Biggest changeIncome Tax (Provision) Benefit Income tax (provision) benefit consists primarily of income taxes related to U.S. federal and state income taxes and income taxes in foreign jurisdictions in which we conduct business. 61 Table of Contents Results of Operations The following table sets forth our consolidated statements of operations data for the periods indicated: Years Ended December 31, 2023 2022 2021 (in thousands) Revenue: Subscription $ 543,019 $ 455,007 $ 344,243 Services 16,325 19,025 16,122 License 1,227 4,744 6,023 Total revenue 560,571 478,776 366,388 Cost of revenue: Cost of subscription (1)(2)(3)(4)(5) (exclusive of amortization expense shown below) 98,554 85,479 63,441 Cost of services (1)(2)(3)(4) (exclusive of amortization expense shown below) 13,976 13,816 10,898 Amortization expense 13,529 19,932 16,018 Total cost of revenue 126,059 119,227 90,357 Gross profit 434,512 359,549 276,031 Operating expenses: Sales and marketing (1)(2)(3)(4)(5) 250,757 217,728 148,192 Research and development (1)(2)(3)(4)(5) 134,422 119,906 82,541 General and administrative (1)(2)(3)(4)(5)(6) 135,233 132,562 96,206 Amortization expense 29,349 28,227 25,294 Total operating expenses 549,761 498,423 352,233 Loss from operations (115,249) (138,874) (76,202) Interest income (expense), net 6,526 (538) (2,478) Loss on extinguishment of debt — — (449) Foreign currency transaction gain (loss) 916 (2,802) (849) Loss before income tax (provision) benefit (107,807) (142,214) (79,978) Income tax (provision) benefit (2,279) 913 4,789 Net loss $ (110,086) $ (141,301) $ (75,189) (1) Includes stock-based compensation as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue: Subscription $ 10,229 $ 8,854 $ 3,755 Services 1,386 1,299 594 Sales and marketing 33,127 33,559 10,938 Research and development 23,719 24,392 10,512 General and administrative 32,539 41,066 10,006 $ 101,000 $ 109,170 $ 35,805 62 Table of Contents (2) Includes payroll taxes related to stock-based compensation as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue: Subscription $ 318 $ 293 $ 122 Services 57 54 24 Sales and marketing 1,162 810 431 Research and development 581 429 335 General and administrative 490 428 615 $ 2,608 $ 2,014 $ 1,527 (3) Includes depreciation expense as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue: Subscription $ 1,219 $ 1,201 $ 1,134 Services 168 170 169 Sales and marketing 3,155 2,725 2,342 Research and development 1,814 1,610 1,277 General and administrative 1,064 965 835 $ 7,420 $ 6,671 $ 5,757 (4) Includes acquisition-related expense as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue: Subscription $ — $ 61 $ 88 Services 50 — — Sales and marketing 371 7 180 Research and development 807 912 1,088 General and administrative 6,133 3,663 5,032 $ 7,361 $ 4,643 $ 6,388 (5) Includes system transformation costs as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Cost of revenue: Subscription $ 51 $ — $ — Sales and marketing 174 — — Research and development 12 — — General and administrative 4,596 — — $ 4,833 $ — $ — 63 Table of Contents (6) General and administrative also includes the following: Years Ended December 31, 2023 2022 2021 (in thousands) Acquisition-related earnout $ — $ 694 $ 6,037 Offering costs — 124 594 Restructuring charges 1,393 — — Legal settlements and other non-recurring litigation costs 559 — 5,000 The following table sets forth our consolidated statements of operations data expressed as a percentage of total revenue for the periods indicated: Years Ended December 31, 2023 2022 2021 (as a percentage of total revenue) Revenue: Subscription 97 % 95 % 94 % Services 3 4 4 License — 1 2 Total revenue 100 100 100 Cost of revenue: Cost of subscription (exclusive of amortization expense shown below) 18 18 17 Cost of services (exclusive of amortization expense shown below) 2 3 3 Amortization expense 2 4 5 Total cost of revenue 22 25 25 Gross profit 78 75 75 Operating expenses: Sales and marketing 45 45 40 Research and development 24 25 23 General and administrative 24 28 26 Amortization expense 6 6 7 Total operating expenses 99 104 96 Loss from operations (21) (29) (21) Interest income (expense), net 1 — (1) Loss on extinguishment of debt — — — Foreign currency transaction gain (loss) — (1) — Loss before income tax (provision) benefit (20) (30) (22) Income tax (provision) benefit — — 1 Net loss (20) % (30) % (21) % A discussion regarding our results of operations for the year ended December 31, 2023 compared to the year ended December 31, 2022 is presented below.
