202 69,980 48,479 Gross profit 235,192 209,095 171,376 Operating expenses: (1)(2) Sales and marketing 140,230 141,342 104,872 Research and development 83,460 88,253 64,547 General and administrative 58,838 69,441 51,317 Acquisition related expenses 10,252 35,216 23,299 Restructuring charges 6,434 7,332 — Amortization of intangible assets 8,422 8,078 3,284 Total operating expenses 307,636 349,662 247,319 Loss from operations (72,444 ) (140,567 ) (75,943 ) Interest income 11,493 4,198 130 Interest expense (2,884 ) (2,828 ) (828 ) Other expenses (836 ) (227 ) (70 ) Loss before provision for income taxes (64,671 ) (139,424 ) (76,711 ) Benefit (provision) for income taxes 0 (495 ) 34 Net loss $ (64,671 ) $ (139,919 ) $ (76,677 ) Basic net loss per share $ (0.86 ) $ (1.91 ) $ (1.08 ) Shares used to compute basic net loss per share 75,143 73,226 70,933 (1) Amounts include stock-based compensation expense and associated payroll tax costs, as follows: Year ended December 31, 2023 2022 2021 (in thousands) Cost of revenue $ 4,949 $ 4,226 $ 2,122 Sales and marketing 13,474 13,551 9,392 Research and development 13,478 12,388 6,169 General and administrative 9,785 12,821 8,851 Total stock-based compensation expense and associated payroll tax costs $ 41,686 $ 42,986 $ 26,534 (2) Amounts include depreciation as follows: Year ended December 31, 2023 2022 2021 (in thousands) Cost of revenue $ 550 $ 722 $ 847 Sales and marketing 612 888 1,030 Research and development 897 404 506 General and administrative 2,000 1,330 484 Total depreciation expense $ 4,059 $ 3,344 $ 2,867 43 Table of Contents Revenue by geographic region The composition of our revenue by geographic region during the years ended December 31, 2023 and 2022, and years ended December 31, 2022 and 2021 were as follows: Year ended December 31, Change Year ended December 31, Change 2023 2022 Amount Percent 2022 2021 Amount Percent (in thousands) (in thousands) Revenue Americas – U.S. $ 236,502 $ 216,639 $ 19,863 9.2 % $ 216,639 $ 169,737 $ 46,902 27.6 % Americas – other 14,103 12,124 1,979 16.3 12,124 8,559 3,565 41.7 EMEA 34,661 27,743 6,918 24.9 27,743 20,783 6,960 33.5 APAC 24,128 22,569 1,559 6.9 22,569 20,776 1,793 8.6 Total Revenue $ 309,394 $ 279,075 $ 30,319 10.9 % $ 279,075 $ 219,855 $ 59,220 26.9 % (1) Americas-other revenue includes revenue from North and South America, other than the U.S.
Biggest changeYear ended December 31, 2024 2023 2022 (in thousands) Revenue $ 332,927 $ 309,394 $ 279,075 Cost of revenue (1)(2) 77,589 74,202 69,980 Gross profit 255,338 235,192 209,095 Operating expenses: (1)(2) Sales and marketing 129,602 140,230 141,342 Research and development 80,879 83,460 88,253 General and administrative 61,794 58,838 69,441 Amortization of intangible assets 9,736 8,422 8,078 Acquisition related costs 1,334 10,252 35,216 Restructuring charges 13,677 6,434 7,332 Total operating expenses 297,022 307,636 349,662 Loss from operations (41,684 ) (72,444 ) (140,567 ) Gain on convertible note extinguishment 12,110 0 0 Interest income 10,568 11,493 4,198 Interest expense (6,051 ) (2,884 ) (2,828 ) Other expenses (958 ) (836 ) (227 ) Loss before provision for income taxes (26,015 ) (64,671 ) (139,424 ) Provision for income taxes (1,015 ) 0 (495 ) Net loss $ (27,030 ) $ (64,671 ) $ (139,919 ) (1) Amounts include stock-based compensation expense and associated payroll tax costs, as follows: Year ended December 31, 2024 2023 2022 (in thousands) Cost of revenue $ 3,533 $ 4,949 $ 4,226 Sales and marketing 9,252 13,474 13,551 Research and development 13,614 13,478 12,388 General and administrative 10,000 9,785 12,821 Total stock-based compensation expense and associated payroll tax costs $ 36,399 $ 41,686 $ 42,986 (2) Amounts include depreciation as follows: 44 Table of Contents Year ended December 31, 2024 2023 2022 (in thousands) Cost of revenue $ 282 $ 550 $ 722 Sales and marketing 308 612 888 Research and development 1,257 897 404 General and administrative 2,228 2,000 1,330 Total depreciation expense $ 4,075 $ 4,059 $ 3,344 Revenue by geographic region The composition of our revenue by geographic region during the years ended December 31, 2024 and 2023 were as follows: Year ended December 31, Change 2024 2023 Amount Percent (in thousands) Revenue Americas – U.S. $ 253,484 $ 236,502 $ 16,982 7.2 % Americas – other (1) 15,662 14,103 1,559 11.1 EMEA 38,031 34,661 3,370 9.7 APAC 25,750 24,128 1,622 6.7 Total Revenue $ 332,927 $ 309,394 $ 23,533 7.6 % (1) Americas-other revenue includes revenue from North and South America, other than the U.S.
The Convertible Notes have customary provisions relating to the occurrence of “Events of Default” (as defined in the Convertible Notes Indenture), which include the following: (i) certain payment defaults on the Convertible Notes (which, in the case of a default in the payment of interest on the Convertible Notes, will be subject to a 30-day cure period); (ii) our failure to send certain notices under the Convertible Notes Indenture within specified periods of time; (iii) our failure to comply with certain covenants in the Convertible Notes Indenture relating to our ability to consolidate with or merge with or into, or sell, lease or otherwise transfer, in one transaction or a series of transactions, all or substantially all of the assets of us and our subsidiaries, taken as a whole, to another person; (iv) a default by us in our other obligations or agreements under the Convertible Notes Indenture or the Convertible Notes if such default is not cured or waived within 60 days after notice is given in accordance with the Convertible Notes Indenture; (v) certain defaults by us or any of our significant subsidiaries with respect to indebtedness for borrowed money of at least $65.0 million; and (vi) certain events of bankruptcy, insolvency and reorganization involving us or any of our significant subsidiaries.
The 2026 Convertible Notes have customary provisions relating to the occurrence of “Events of Default” (as defined in the Convertible Notes Indenture), which include the following: (i) certain payment defaults on the 2026 Convertible Notes (which, in the case of a default in the payment of interest on the 2026 Convertible Notes, will be subject to a 30-day cure period); (ii) our failure to send certain notices under the 2026 Convertible Notes Indenture within specified periods of time; (iii) our failure to comply with certain covenants in the 2026 Convertible Notes Indenture relating to our ability to consolidate with or merge with or into, or sell, lease or otherwise transfer, in one transaction or a series of transactions, all or substantially all of the assets of us and our subsidiaries, taken as a whole, to another person; (iv) a default by us in our other obligations or agreements under the 2026 Convertible Notes Indenture or the 2026 Convertible Notes if such default is not cured or waived within 60 days after notice is given in accordance with the 2026 Convertible Notes Indenture; (v) certain defaults by us or any of our significant subsidiaries with respect to indebtedness for borrowed money of at least $65.0 million; and (vi) certain events of bankruptcy, insolvency and reorganization involving us or any of our significant subsidiaries.
However, notwithstanding the foregoing, we may elect, at our option, that the sole remedy for an Event of Default relating to certain failures by us to comply with certain reporting covenants in the Convertible Notes Indenture consists exclusively of the right of the noteholders to receive special interest on the Convertible Notes for up to 180 days at a specified rate per annum not exceeding 0.50 percent on the principal amount of the Convertible Notes.
However, notwithstanding the foregoing, we may elect, at our option, that the sole remedy for an Event of Default relating to certain failures by us to comply with certain reporting covenants in the 2026 Convertible Notes Indenture consists exclusively of the right of the noteholders to receive special interest on the 2026 Convertible Notes for up to 180 days at a specified rate per annum not exceeding 0.50 percent on the principal amount of the 2026 Convertible Notes.
The Convertible Notes are our senior, unsecured obligations and are (i) equal in right of payment with our future senior, unsecured indebtedness; (ii) senior in right of payment to our future indebtedness that is expressly subordinated to the Convertible Notes in right of payment; (iii) effectively subordinated to our future secured indebtedness, to the extent of the value of the collateral securing that indebtedness; and (iv) structurally subordinated to all future indebtedness and other liabilities, including trade payables, and (to the extent we are not a holder thereof) preferred equity, if any, of our subsidiaries.
The 2026 Convertible Notes are our senior, unsecured obligations and are (i) equal in right of payment with our future senior, unsecured indebtedness; (ii) senior in right of payment to our future indebtedness that is expressly subordinated to the 2026 Convertible Notes in right of payment; (iii) effectively subordinated to our future secured indebtedness, to the extent of the value of the collateral securing that indebtedness; and (iv) structurally subordinated to all future indebtedness and other liabilities, including trade payables, and (to the extent we are not a holder thereof) preferred equity, if any, of our subsidiaries.
If an Event of Default involving bankruptcy, insolvency or reorganization events with respect to us (and not solely with respect to a significant subsidiary of us) occurs, then the principal amount of, and all accrued and unpaid interest on, all of the Convertible Notes then outstanding will immediately become due and payable without any further action or notice by any person.
If an Event of Default involving bankruptcy, insolvency or reorganization events with respect to us (and not solely with respect to a significant subsidiary of us) occurs, then the principal amount of, and all accrued and unpaid interest on, all of the 2026 Convertible Notes then outstanding will immediately become due and payable without any further action or notice by any person.
If any other Event of Default occurs and is continuing, then, the trustee, by notice to us, or noteholders of at least 25 percent of the aggregate principal amount of Convertible Notes then outstanding, by notice to us and the trustee, may declare the principal amount of, and all accrued and unpaid interest on, all of the Convertible Notes then outstanding to become due and payable immediately.
If any other Event of Default occurs and is continuing, then, the trustee, by notice to us, or noteholders of at least 25 percent of the aggregate principal amount of 2026 Convertible Notes then outstanding, by notice to us and the trustee, may declare the principal amount of, and all accrued and unpaid interest on, all of the 2026 Convertible Notes then outstanding to become due and payable immediately.
In addition, calling any Convertible Note for redemption will constitute a Make-Whole Fundamental Change with respect to that Convertible Note, in which case the conversion rate applicable to the conversion of that Convertible Note will be increased in certain circumstances if it is converted after it is called for redemption.
In addition, calling any 2028 Convertible Note for redemption will constitute a Make-Whole Fundamental Change with respect to that 2028 Convertible Note, in which case the conversion rate applicable to the conversion of that 2028 Convertible Note will be increased in certain circumstances if it is converted after it is called for redemption.
The redemption price will be a cash amount equal to the principal amount of the Convertible Notes to be redeemed, plus accrued and unpaid interest, if any, to, but excluding, the redemption date.
The redemption price will be a cash amount equal to the principal amount of the 2026 Convertible Notes to be redeemed, plus accrued and unpaid interest, if any, to, but excluding, the redemption date.
Cash and cash equivalents consist of highly-liquid investments with original maturities of less than three months. Our restricted cash balance of $1.1 million and $1.5 million at December 31, 2023 and December 31, 2022, respectively, consists of security deposits for future chargebacks and amounts on deposit with certain financial institutions.
Cash and cash equivalents consist of highly-liquid investments with original maturities of less than three months. Our restricted cash balance of $1.5 million and $1.1 million at December 31, 2024 and December 31, 2023, respectively, consists of security deposits for future chargebacks and amounts on deposit with certain financial institutions.
Financing activities Net cash provided by financing activities during the year ended December 31, 2023 was $1.2 million primarily consisting of an increase in net debt of $0.7 million and issuance of shares of common stock pursuant to the exercise of stock options of $0.5 million.
Net cash provided by financing activities during the year ended December 31, 2023 was $1.2 million primarily consisting of an increase in net debt of $0.7 million and issuance of shares of common stock pursuant to the exercise of stock options and restricted stock units of $0.5 million.
Annual revenue run-rate We calculate annual revenue run-rate (“ARR”) at the end of each month as the sum of: (1) contractual monthly recurring revenue at the end of the period, which includes platform subscription fees, invoiced growth adjustments, product feed management subscription fees, recurring professional services revenue, and other recurring revenue, multiplied by twelve to prospectively annualize recurring revenue, and (2) the sum of the trailing twelve-month non-recurring and variable revenue, which includes one-time partner integrations, one-time fees, payments revenue share, and any other revenue that is non-recurring and variable.
Annual revenue run-rate We calculate ARR at the end of each month as the sum of: (1) contractual monthly recurring revenue at the end of the period, which includes platform subscription fees, invoiced growth adjustments, feed management subscription fees, recurring professional services revenue, and other recurring revenue, multiplied by twelve to prospectively annualize recurring revenue, and (2) the sum of the trailing twelve-month non-recurring and variable revenue, which includes one-time partner integrations, one-time fees, payments revenue share, and any other revenue that is non-recurring and variable.
These accounts may have more than one Enterprise plan or a combination of Enterprise plans and Essentials plans. The chart below illustrates certain of our key business metrics as of the periods ended.