Biggest changeIncome Tax (Provision) Benefit Income tax (provision) benefit consists primarily of income taxes related to U.S. federal and state income taxes and income taxes in foreign jurisdictions in which we conduct business. 61 Table of Contents Results of Operations The following table sets forth our consolidated statements of operations data for the periods indicated: Years Ended December 31, 2024 2023 2022 (in thousands) Revenue: Subscription $ 613,591 $ 543,019 $ 455,007 Services 13,562 16,325 19,025 License 246 1,227 4,744 Total revenue 627,399 560,571 478,776 Cost of revenue: Cost of subscription (1)(2)(3)(4)(5)(6) (exclusive of amortization expense shown below) 114,260 98,554 85,479 Cost of services (1)(2)(3)(4)(5) (exclusive of amortization expense shown below) 14,557 13,976 13,816 Amortization expense 12,511 13,529 19,932 Total cost of revenue 141,328 126,059 119,227 Gross profit 486,071 434,512 359,549 Operating expenses: Sales and marketing (1)(2)(3)(4)(5)(6) 252,128 250,757 217,728 Research and development (1)(2)(3)(4)(5)(6) 138,961 134,422 119,906 General and administrative (1)(2)(3)(4)(5)(6)(7) 136,567 135,233 132,562 Amortization expense 27,511 29,349 28,227 Total operating expenses 555,167 549,761 498,423 Loss from operations (69,096) (115,249) (138,874) Interest income (expense), net 6,615 6,526 (538) Foreign currency transaction (loss) gain (2,277) 916 (2,802) Loss before income tax (provision) benefit (64,758) (107,807) (142,214) Income tax (provision) benefit (3,697) (2,279) 913 Net loss $ (68,455) $ (110,086) $ (141,301) (1) Includes stock-based compensation as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ 11,518 $ 10,229 $ 8,854 Services 1,674 1,386 1,299 Sales and marketing 30,299 33,127 33,559 Research and development 25,324 23,719 24,392 General and administrative 28,575 32,539 41,066 $ 97,390 $ 101,000 $ 109,170 62 Table of Contents (2) Includes payroll taxes related to stock-based compensation as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ 393 $ 318 $ 293 Services 87 57 54 Sales and marketing 1,146 1,162 810 Research and development 649 581 429 General and administrative 672 490 428 $ 2,947 $ 2,608 $ 2,014 (3) Includes depreciation expense as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ 1,248 $ 1,219 $ 1,201 Services 178 168 170 Sales and marketing 2,715 3,155 2,725 Research and development 1,758 1,814 1,610 General and administrative 1,027 1,064 965 $ 6,926 $ 7,420 $ 6,671 (4) Includes acquisition-related expense as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ — $ — $ 61 Services 194 50 — Sales and marketing — 371 7 Research and development 538 807 912 General and administrative 4,530 6,133 3,663 $ 5,262 $ 7,361 $ 4,643 (5) Includes system transformation costs as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ 283 $ 51 $ — Services 22 — — Sales and marketing 888 174 — Research and development 295 12 — General and administrative 14,561 4,596 — $ 16,049 $ 4,833 $ — 63 Table of Contents (6) Includes restructuring charges as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Cost of revenue: Subscription $ 7 $ — $ — Sales and marketing 7,304 — — Research and development 709 — — General and administrative 1,722 1,393 — $ 9,742 $ 1,393 $ — (7) General and administrative also includes the following: Years Ended December 31, 2024 2023 2022 (in thousands) Acquisition-related earnout $ — $ — $ 694 Offering costs 872 — 124 Extraordinary legal settlements and non-recurring litigation costs (122) 559 — The following table sets forth our consolidated statements of operations data expressed as a percentage of total revenue for the periods indicated: Years Ended December 31, 2024 2023 2022 (as a percentage of total revenue) Revenue: Subscription 98 % 97 % 95 % Services 2 3 4 License — — 1 Total revenue 100 100 100 Cost of revenue: Cost of subscription (exclusive of amortization expense shown below) 18 18 18 Cost of services (exclusive of amortization expense shown below) 2 2 3 Amortization expense 3 2 4 Total cost of revenue 23 22 25 Gross profit 77 78 75 Operating expenses: Sales and marketing 40 45 45 Research and development 22 24 25 General and administrative 22 24 28 Amortization expense 4 6 6 Total operating expenses 88 99 104 Loss from operations (11) (21) (29) Interest income (expense), net 1 1 — Foreign currency transaction (loss) gain — — (1) Loss before income tax (provision) benefit (10) (20) (30) Income tax (provision) benefit (1) — — Net loss (11) % (20) % (30) % A discussion regarding our results of operations for the year ended December 31, 2024 compared to the year ended December 31, 2023 is presented below.