These accounts may have more than one Enterprise plan or a combination of Enterprise plans and non-enterprise plans. The chart below illustrates certain of our key business metrics as of the periods ended.
The rapid growth in ecommerce is prompting companies to adopt ecommerce platforms like BigCommerce to create compelling branded ecommerce stores and power cross-channel connections to online marketplaces, social networks, and offline POS systems. Acquisition of new customers The growth of our customer base is important to our continued revenue growth.
The rapid growth in ecommerce is prompting companies to adopt ecommerce platforms like BigCommerce to create compelling branded ecommerce stores and power cross-channel connections to online marketplaces, social networks, and offline POS systems. 39 Table of Contents Acquisition of new customers The growth of our customer base is important to our continued revenue growth.
The initial conversion rate was 13.6783 shares of common stock per $1,000 principal amount of Convertible Notes, which represents an initial conversion price of approximately $73.11 per share of common stock. The conversion rate and conversion price are subject to customary adjustments upon the occurrence of certain events.
The initial conversion rate of the remaining outstanding 2026 Convertible Notes was 13.6783 shares of common stock per $1,000 principal amount of 2026 Convertible Notes, which represents an initial conversion price of approximately $73.11 per share of common stock. The conversion rate and conversion price are subject to customary adjustments upon the occurrence of certain events.
Under both models, merchants have full access to the functionality of our platform upon contract execution, and revenue is recognized ratably over the contract life. Our retail plans are generally month-to-month contracts. Monthly subscription fees for Pro and Enterprise plans are adjusted if a customer’s GMV or orders processed are outside of specified plan thresholds on a trailing twelve-month basis.
Merchants have full access to the functionality of our platform upon contract execution, and revenue is recognized ratably over the contract life. Our retail plans are generally month-to-month contracts. Monthly subscription fees for Enterprise plans are adjusted if a customer’s GMV or orders processed are outside of specified plan thresholds on a trailing twelve-month basis.
The Convertible Notes will be redeemable, in whole or in part (subject to the “Partial Redemption Limitation” (as defined in the Convertible Notes Indenture)), at our option at any time, and from time to time, on or after October 7, 2024 and on or before the 25th scheduled trading day immediately before the maturity date, but only if the last reported sale price per share of our common stock exceeds 130 percent of the conversion price on (i) each of at least 20 trading days, whether or not consecutive, during the 30 consecutive trading days ending on, and including, the trading day immediately before the date we send the related redemption notice; and (ii) the trading day immediately before the date we send such notice.
The remaining outstanding 2026 Convertible Notes are redeemable, in whole or in part (subject to the “Partial Redemption Limitation” (as defined in the 2026 Convertible Notes Indenture)), at our option at any time, and from time to time, on or after October 7, 2024 and on or before the 25th scheduled trading day immediately before the maturity date, but only if the last reported sale price per share of our common stock exceeds 130 percent of the conversion price on (i) each of at least 20 trading days, whether or not consecutive, during the 30 consecutive trading days ending on, and including, the trading day immediately before the date we send the related redemption notice; and (ii) the trading day immediately before the date we send such notice.
Components of results of operations Revenue We generate revenue from two sources: (1) subscription solutions revenue and (2) partner and services revenue. Subscription solutions revenue consists primarily of platform subscription fees from plans and recurring professional services. Subscription solutions are charged monthly, quarterly, or annually for our customers to sell their products and process transactions on our platform.
Components of results of operations Revenue We generate revenue from two sources: (1) subscription solutions revenue and (2) partner and services revenue. Subscription solutions revenue consists primarily of platform subscription fees from plans and recurring professional services. Subscription solutions are typically charged annually for our customers to sell their products and process transactions on our platform.
In addition, if certain corporate events that constitute a “Make-Whole Fundamental Change” (as defined in the Convertible Notes Indenture) occur, then the conversion rate will, in certain circumstances, be increased for a specified period of time. We may not redeem the Convertible Notes at our option at any time before October 7, 2024.
In addition, if certain corporate events that constitute a “Make-Whole Fundamental Change” (as defined in the 2028 Convertible Notes Indenture) occur, then the conversion rate will, in certain circumstances, be increased for a specified period of time. We may not redeem the 2028 Convertible Notes at its option at any time before October 7, 2026.
If certain corporate events that constitute a “Fundamental Change” (as defined in the Convertible Notes Indenture) occur, then, subject to a limited exception for certain cash mergers, noteholders may require us to repurchase their Convertible Notes at a cash 48 Table of Contents repurchase price equal to the principal amount of the Convertible Notes to be repurchased, plus accrued and unpaid interest, if any, to, but excluding, the fundamental change repurchase date.
If certain corporate events that constitute a “Fundamental Change” (as defined in the 2028 Convertible Notes Indenture) occur, then, subject to a limited exception for certain cash mergers, noteholders may require the Company to repurchase their 2028 Convertible Notes at a cash repurchase price equal to the principal amount of the 2028 Convertible Notes to be repurchased, plus accrued and unpaid interest, if any, to, but excluding, the fundamental change repurchase date.
NRR for enterprise accounts was 100 percent and 111 percent for years ended December 31, 2023 and 2022, respectively. We update our reported NRR at the end of each fiscal year and do not report quarterly changes in NRR.
NRR for enterprise accounts was 99 percent and 100 percent for the years ended December 31, 2024 and 2023, respectively. We update our reported NRR at the end of each fiscal year and do not report quarterly changes in NRR.
Amortization of intangible assets Amortization of intangible assets consist of amortization of acquired intangible assets which were recognized as a result of business combinations and are being amortized over their expected useful life.
Amortization of intangible assets Amortization of intangible assets consist of amortization of developed technology and acquired intangible assets which were recognized as a result of business combinations. These assets are being amortized over their expected useful life.
Cost of revenue Cost of revenue consists primarily of: (1) personnel-related costs (including stock-based compensation expense and associated payroll costs) for our customer success teams, (2) costs that are directly related to hosting and maintaining our platform, (3) fees for processing customer payments, (4) personnel and other costs related to feed management, and (5) allocated costs, such as, depreciation, technology and facility costs.
Cost of revenue Cost of revenue consists primarily of: (1) personnel-related costs (including stock-based compensation expense and associated payroll costs) for our customer success teams, (2) costs that are directly related to hosting and maintaining our platform, (3) fees for processing customer payments such as credit card processing charges, (4) personnel and other costs related to feed management, and (5) allocated costs, such as, amortization of purchased intangibles, depreciation, technology and facility costs.
Off-balance sheet arrangements We did not have any off-balance sheet arrangements as of December 31, 2023 or as of December 31, 2022. Critical accounting policies and estimates Our consolidated financial statements have been prepared in accordance with GAAP.
Off-balance sheet arrangements We did not have any off-balance sheet arrangements as of December 31, 2024 or as of December 31, 2023. Critical accounting policies and estimates Our consolidated financial statements have been prepared in accordance with U.S. GAAP.
Each account’s partner revenue allocation is calculated by taking the account’s trailing twelve-month partner revenue, then dividing by twelve to create a monthly average to apply to the applicable period in order to normalize ARPA for seasonality.
Each account’s partner 41 Table of Contents revenue allocation is calculated by taking the account’s trailing twelve-month partner revenue, then dividing by twelve to create a monthly average to apply to the applicable period in order to normalize ARPA for seasonality.
Before July 1, 2026, noteholders have the right to convert their Convertible Notes only upon the occurrence of certain events. From and after July 1, 2026, noteholders may convert their Convertible Notes at any time at their election until the close of business on the second scheduled trading day immediately before the maturity date.
Before July 3, 2028, noteholders will have the right to convert their 2028 Convertible Notes only upon the occurrence of certain events. From and after July 3, 2028, noteholders may convert their 2028 Convertible Notes at any time at their election until the close of business on the second scheduled trading day immediately before the maturity date.
Equity-based compensation We measure stock-based compensation for stock options at fair value on the date of grant using the Black-Scholes option pricing model. We measure stock-based compensation for restricted stock units (RSUs) based on the fair market value of the common stock on the grant date. Compensation cost is recognized on a straight-line basis over the requisite service period.
Equity-based compensation We measure stock-based compensation for stock options at fair value on the date of grant using the Black-Scholes option pricing model. Compensation cost is recognized on a straight-line basis over the requisite service period.
We believe we possess one of the deepest and broadest ecosystems of integrated technology solutions in the ecommerce industry. We strategically partner with, rather than compete against, the leading providers in adjacent categories, including payments, shipping, point of sale (POS), content management system (CMS), customer relationship management (CRM), and enterprise resource planning (ERP).
We believe we possess one of the deepest and broadest ecosystems of integrated technology solutions in the ecommerce industry. We strategically partner with, rather than compete against, the leading providers in adjacent categories, including payments, shipping, point of sale, content management systems, customer relationship management, enterprise resource planning, and omnichannel.
Pursuant to the Partial Redemption Limitation, we may not elect to redeem less than all of the outstanding Convertible Notes unless at least $150.0 million aggregate principal amount of Convertible Notes are outstanding and not subject to redemption as of the time we send the related redemption notice.
Pursuant to the Partial Redemption Limitation, we may not elect to redeem less than all of the outstanding 2028 Convertible Notes unless at least $100.0 million aggregate principal amount of 2028 Convertible Notes are outstanding and not subject to redemption as of the time the Company sends the related redemption notice.
Enterprise Account metrics To measure the effectiveness of our ability to execute against our growth strategy, particularly within the mid-market and enterprise lines of business, we calculate ARR attributable to Enterprise Accounts. We define Enterprise Accounts as accounts with at least one unique Enterprise plan subscription or an enterprise level feed management subscription (collectively “Enterprise Accounts”).
Enterprise Account metrics To measure the effectiveness of our ability to execute against our growth strategy, we calculate ARR attributable to Enterprise Accounts. We define Enterprise Accounts as accounts with at least one unique Enterprise plan subscription or an enterprise level feed management subscription (collectively “Enterprise Accounts”).
Investing activities Net cash provided by investing activities during the year ended December 31, 2023 was $2.8 million.
Net cash used in investing activities during the year ended December 31, 2023 was $2.8 million.
The Convertible Notes accrue interest at a rate of 0.25 percent per annum, payable semi-annually in arrears on April 1 and October 1 of each year, beginning on April 1, 2022. The Convertible Notes will mature on October 1, 2026, unless earlier repurchased, redeemed or converted.
The 2026 Convertible Notes accrue interest at a rate of 0.25 percent per annum, payable semi-annually in arrears on April 1 and October 1 of each year, beginning on April 1, 2022.
We recognize revenue from Feedonomics’ technology platform and related services under service contracts which are generally one year or less, and in many cases month-to-month. These service types may be sold stand-alone or as part of a multi-service bundle (e.g. both marketplaces and advertising). Services are performed and fees are determined based on monthly usage and are billed in arrears.
We recognize revenue from Feedonomics’ technology platform and related services under service contracts which are generally one year or less, and in many cases month-to-month. These service types may be sold stand-alone or as part of a multi-service bundle 51 Table of Contents (e.g. both marketplaces and advertising).
We enter into contracts with our strategic technology partners that are generally for one year or longer. We generate revenue from these contracts in three ways: (1) revenue-sharing arrangements, (2) technology integrations, and (3) partner marketing and promotion. We recognize revenue on a net basis from revenue-sharing arrangements when the underlying transaction occurs.
We enter into contracts with our strategic technology partners that are generally for one year or longer. We generate revenue from these contracts in three ways: (1) revenue-sharing arrangements, (2) technology integrations, and (3) partner marketing and promotion.
We allocate partner revenue, where applicable, primarily based on each customer’s share of GMV processed through that partner’s solution. Partner revenue that is not directly linked to customer usage of a partner’s solution is allocated based on each customer’s share of total platform GMV.
Partner revenue that is not directly linked to customer usage of a partner’s solution is allocated based on each customer’s share of total platform GMV.
Accordingly, our effective tax rate will vary depending on the relative proportion of foreign to domestic income, use of foreign tax credits, changes in the valuation of our deferred tax assets and liabilities, applicability of any valuation allowances, and changes in tax laws in jurisdictions in which we operate. 42 Table of Contents Results of operations The following table summarizes our historical consolidated statement of operations data.
Accordingly, our effective tax rate will vary depending on the relative proportion of foreign to domestic income, use of foreign tax credits, changes in the valuation of our deferred tax assets and liabilities, applicability of any valuation allowances, and changes in tax laws in jurisdictions in which we operate.
Our future capital requirements will depend on many factors, including our growth rate, levels of revenue, the expansion of sales and marketing activities, market acceptance of our platform, the results of business initiatives, the timing of new product introductions, and the continued impact of the conflict in Ukraine and inflation on the global economy and our business, financial condition, and results of operations.
Our future capital requirements will depend on many factors, including our growth rate, levels of revenue, the expansion of sales and marketing activities, market acceptance of our platform, the results of business initiatives including our efforts in transitioning our customers to annual billings, continued reduction in churn, the timing of new product introductions, the continued impact of the inflation on the global economy, market risk due to elevated interest rates, our business, financial condition, and results of operations.
For U.S. federal income tax purposes and in certain foreign and state jurisdictions, we have NOL carryforwards. The foreign jurisdictions in which we operate have different statutory tax rates than those of the United States. Additionally, certain of our foreign earnings may also be currently taxable in the United States.