We have built our company through a primary focus on being the leading solution for Apple in the enterprise because we believe that due to Apple’s broad range of devices, combined with the changing demographics of today’s workforce and their strong preference for Apple, that Apple will become the number one device ecosystem in the enterprise by the end of this decade.
We have built our company through a primary focus on being the leading solution for Apple in the enterprise because we believe that due to Apple’s broad range of devices, combined with the changing demographics of today’s workforce and their strong preference for Apple, Apple will become the number one device ecosystem in the enterprise by the end of this decade.
Cost of subscription revenue consists primarily of employee compensation costs for employees associated with supporting our subscription and support and maintenance arrangements, our customer success function, and third-party hosting fees related to our cloud services. Employee compensation and related costs include cash compensation and benefits to employees and associated overhead costs.
Cost of Revenue Cost of subscription. Cost of subscription revenue consists primarily of employee compensation costs for employees associated with supporting our subscription and support and maintenance arrangements, our customer success function, and third-party hosting fees related to our cloud services. Employee compensation and related costs include cash compensation and benefits to employees and associated overhead costs. Cost of services.
Interest Income (Expense), Net Interest income (expense), net primarily consists of interest charges and amortization of capitalized issuance costs related to our 2026 Notes, as well as interest income earned on our cash and cash equivalents.
Interest Income (Expense), Net Interest income (expense), net primarily consists of interest income earned on our cash and cash equivalents as well as interest charges and amortization of capitalized issuance costs related to our 2026 Notes.
Foreign Currency Transaction Gain (Loss) Foreign currency transaction gain (loss) includes gains and losses from transactions denominated in a currency other than the Company’s functional currency, the U.S. dollar.
Foreign Currency Transaction (Loss) Gain Foreign currency transaction (loss) gain includes gains and losses from transactions denominated in a currency other than the Company’s functional currency, the U.S. dollar.
Investing Activities During the year ended December 31, 2023, net cash used in investing activities was $22.5 million, a decrease of $12.3 million compared to the year ended December 31, 2022.
During the year ended December 31, 2023, net cash used in investing activities was $22.5 million, a decrease of $12.3 million compared to the year ended December 31, 2022.
The estimates, as applicable to the intangible assets acquired at the acquisition date, may include: • future expected cash flows from subscription contracts and acquired developed technologies; • historical and expected customer attrition rates and anticipated growth in revenue; • royalty rates applied to acquired developed technology platforms; 73 Table of Contents • obsolescence curves and other useful life assumptions, such as the period of time and intended use of acquired intangible assets in the Company’s product offerings; • discount rates; and • uncertain tax positions and tax-related valuation allowances.
The estimates, as applicable to the intangible assets acquired at the acquisition date, may include: • future expected cash flows from subscription contracts and acquired developed technologies; • historical and expected customer attrition rates and anticipated growth in revenue; 73 Table of Contents • royalty rates applied to acquired developed technology platforms; • obsolescence curves and other useful life assumptions, such as the period of time and intended use of acquired intangible assets in the Company’s product offerings; • discount rates; and • uncertain tax positions and tax-related valuation allowances.
See “Risk Factors — We have indemnity provisions under our contracts with our customers, channel partners, and other third parties, which could have a material adverse effect on our business.” In addition, we have entered into indemnification agreements with our directors and certain officers that will require us, among other things, to indemnify them against certain liabilities that may arise by reason of their status or service as directors, officers, or employees.
See “Risk Factors — We have indemnity provisions under our contracts with our customers, partners, and other third parties, which could have a material adverse effect on our business.” In addition, we have entered into indemnification agreements with our directors and certain officers that will require us, among other things, to indemnify them against certain liabilities that may arise by reason of their status or service as directors, officers, or employees.
We help IT and security teams confidently protect the devices, data, and applications used by their workforce, while providing employees with the powerful and intended Apple experience. With Jamf’s software, devices can be deployed to employees brand new in the shrink-wrapped box, set up automatically and personalized at first power-on and administered continuously throughout the lifecycle of the device.
We help IT and security teams confidently protect the devices, data, and applications used by their workforce, while providing employees with the powerful and intended Apple experience. With Jamf’s solution, devices can be deployed to employees brand new in the shrink-wrapped box, set up automatically and personalized at first power-on and administered continuously throughout the lifecycle of the device.
Sustaining our growth requires continued adoption of our platform by new customers. We intend to continue to invest in building brand awareness as we further penetrate our addressable markets.
Our growth requires continued adoption of our platform by new customers. We intend to continue to invest in building brand awareness as we further penetrate our addressable markets.
Gross Profit Gross profit, or revenue less cost of revenue, has been and will continue to be affected by various factors, including the mix of cloud-based subscription customers, the costs associated with supporting our cloud solution, the extent to which we expand our customer support team, and the extent to which we can increase the efficiency of our technology and infrastructure though technological improvements.
Gross Profit Gross profit, or revenue less cost of revenue, has been and will continue to be affected by various factors, including the mix of cloud-based subscription customers, the costs associated with supporting our cloud solution, the extent to which we expand our customer support team, and the extent to which we can increase the efficiency of our technology and infrastructure through technological improvements.
Future Liquidity and Capital Resource Requirements We believe our cash and cash equivalents, the 2020 Revolving Credit Facility, and cash provided by sales of our software solutions and services will be sufficient to meet our working capital and capital expenditure needs, debt service requirements for at least the next 12 months, as well as other known long-term cash requirements.
Future Liquidity and Capital Resource Requirements We believe our cash and cash equivalents, the 2024 Revolving Credit Facility, and cash provided by sales of our software solutions and services will be sufficient to meet our working capital and capital expenditure needs, debt service requirements for at least the next 12 months, as well as other known long-term cash requirements.
Often our customers will begin with a small deployment and then later expand their usage more broadly within the enterprise as they realize the benefits of our platform. We believe that our “land and expand” business model allows us to efficiently increase revenue from our existing customer base.
Often our customers will begin with a small deployment and then later expand their usage more broadly within the organization as they realize the benefits of our platform. We believe that our “land and expand” business model allows us to efficiently increase revenue from our existing customer base.
Our ability to attract new customers is dependent upon a number of factors, including the effectiveness of our pricing and solutions, the features and pricing of our competitors’ offerings, the effectiveness of our marketing efforts, the effectiveness of our channel partners in selling, marketing, and deploying our software solutions, and the growth of the market for devices and services for SMBs and enterprises.
Our ability to attract new customers is dependent upon a number of factors, including the effectiveness of our pricing and solutions, the features and pricing of our competitors’ offerings, the effectiveness of our marketing efforts, the effectiveness of our channel partners in selling, marketing, and deploying our software solutions, and the growth of the market for devices and services for SMBs, enterprises, and other organizations.
With a focus on the user and being the bridge between critical technologies — with Apple, Microsoft, AWS, Google, and Okta as examples — we feel we can help other market participants deliver more to enterprise users with the power of Jamf.
With a focus on the user and being the bridge between critical technologies — with Apple, Microsoft, AWS, Google, and Okta as examples — we believe we can help other market participants deliver more to enterprise users with the power of Jamf.
Our international growth in any region will depend on our ability to effectively implement our business processes and go-to-market strategy, our ability to adapt to market or cultural differences, the general competitive landscape, our ability to invest in our sales and marketing channels, the maturity and growth trajectory of devices and services by region, and our brand awareness and perception.
Our international growth in any region depends on our ability to effectively implement our business processes and go-to-market strategy, our ability to adapt to market or cultural differences, the general competitive landscape, our ability to invest in our sales and marketing channels, the maturity and growth trajectory of devices and services by region, and our brand awareness and perception.
We define non-GAAP gross profit as gross profit, adjusted for amortization expense, stock-based compensation expense, acquisition-related expense, payroll taxes related to stock-based compensation, and system transformation costs.
We define non-GAAP gross profit as gross profit, adjusted for amortization expense, stock-based compensation expense, acquisition-related expense, payroll taxes related to stock-based compensation, system transformation costs, and restructuring charges.
While we believe global demand for our platform will increase as international market awareness of Jamf grows, our ability to conduct our operations internationally will require considerable management attention and resources and is subject to the particular challenges of supporting a growing business in an environment of multiple languages, cultures, customs, legal and regulatory systems (including with respect to data transfer and privacy), alternative dispute systems, commercial markets, and geopolitical challenges.
While we believe global demand for our platform will increase as international adoption of Apple products and market awareness of Jamf grows, our ability to conduct our operations internationally requires considerable management attention and resources and is subject to the particular challenges of supporting a growing business in an environment of multiple languages, cultures, customs, legal and regulatory systems (including with respect to data transfer and privacy), alternative dispute systems, commercial markets, and geopolitical challenges.
We define non-GAAP net income as net loss, adjusted for income tax (provision) benefit, amortization expense, stock-based compensation expense, foreign currency transaction (gain) loss, loss on extinguishment of debt, amortization of debt issuance costs, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and other non-recurring litigation costs, and adjustment to income tax expense based on the non-GAAP measure of profitability using our blended U.S. statutory tax rate.