The foreign jurisdictions in which we operate have different statutory tax rates than those of the United States. Additionally, certain of our foreign earnings may also be currently taxable in the United States.
The decrease was primarily due to a $7.0 million decrease in bad debt expense, and a decrease of $6.1 million in personnel-related expense. The decrease was partially offset by a $2.5 million increase in professional services fees, including legal and accounting fees associated with growth in the business.
The increase was primarily due to a $2.2 million increase in bad debt expense, and a $1.0 million increase in professional services fees, including legal and accounting fees associated with growth in the business.
We add new partners and expand existing partner relationships to enhance the utility of our platform, while creating new opportunities to expand our revenue share in partner and services revenue.
We continually evaluate prospective and existing partners’ abilities to enhance the capabilities of our customers’ commerce businesses. We add new partners and expand existing partner relationships to enhance the utility of our platform, while creating new opportunities to expand our revenue share in partner and services revenue.
Subscription annual revenue run-rate We calculate subscription ARR at the end of each month as the sum of contractual monthly recurring revenue at the end of the period, which includes platform subscription fees, invoiced growth adjustments, product feed management subscription fees, recurring professional services revenue, and other recurring revenue, multiplied by twelve to prospectively annualize recurring revenue. 39 Table of Contents Average revenue per account We calculate average revenue per account (“ARPA”) at the end of a period by including customer-billed revenue and an allocation of partner and services revenue, where applicable.
Subscription annual revenue run-rate We calculate Subscription ARR at the end of each month as the sum of contractual monthly recurring revenue at the end of the period, which includes platform subscription fees, invoiced growth adjustments, product feed management subscription fees, recurring professional services revenue, and other recurring revenue, multiplied by twelve to prospectively annualize recurring revenue.
Year ended December 31, 2023 2022 2021 Total ARR (in thousands) $ 336,541 $ 311,670 $ 268,665 Subscription ARR (in thousands) $ 256,412 $ 238,395 $ 203,743 Enterprise account metrics: Number of enterprise accounts 5,994 5,786 5,036 ARR attributable to enterprise accounts (in thousands) $ 245,100 $ 223,964 $ 172,858 ARR attributable to enterprise accounts as a percentage of Total ARR 73 72 64 ARPA $ 40,981 $ 38,708 $ 34,324 Net revenue retention We use net revenue retention (“NRR”) to evaluate our ability to maintain and expand our revenue with our account base of enterprise customers exceeding the ACV threshold over time.
Year ended December 31, 2024 2023 2022 Total ARR (in thousands) $ 349,599 $ 336,541 $ 311,670 Subscription ARR (in thousands) $ 264,541 $ 256,412 $ 238,395 Enterprise account metrics: Number of enterprise accounts 5,884 5,994 5,786 ARR attributable to enterprise accounts (in thousands) $ 261,590 $ 245,100 $ 223,964 ARR attributable to enterprise accounts as a percentage of Total ARR 75% 73% 72% ARPA $ 44,458 $ 40,891 $ 38,708 Net revenue retention We use net revenue retention (“NRR”) to evaluate our ability to maintain and expand our revenue with our account base of enterprise customers exceeding the annual contract value ("ACV") threshold over time.
As an example, some of our business metrics include annual revenue run-rate, subscription annual revenue run rate, average revenue per account, lifetime value (“LTV”) to customer acquisition costs (“CAC”) and others are calculated as of the end of the last month of the reporting period.
As an example, some of our business metrics include annual revenue run-rate (“ARR”), subscription annual revenue run-rate (“Subscription ARR”), average revenue per account, and others are calculated as of the end of the last month of the reporting period.
Year ended December 31, 2023 2022 2021 (in thousands) Net cash used in operating activities $ (24,243 ) $ (89,357 ) $ (40,300 ) Net cash provided by (used in) investing activities 2,816 (116,526 ) (186,877 ) Net cash provided by financing activities 1,242 209 305,274 Net increase (decrease) in cash, cash equivalents and restricted cash $ (20,185 ) $ (205,674 ) $ 78,097 As of December 31, 2023, we had $271.3 million in cash, cash equivalents, restricted cash, and marketable securities, a decrease of $33.7 million compared to $305.0 million for the year ended December 31, 2022.
Year ended December 31, 2024 2023 2022 (in thousands) Net cash provided by (used in) operating activities $ 26,254 $ (24,243 ) $ (89,357 ) Net cash provided by (used in) investing activities 105,293 2,816 (116,526 ) Net cash provided by (used in) financing activities (114,036 ) 1,242 209 Net increase (decrease) in cash, cash equivalents and restricted cash $ 17,511 $ (20,185 ) $ (205,674 ) As of December 31, 2024, we had $179.6 million in cash, cash equivalents, restricted cash, and marketable securities, a decrease of $91.7 million compared to $271.3 million for the year ended December 31, 2023.
Subscription solutions are generally charged per online store and are based on the store’s subscription plan. Our 40 Table of Contents Enterprise plan contracts are generally for a fixed term of 12 to 36 months and are non-cancelable.
Subscription solutions are generally charged per online store and are based on the store’s subscription plan. Our Enterprise plan contracts are generally for a fixed term of 12 to 36 months and are non-cancelable. Our pricing strategy provides enterprise merchants a discount for a period of time from their contractual obligations.
We recognize revenue from technology integration fees ratably over the contractual term because technology integration and platform access are deemed to be a single performance obligation.
We recognize revenue from technology integration fees ratably over the contractual term because technology integration and platform access are deemed to be a single performance obligation. Revenue from partner marketing and promotion and non-recurring professional services is recognized as the service is performed.
Subscription solutions revenue increased $23.5 million, or 11.4 percent, to $229.3 million for the year ended December 31, 2023 from $205.8 million for the year ended December 31, 2022, primarily due to the increases in mid-market and enterprise customers along with increases from Feedonomics revenue.
Subscription solutions revenue increased $18.6 million, or 8.1 percent, to $247.9 million for the year ended December 31, 2024 from $229.3 million for the year ended December 31, 2023, primarily due to the increases in SB and enterprise customers along with increases from Feedonomics revenue.
Indebtedness 2021 Convertible senior notes In September 2021, we issued $345.0 million principal amount of 0.25 percent Convertible Senior Notes due 2026 (the “Convertible Notes”). The Convertible Notes were issued pursuant to, and are governed by, an indenture (the “Convertible Notes Indenture”), dated as of September 14, 2021, between us and U.S. Bank National Association, as trustee.
The 2026 Convertible Notes were issued pursuant to, and are governed by, an indenture (the “2026 Convertible Notes Indenture”), dated as of September 14, 2021, between us and U.S. Bank National Association, as trustee.
Our larger customers will often first use our platform to build a single online store that serves a single brand within their portfolio. These customers can then expand their usage of our platform by launching additional stores to serve additional brands, geographies, or use cases (e.g., B2B in addition to B2C).