We define non-GAAP net income as net loss, adjusted for income tax (provision) benefit, amortization expense, stock-based compensation expense, foreign currency transaction loss (gain), amortization of debt issuance costs, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, 68 Table of Contents system transformation costs, restructuring charges, and extraordinary legal settlements and non-recurring litigation costs, and adjustment to income tax expense based on the non-GAAP measure of profitability using our blended U.S. statutory tax rate.
Our ability to effectively invest for growth is dependent upon a number of factors, including our ability to offset anticipated increases in operating expenses with revenue growth, our ability to spend our research and development budget efficiently or effectively on compelling innovation and technologies, our ability to accurately predict costs, and our ability to maintain our corporate culture as our headcount expands.
Our ability to effectively invest for growth is dependent upon a number of factors, including our ability to offset anticipated increases in operating expenses with revenue growth, our ability to spend our research and development budget efficiently or effectively on compelling innovation and technologies, our ability to accurately predict costs, and our ability to maintain our corporate culture as our business evolves.
We define non-GAAP income before income taxes as loss before income taxes adjusted for amortization expense, stock-based compensation expense, foreign currency transaction (gain) loss, loss on extinguishment of debt, amortization of debt issuance costs, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and legal settlements and other non-recurring litigation costs.
We define non-GAAP income before income taxes as loss before income taxes adjusted for amortization expense, stock-based compensation expense, foreign currency transaction loss (gain), amortization of debt issuance costs, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and non-recurring litigation costs.
Our success is dependent not only on our independent efforts to innovate, scale, and reach more customers directly but also on the success of our partners to continue to gain share in the enterprise.
Partner network development. Our success is dependent not only on our independent efforts to innovate, scale, and reach more customers directly but also on the success of our partners to continue to gain share in the enterprise.
Subscription revenue accounted for 97% of total revenue for the year ended December 31, 2023 compared to 95% for the year ended December 31, 2022. The increase in subscription revenue was driven by device expansion, cross-selling, and the addition of new customers. The decrease in professional services revenue was driven by lower demand from customers.
Subscription revenue accounted for 98% of total revenue for the year ended December 31, 2024 compared to 97% for the year ended December 31, 2023. The increase in subscription revenue was driven by device expansion, cross-selling, and the addition of new customers. The decrease in professional services revenue was driven by lower demand from customers.
While sales of subscriptions to our Jamf Pro product account for most of our revenue, we intend to continue to invest in building additional products, features, and functionality that expand our capabilities and facilitate the extension of our platform to new use cases.
While sales of subscriptions to our Jamf Pro product account for a substantial portion of our revenue, we intend to continue to invest in building additional products, features, and functionality that expand our capabilities and facilitate the extension of our platform to new use cases.
The decrease was primarily attributable to an increase in cash paid for employee compensation costs, an increase in cash paid for third-party hosting costs, a $12.5 million increase in cash paid for system transformation costs, and a $6.0 million payment for contingent consideration in 2023, partially offset by an increase in cash received from our customers and an $8.3 million increase in cash received from interest income.
The decrease was primarily attributable to an increase in cash paid for employee compensation costs, an increase in cash paid for third-party hosting costs, a $12.5 million increase in cash paid for system transformation costs, and $6.0 million we paid for contingent consideration in 2023 related to the Digita acquisition, partially offset by an increase in cash received from our customers and an $8.3 million increase in cash received from interest income.
A single customer may have multiple Jamf products on a single device, but we still would only count that as one device. The number of devices on our software platform was 32.3 million and 30.0 million as of December 31, 2023 and 2022, respectively, representing a 8% year-over-year growth rate.
A single customer may have multiple Jamf products on a single device, but we still would only count that as one device. The number of devices on our software platform was 33.2 million and 32.3 million as of December 31, 2024 and 2023, respectively, representing a 3% year-over-year growth rate.
For the year ended December 31, 2023, foreign currency transaction gain increased primarily due to the impact of changes in foreign currency exchange rates, primarily the GBP and EUR.
For the year ended December 31, 2024, foreign currency transaction loss increased primarily due to the impact of changes in foreign currency exchange rates, primarily the GBP and EUR.
Our ARR was $588.6 million and $512.5 million as of December 31, 2023 and 2022, respectively, which is an increase of 15% year-over-year. The growth in our ARR is primarily driven by device expansion, cross-selling additional solutions to our installed customer base, and the addition of new customers.
Our ARR was $646.0 million and $588.6 million as of December 31, 2024 and 2023, respectively, which is an increase of 10% year-over-year. The growth in our ARR was primarily driven by device expansion, cross-selling additional solutions to our installed customer base, and the addition of new customers.
Our dollar-based net retention rates were 108% and 113% for the trailing twelve months ended December 31, 2023 and 2022, respectively.
Our dollar-based net retention rates were 104% and 108% for the trailing twelve months ended December 31, 2024 and 2023, respectively.
Our primary use of cash from operating activities is employee-related expenditures, marketing expenses, and third-party hosting costs. During the year ended December 31, 2023, net cash provided by operating activities was $36.0 million, a decrease of $54.0 million compared to the year ended December 31, 2022.
Our primary use of cash from operating activities is employee-related expenditures, marketing expenses, and third-party hosting costs. During the year ended December 31, 2024, net cash provided by operating activities was $31.2 million, a decrease of $4.8 million compared to the year ended December 31, 2023.
We also have a variable purchase obligation of $17.5 million over the term of a three-year contract for third-party hosting services that is not reflected in the table above. 71 Table of Contents Cash Flows The following table presents a summary of our consolidated cash flows from operating, investing, and financing activities: Years Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 35,964 $ 90,005 $ 65,165 Net cash used in investing activities (22,476) (34,782) (387,418) Net cash provided by financing activities 5,321 261 305,528 Effect of exchange rate changes on cash, cash equivalents, and restricted cash 79 (713) (993) Net increase (decrease) in cash, cash equivalents, and restricted cash 18,888 54,771 (17,718) Cash, cash equivalents, and restricted cash, beginning of period 231,921 177,150 194,868 Cash, cash equivalents, and restricted cash, end of period $ 250,809 $ 231,921 $ 177,150 Cash paid for interest $ 784 $ 763 $ 967 Cash paid for purchases of equipment and leasehold improvements 2,934 7,727 9,755 Operating Activities Our largest source of operating cash is cash collections from our subscription customers.
We also have a variable purchase obligation of $17.5 million over the term of a three-year contract for third-party hosting services that is not reflected in the table above. 71 Table of Contents Cash Flows The following table presents a summary of our consolidated cash flows from operating, investing, and financing activities: Years Ended December 31, 2024 2023 2022 (in thousands) Net cash provided by operating activities $ 31,192 $ 35,964 $ 90,005 Net cash used in investing activities (11,801) (22,476) (34,782) Net cash (used in) provided by financing activities (41,604) 5,321 261 Effect of exchange rate changes on cash, cash equivalents, and restricted cash (252) 79 (713) Net (decrease) increase in cash, cash equivalents, and restricted cash (22,465) 18,888 54,771 Cash, cash equivalents, and restricted cash, beginning of period 250,809 231,921 177,150 Cash, cash equivalents, and restricted cash, end of period $ 228,344 $ 250,809 $ 231,921 Cash paid for interest $ 842 $ 784 $ 763 Cash paid for purchases of equipment and leasehold improvements 9,009 2,934 7,727 Operating Activities Our largest source of operating cash is cash collections from our subscription customers.
For the year ended December 31, 2023, general and administrative expenses increased primarily due to a $4.6 million increase related to system transformation costs, a $4.0 million increase in employee compensation costs, a $2.4 million increase in acquisition-related expenses, a $1.5 million increase in charitable contributions, and restructuring charges of $1.4 million primarily related to lease impairments, partially offset by an $8.5 million decrease in stock-based compensation expense and related payroll taxes and a $2.4 million decrease in the annual premium for directors and officers insurance due to improved market conditions for such insurance.
For the year ended December 31, 2024, general and administrative expenses increased primarily due to a $10.0 million increase in system transformation costs and offering costs of $0.9 million, partially offset by a $3.8 million decrease in stock-based compensation expense and related payroll taxes, a $2.4 million decrease in charitable contributions, a $1.6 million decrease in acquisition-related expense, and a $1.3 million decrease in premium for directors and officers insurance due to improved market conditions for such insurance.
As of December 31, 2023, we had deferred revenue of $373.4 million, of which $317.5 million was recorded as a current liability and is expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria have been met.
As of December 31, 2024, we had deferred revenue of $385.7 million, of which $333.6 million was recorded as a current liability and is expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria have been met.
A reconciliation of non-GAAP gross profit to gross profit and non-GAAP gross profit margin to gross profit margin, the most directly comparable GAAP measures, are as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Gross profit $ 434,512 $ 359,549 $ 276,031 Amortization expense 13,529 19,932 16,018 Stock-based compensation 11,615 10,153 4,349 Acquisition-related expense 50 61 88 Payroll taxes related to stock-based compensation 375 347 146 System transformation costs 51 — — Non-GAAP gross profit $ 460,132 $ 390,042 $ 296,632 Gross profit margin 78% 75% 75% Non-GAAP gross profit margin 82% 81% 81% 67 Table of Contents Non-GAAP Operating Income and Non-GAAP Operating Income Margin We use non-GAAP operating income and non-GAAP operating income margin, and believe it is useful for our investors, to understand and evaluate our operating performance and trends, to prepare and approve our annual budget, and to develop short-term and long-term operating plans.