These customers can then expand their usage of our platform by launching additional stores to serve additional brands, geographies, or use cases (e.g., B2B in addition to B2C).
We believe that our existing cash and cash equivalents and our cash flows from operating activities will be sufficient to meet our working capital and capital expenditure needs for at least the next 12 months.
We believe that our existing cash and cash equivalents and our cash flows from operating activities will be sufficient to meet our working capital and capital expenditure needs for at least the next twelve months. Additionally, with our 2026 Convertible Notes restructuring, there was a reduction in liquidity.
Allowance for credit losses We assess the collectability of outstanding accounts receivable on an ongoing basis and maintain an allowance for credit losses for accounts receivable deemed uncollectible.
Services are performed and fees are determined based on monthly usage and are billed in arrears. Allowance for credit losses We assess the collectability of outstanding accounts receivable on an ongoing basis and maintain an allowance for credit losses for accounts receivable deemed uncollectible.
Gross margin increased to 76.0 percent during 2023 from 74.9 percent during 2022, due to increased efficiency in customer service spending.
Gross margin increased to 76.7 percent during 2024 from 76.0 percent during 2023, due to increased efficiency in customer service staffing and spending and the 2024 Restructure.
The period-to-period comparison of operating results is not necessarily indicative of results for future periods.
Results of operations The following table summarizes our historical consolidated statement of operations data. The period-to-period comparison of operating results is not necessarily indicative of results for future periods.
Partner and services revenue increased $6.9 million, or 9.4 percent, to $80.1 million for the year ended December 31, 2023 from $73.3 million for the year ended December 31, 2022, primarily as a result of increases in revenue-sharing activity with our technology partners and improved monetization of partner revenue share.
Partner and services revenue increased $4.9 million, or 6.2 percent, to $85.1 million for the year ended December 31, 2024 from $80.1 million for the year ended December 31, 2023, primarily as a result of increases in revenue- sharing activity offset by decreases in stand ready hosting and integration activity.
As we continue to grow as a platform, we believe our ability to realize more favorable and expansive revenue share agreements will grow as well. 38 Table of Contents We also grow by selling additional stores to existing customers.
As we continue to grow as a platform, we believe our ability to realize more favorable and expansive revenue share agreements will grow as well. We also grow by selling additional stores to existing customers. Our larger customers will often first use our platform to build a single online store that serves a single brand within their portfolio.
We also generate revenue from non-recurring professional services that we provide to complement the capabilities of our customers and their agency partners. Our services help improve customers’ time-to-market and the success of their businesses using BigCommerce. Our non-recurring services include education packages, launch services, solutions architecting, implementation consulting, and catalog transfer services.
We recognize revenue on a net basis from revenue-sharing arrangements when the underlying transaction occurs. 42 Table of Contents We also generate revenue from non-recurring professional services that we provide to complement the capabilities of our customers and their agency partners. Our services help improve customers’ time-to-market and the success of their businesses using BigCommerce.
Comparison of years ended December 31, 2023 and 2022, and the years ended December 31, 2022 and 2021 Revenue The following table presents the components of our revenue for each of the periods indicated: Year ended December 31, Change Year ended December 31, Change 2023 2022 Amount Percent 2022 2021 Amount Percent (dollars in thousands) Revenue Subscription solutions $ 229,265 $ 205,800 $ 23,465 11.4 % $ 205,800 $ 154,933 $ 50,867 32.8 % Partner and services 80,129 73,275 6,854 9.4 73,275 64,922 8,353 12.9 Total revenue $ 309,394 $ 279,075 $ 30,319 10.9 % $ 279,075 $ 219,855 $ 59,220 26.9 % Total revenue increased $30.3 million, or 10.9 percent, to $309.4 million for the year ended December 31, 2023 from $279.1 million for the year ended December 31, 2022, due to an increase in both subscription solutions and partner and services revenue.
Comparison of years ended December 31, 2024 and 2023 Revenue The following table presents the components of our revenue for each of the periods indicated: Year ended December 31, Change 2024 2023 Amount Percent (dollars in thousands) Revenue Subscription solutions $ 247,870 $ 229,265 $ 18,605 8.1 % Partner and services 85,057 80,129 4,928 6.2 Total revenue $ 332,927 $ 309,394 $ 23,533 7.6 % Total revenue increased $23.5 million, or 7.6 percent, to $332.9 million for the year ended December 31, 2024 from $309.4 million for the year ended December 31, 2023, due to an increase in both subscription solutions and partner and services revenue.
Benefit (provision) for income taxes Our benefit for income taxes consists primarily of deferred income taxes associated with amortization of tax deductible goodwill and a tax benefit related to the reduction of the valuation allowance due to the purchase of Makeswift during the year as well as current income taxes related to certain foreign and state jurisdictions in which we conduct business.
Provision for income taxes Our provision for income taxes consists primarily of current state and foreign jurisdictions in which we conduct business, deferred income taxes associated with amortization of tax deductible goodwill. For U.S. federal income tax purposes and in certain foreign and state jurisdictions, we have NOL carryforwards.
There have been no material changes to our critical accounting policies and estimates as compared to the critical accounting policies and estimates described in Management’s Discussion and Analysis of Financial Condition and Results of Operations set forth in our Annual Report on Form 10-K for the year ended December 31, 2023.
Fiscal Year Ended December 31, 2023 and 2022 For a discussion of the year ended December 31, 2023 compared to the year ended December 31, 2022, refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" in our Annual Report on Form 10-K for the year ended December 31, 2023.
It consisted primarily of the cash paid for an acquisition of $81.1 million, the purchases of marketable securities of $107.0 million and the purchases of property and equipment of $3.3 million, partially offset by the maturity of marketable securities of $4.5 million.
It consisted primarily of the cash paid for the acquisition of $7.9 million, the purchases of marketable securities of $228.3 million and the purchases of property, equipment, leasehold improvements, and capitalized internal-use software of $4.2 million, offset by the maturity of marketable securities of $243.2 million.
Our ability to retain and grow our customers’ ecommerce businesses often depends on the continued expansion of our platform and the capabilities of our strategic technology partners to provide revenue generating services to our customers. We continually evaluate prospective and existing partners’ abilities to enhance the capabilities of our customers’ ecommerce businesses.
As our customers’ online sales increase, our partner and services revenue generated by revenue-sharing agreements with our strategic technology partners increases as well. Our ability to retain and grow our customers’ commerce businesses often depends on the continued expansion of our platform and the capabilities of our strategic technology partners to provide revenue generating services to our customers.
Interest income Interest income increased by $7.3 million, or 173.8 percent to $11.5 million for the year ended December 31, 2023 from $4.2 million for the year ended December 31, 2022. This increase was the due to higher yields on our cash equivalents and marketable securities in 2023 primarily as a result of interest rate increases.