We define non-GAAP gross profit margin as non-GAAP gross profit as a percentage of total revenue. 67 Table of Contents A reconciliation of non-GAAP gross profit to gross profit and non-GAAP gross profit margin to gross profit margin, the most directly comparable GAAP measures, are as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Gross profit $ 486,071 $ 434,512 $ 359,549 Amortization expense 12,511 13,529 19,932 Stock-based compensation 13,192 11,615 10,153 Acquisition-related expense 194 50 61 Payroll taxes related to stock-based compensation 480 375 347 System transformation costs 305 51 — Restructuring charges 7 — — Non-GAAP gross profit $ 512,760 $ 460,132 $ 390,042 Gross profit margin 77% 78% 75% Non-GAAP gross profit margin 82% 82% 81% Non-GAAP Operating Income and Non-GAAP Operating Income Margin We use non-GAAP operating income and non-GAAP operating income margin, and believe it is useful for our investors, to understand and evaluate our operating performance and trends, to prepare and approve our annual budget, and to develop short-term and long-term operating plans.
The increase in number of devices reflects our growth across industries, products, and geographies. Annual Recurring Revenue ARR represents the annualized value of all subscription and support and maintenance contracts as of the end of the period. ARR mitigates fluctuations due to seasonality, contract term, and the sales mix of subscriptions for term-based licenses and SaaS.
Annual Recurring Revenue ARR represents the annualized value of all subscription and support and maintenance contracts as of the end of the period. ARR mitigates fluctuations due to seasonality, contract term, and the sales mix of subscriptions for term-based licenses and SaaS.
A reconciliation of non-GAAP operating income to operating loss and non-GAAP operating income margin to operating loss margin, the most directly comparable GAAP measures, are as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Operating loss $ (115,249) $ (138,874) $ (76,202) Amortization expense 42,878 48,159 41,312 Stock-based compensation 101,000 109,170 35,805 Acquisition-related expense 7,361 4,643 6,388 Acquisition-related earnout — 694 6,037 Offering costs — 124 594 Payroll taxes related to stock-based compensation 2,608 2,014 1,527 System transformation costs 4,833 — — Restructuring charges 1,393 — — Legal settlements and other non-recurring litigation costs 559 — 5,000 Non-GAAP operating income $ 45,383 $ 25,930 $ 20,461 Operating loss margin (21)% (29)% (21)% Non-GAAP operating income margin 8% 5% 6% Non-GAAP Net Income We use non-GAAP net income, and believe it is useful for our investors, to understand and evaluate our operating performance and trends.
A reconciliation of non-GAAP operating income to operating loss and non-GAAP operating income margin to operating loss margin, the most directly comparable GAAP measures, are as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Operating loss $ (69,096) $ (115,249) $ (138,874) Amortization expense 40,022 42,878 48,159 Stock-based compensation 97,390 101,000 109,170 Acquisition-related expense 5,262 7,361 4,643 Acquisition-related earnout — — 694 Offering costs 872 — 124 Payroll taxes related to stock-based compensation 2,947 2,608 2,014 System transformation costs 16,049 4,833 — Restructuring charges 9,742 1,393 — Extraordinary legal settlements and non-recurring litigation costs (122) 559 — Non-GAAP operating income $ 103,066 $ 45,383 $ 25,930 Operating loss margin (11)% (21)% (29)% Non-GAAP operating income margin 16% 8% 5% Non-GAAP Net Income We use non-GAAP net income, and believe it is useful for our investors, to understand and evaluate our operating performance and trends.
Key Business Metrics In addition to our GAAP financial information, we review several operating and financial metrics, including the following key metrics, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans, and make strategic decisions.
See Note 16 of our consolidated financial statements for additional information. 58 Table of Contents Key Business Metrics In addition to our GAAP financial information, we review several operating and financial metrics, including the following key metrics, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans, and make strategic decisions.
Sales commissions as well as associated payroll taxes and retirement plan contributions (together, contract costs) that are incremental to the acquisition of customer contracts are capitalized and amortized over the period of benefit, which is estimated to be generally five years.
Sales commissions as well as associated payroll taxes and retirement plan contributions (together, “contract costs”) that are incremental to the acquisition of customer contracts are capitalized and amortized over the period of benefit, which is estimated to be generally five years. Research and development. Research and development expenses consist primarily of personnel costs, restructuring charges, and allocated overhead.