This decrease was due to lower yields on our cash equivalents and marketable securities in 2024 primarily as a result of less cash, cash equivalents, and marketable securities during the period. Interest expense increased for the year ended December 31, 2024 from December 31, 2023.
Our marketable securities balance of $198.4 million and $211.9 million at December 31, 2023 and December 31, 2022, respectively, consists of investments in corporate and U.S. treasury securities. We maintain cash account balances in excess of Federal Deposit Insurance Corporation (FDIC) insured limits.
Our marketable securities balance of $89.3 million and $198.4 million at December 31, 2024 and December 31, 2023, respectively, consists of investments in corporate and U.S. treasury securities.
If we are unable to raise additional capital when desired, our business, operating results and financial condition could be adversely affected. From time to time, we may seek to repurchase, redeem or otherwise retire our convertible notes through cash repurchases and/or exchanges for equity securities, in open market repurchases, privately negotiated transactions, tender offers or otherwise.
From time to time, we may seek to repurchase, redeem or otherwise retire our Convertible Notes through cash repurchases and/or exchanges for equity securities, in open market repurchases, privately negotiated transactions, tender offers or otherwise. Such repurchases, redemptions or other transactions, if any, will depend on prevailing market conditions, our liquidity requirements, contractual restrictions, and other factors.
Acquisition related expenses Acquisition related expense decreased by $24.9 million or (70.7) percent to $10.3 million for the year ended December 31, 2023 from $35.2 million for the year ended December 31, 2022.The decrease was primarily attributable to the completion of the recognition period related to the Feedonomics acquisition that occurred in the third quarter of 2023.
Acquisition related expenses Acquisition related expense decreased for the year ended December 31, 2024 from December 31, 2023.The decrease was primarily attributable to the completion of the recognition period related to the Makeswift acquisition that occurred in fiscal 2023. 46 Table of Contents Restructuring charges Restructuring charges increased for the year ended December 31, 2024 from December 31, 2023.
Partner and services revenue increased $8.4 million, or 12.9 percent, to $73.3 million for the year ended December 31, 2022 from $64.9 million for the year ended December 31, 2021, primarily as a result of increases in revenue-sharing activity with our technology partners and improved monetization of partner revenue share. 44 Table of Contents Cost of revenue, gross profit, and gross margin The following table presents our cost of revenue, gross profit, and gross margin for each of the periods indicated: Year ended December 31, Change Year ended December 31, Change 2023 2022 Amount Percent 2022 2021 Amount Percent (dollars in thousands) Cost of revenue $ 74,202 $ 69,980 $ 4,222 6.0 % $ 69,980 $ 48,479 $ 21,501 44.4 % Gross profit 235,192 209,095 26,097 12.5 209,095 171,376 37,719 22.0 Gross margin percentage 76.0 % 74.9 % 74.9 % 77.9 % Cost of revenue increased $4.2 million, or 6.0 percent, to $74.2 million for the year ended December 31, 2023 from $70.0 million for the year ended December 31, 2022, primarily as a result of higher hosting costs of $2.9 million, and $0.9 million of personnel-related costs including stock-based compensation expense and associated payroll costs, and $0.4 million of variable costs.
Cost of revenue, gross profit, and gross margin The following table presents our cost of revenue, gross profit, and gross margin for each of the periods indicated: Year ended December 31, Change 2024 2023 Amount Percent (dollars in thousands) Cost of revenue $ 77,589 $ 74,202 $ 3,387 4.6 % Gross profit 255,338 235,192 20,146 8.6 Gross margin percentage 76.7 % 76.0 % 45 Table of Contents Cost of revenue increased $3.4 million, or 4.6 percent, to $77.6 million for the year ended December 31, 2024 from $74.2 million for the year ended December 31, 2023, primarily as a result of higher hosting costs of $3.1 million.
We expect our sales and marketing expenses will increase in absolute dollars, but will decrease as a percentage of total revenue over time. Research and development Research and development expenses consist primarily of personnel-related expenses (including stock-based compensation expense and associated payroll costs) incurred in maintaining and developing enhancements to our ecommerce platform and allocated overhead costs.
Research and development Research and development expenses consist primarily of personnel-related expenses (including stock-based compensation expense and associated payroll costs) incurred in maintaining and developing enhancements to our ecommerce platform and allocated overhead costs. Software development costs associated with internal use software which are incurred during the application development phase and meet other requirements are capitalized.
Typical Enterprise contracts have terms ranging from 12 to 36 months and do not include the ability to terminate for convenience. As our customers’ online sales increase, our partner and services revenue generated by revenue-sharing agreements with our strategic technology partners increases as well.
As they generate more online sales, we generate more subscription revenue through automated sales-based upgrades on our Non-Enterprise plans and order adjustments on our Enterprise plans. Typical Enterprise contracts have terms ranging from 12 to 36 months and do not include the ability to terminate for convenience.
Accordingly, investors should monitor our investor relations website, in addition to following our press releases, SEC filings and public conference calls and webcasts. Overview BigCommerce is leading a new era of ecommerce. Our SaaS platform simplifies the creation of online stores by delivering a unique combination of ease-of-use, enterprise functionality, composability and flexibility.
Accordingly, investors should monitor our investor relations website, in addition to following our press releases, SEC filings and public conference calls and webcasts. Overview BigCommerce is leading a new era of ecommerce. We provide professional-grade commerce solutions that give businesses the power and agility to build for today with an eye toward tomorrow.
It consisted primarily of the cash paid for an acquisition of $7.9 million, the purchases of marketable securities of $228.3 million and the purchases of property and equipment of $4.2 million, offset by the maturity of marketable securities of $243.2 million. 47 Table of Contents Net cash used in investing activities during the year ended December 31, 2022 was $116.5 million.
Investing activities Net cash provided by investing activities during the year ended December 31, 2024 was $105.3 million. It consisted primarily of the sale and maturity of marketable securities of $205.2 million offset by the purchase of property, equipment, leasehold improvements and capitalized internal-use software of $3.7 million and the purchase of marketable securities of $96.1 million.
This consisted primarily of our net losses adjusted for certain non-cash items, including depreciation and amortization, stock-based compensation expense, amortization of discount on debt, provision for expected credit losses, impairment of right-of-use assets, the effect of changes in working capital and in fiscal year 2023 a one-time final payment related to the Feedonomics acquisition.
This consisted primarily of our net losses adjusted for certain non-cash items including depreciation, amortization of intangible assets, convertible note premium and convertible note issuance costs amortization, stock-based compensation, bad debt expense, impairment losses and accelerated depreciation associated with restructuring, gains on settlement of lease liabilities, gain on extinguishment of convertible notes, and the effect of changes in working capital.
Net cash provided by financing activities during the year ended December 31, 2022 was $0.2 million. primarily consisting of issuance of shares of common stock pursuant to the exercise of stock options. Net cash provided by financing activities during the year ended December 31, 2021 was $305.3 million.
Financing activities Net cash provided by (used in) financing activities during the year ended December 31, 2024 was ($114.0) million primarily consisting of repayment of convertible notes and financing obligations of $109.1 million, payment of issuance costs of $3.2 million related to the Convertible Notes, and taxes paid related to net share settlement of stock options and restricted stock units of $2.4 million.
Operating activities Net cash used in operating activities for the years ended December 31, 2023, 2022 and 2021 was $24.2 million, $89.4 million and $40.3 million, respectively.
We maintain cash account balances in excess of Federal Deposit Insurance Corporation (FDIC) insured limits. 47 Table of Contents Operating activities Net cash provided by (used in) operating activities for the years ended December 31, 2024 and 2023 was $26.3 million and ($24.2) million, respectively.
Operating expenses The following tables present our operating expenses for each of the periods indicated: Sales and marketing Year ended December 31, Change Year ended December 31, Change 2023 2022 Amount Percent 2022 2021 Amount Percent (dollars in thousands) Sales and marketing $ 140,230 $ 141,342 $ (1,112 ) (0.8 ) % $ 141,342 $ 104,872 $ 36,470 34.8 % Percentage of revenue 45.3 % 50.6 % 50.6 % 47.7 % Sales and marketing expenses decreased $1.1 million, or (0.8) percent, to $140.2 million for the year ended December 31, 2023 from $141.3 million for the year ended December 31, 2022, primarily due to a decrease of $3.7 million in personnel-related costs, including stock-based compensation expense and associated payroll costs, offset by a $2.0 million increase in software spend, $0.5 million increase in marketing spend to support revenue growth, and $0.1 million of variable costs.
Operating expenses The following tables present our operating expenses for each of the periods indicated: Year ended December 31, Change 2024 As a % of Total Revenue 2023 As a % of Total Revenue Amount Percent (dollars in thousands) Sales and marketing $ 129,602 38.9 % $ 140,230 45.3 % $ (10,628 ) (7.6 ) % Research and development 80,879 24.3 83,460 27.0 (2,581 ) (3.1 ) General and administrative 61,794 18.6 58,838 19.0 2,956 5.0 Amortization of intangible assets 9,736 2.9 8,422 2.7 1,314 15.6 Acquisition related expenses 1,334 0.4 10,252 3.3 (8,918 ) (87.0 ) Restructuring charges 13,677 4.1 6,434 2.1 7,243 112.6 Total operating expenses 297,022 89.2 % $ 307,636 99.4 % $ (10,614 ) (3.5 ) % Sales and marketing Sales and marketing expenses decreased for the year ended December 31, 2024 primarily due to a decrease of $6.4 million in personnel-related costs, including stock-based compensation expense and associated payroll costs as part of the 2024 Restructure, and a decrease of $4.5 million in variable marketing spend due to efforts to reduce expenditures including the 2024 Restructure.
As we work to develop and deliver this platform for our customers, we will also invest and grow our business by acquiring additional customers to our platform, growing our revenue with existing customers, cross-selling owned and partner solutions to existing customers, expanding our presence in new markets and geographies, and considering targeted acquisitions that can enhance our service to customers. 37 Table of Contents Key factors affecting our performance We believe our future performance will depend on many factors, including the following: Continued growth of ecommerce domestically and globally Ecommerce is rapidly transforming global B2C and B2B commerce.
Key factors affecting our performance We believe our future performance will depend on many factors, including the following: Continued growth of ecommerce domestically and globally Ecommerce is rapidly transforming global B2C and B2B commerce.
We bill customers for subscription solutions and professional services, and we include both in ARPA for the reported period. For example, ARPA as of December 31, 2023, includes all subscription solutions and professional services billed between January 1, 2023, and December 31, 2023.
For example, ARPA as of December 31, 2024, includes all subscription solutions and professional services billed between January 1, 2024, and December 31, 2024. We allocate partner revenue, where applicable, primarily based on each customer’s share of GMV processed through that partner’s solution.
We continue to invest in product functionality to maximize customer success and retention. Our revenue grows with that of our customers. As they generate more online sales, we generate more subscription revenue through automated sales-based upgrades on our Essentials plans and order adjustments on our Enterprise plans.
Retention and growth of our existing customers We believe our long-term revenue growth is correlated with the growth of our existing customers’ commerce businesses. We continue to invest in product functionality to maximize customer success and retention. Our revenue grows with that of our customers.
Upon the conclusion of the measurement period or final determination of the fair value of assets acquired or liabilities assumed, whichever comes first, any subsequent adjustments are recorded to our consolidated statements of operations. 50 Table of Contents Recent accounting pronouncements A discussion of recent accounting pronouncements is included in Note 2 to our included audited consolidated financial statements.
Recent accounting pronouncements A discussion of recent accounting pronouncements is included in Note 2 to our included audited consolidated financial statements.
Other expenses Other expenses, net primarily consists of loss from share issuance related to the Bundle acquisition and foreign currency translation adjustments.
Interest expense 43 Table of Contents Interest expense consists primarily of the interest expense from the amortization of the debt issuance costs and coupon interest attributable to our 2028 and 2026 Convertible Notes with offsetting amortization of the debt premium related to the 2028 Convertible Notes. Other expenses Other expense primarily consists of foreign currency translation adjustments.
We expect our general and administrative expenses to increase in absolute dollars but will decrease as a percent of revenue. 41 Table of Contents Acquisition related expenses Acquisition related expenses consists of cash payments for third-party acquisition costs and other acquisition related expenses, including contingent compensation arrangements entered into in connection with acquisitions.
Acquisition related expenses Acquisition related expenses consists of cash payments for third-party acquisition costs and other acquisition related expenses, including contingent compensation arrangements entered into in connection with acquisitions. Restructuring charges Restructuring charges consist primarily of severance benefits, right-of-use asset impairments, lease termination gain, software impairments, accelerated depreciation and amortization, and professional services costs.
Cost of revenue increased $21.5 million, or 44.4 percent, to $70.0 million for the year ended December 31, 2022 from $48.5 million for the year ended December 31, 2021, primarily as a result of higher hosting costs of $4.7 million and increases in personnel-related costs of $6.8 million, including stock-based compensation expense, for personnel involved in providing customer support and professional services and Feedonomics related expenses of $10.0 million.
Research and development Research and development expenses decreased for the year ended December 31, 2024 from December 31, 2023, primarily due to a decrease in staffing costs of $1.0 million, including stock-based compensation and associated payroll costs, and a decrease of $1.4 million in professional services.