During the year ended December 31, 2022, net cash provided by financing activities was $0.3 million, a decrease of $305.3 million compared to the year ended December 31, 2021.
During the year ended December 31, 2023, net cash provided by operating activities was $36.0 million, a decrease of $54.0 million compared to the year ended December 31, 2022.
Adjusted EBITDA We define adjusted EBITDA as net loss, adjusted for interest (income) expense, net, provision (benefit) for income taxes, depreciation expense, amortization expense, stock-based compensation expense, foreign currency transaction (gain) loss, loss on extinguishment of debt, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and other non-recurring litigation costs. 69 Table of Contents A reconciliation of adjusted EBITDA to net loss, the most directly comparable GAAP measure, is as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Net loss $ (110,086) $ (141,301) $ (75,189) Interest (income) expense, net (6,526) 538 2,478 Provision (benefit) for income taxes 2,279 (913) (4,789) Depreciation expense 7,420 6,671 5,757 Amortization expense 42,878 48,159 41,312 Stock-based compensation 101,000 109,170 35,805 Foreign currency transaction (gain) loss (916) 2,802 849 Loss on extinguishment of debt — — 449 Acquisition-related expense 7,361 4,643 6,388 Acquisition-related earnout — 694 6,037 Offering costs — 124 594 Payroll taxes related to stock-based compensation 2,608 2,014 1,527 System transformation costs 4,833 — — Restructuring charges 1,393 — — Legal settlements and other non-recurring litigation costs 559 — 5,000 Adjusted EBITDA $ 52,803 $ 32,601 $ 26,218 Liquidity and Capital Resources General As of December 31, 2023, our principal sources of liquidity were cash and cash equivalents totaling $243.6 million, which were held for general corporate purposes, which may include working capital, capital expenditures, and potential acquisitions and strategic transactions, as well as the available balance of the 2020 Revolving Credit Facility of $149.0 million, which matures on July 27, 2025.
Adjusted EBITDA We define adjusted EBITDA as net loss, adjusted for interest (income) expense, net, provision (benefit) for income taxes, depreciation expense, amortization expense, stock-based compensation expense, foreign currency transaction loss (gain), acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and non-recurring litigation costs. 69 Table of Contents A reconciliation of adjusted EBITDA to net loss, the most directly comparable GAAP measure, is as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Net loss $ (68,455) $ (110,086) $ (141,301) Interest (income) expense, net (6,615) (6,526) 538 Provision (benefit) for income taxes 3,697 2,279 (913) Depreciation expense 6,926 7,420 6,671 Amortization expense 40,022 42,878 48,159 Stock-based compensation 97,390 101,000 109,170 Foreign currency transaction loss (gain) 2,277 (916) 2,802 Acquisition-related expense 5,262 7,361 4,643 Acquisition-related earnout — — 694 Offering costs 872 — 124 Payroll taxes related to stock-based compensation 2,947 2,608 2,014 System transformation costs 16,049 4,833 — Restructuring charges 9,742 1,393 — Extraordinary legal settlements and non-recurring litigation costs (122) 559 — Adjusted EBITDA $ 109,992 $ 52,803 $ 32,601 Liquidity and Capital Resources General As of December 31, 2024, our principal sources of liquidity were cash and cash equivalents totaling $224.7 million, which were held for general corporate purposes, which may include working capital, capital expenditures, and potential acquisitions and strategic transactions, as well as the available balance of the 2024 Revolving Credit Facility of $173.9 million.
General and administrative expenses also include system transformation costs, which are primarily associated with the implementation of sales software and software supporting our business including enterprise resource planning, as well as other systems to provide best-in-class processes, governance, and systems. General and administrative expenses may also include restructuring charges including severance and lease impairments.
General and administrative expenses also include system transformation costs, which are primarily associated with the implementation of sales software and software supporting our business including enterprise resource planning, as well as the implementation of other systems to upgrade processes, governance, and systems. General and administrative expenses also include restructuring charges. Amortization. Amortization expense consists of amortization of acquired intangible assets.
As a result, our cash flow is dependent on the performance of our subsidiaries and the ability of those entities to distribute funds to us.
We are a holding company, and we derive all of our operating income from our subsidiaries. As a result, our cash flow is dependent on the performance of our subsidiaries and the ability of those entities to distribute funds to us.
In addition, general and administrative expenses include acquisition and integration-related expenses which primarily consist of third-party expenses, such as legal and accounting fees, and adjustments to contingent consideration.
In addition, general and administrative expenses include acquisition and integration- 60 Table of Contents related expenses, which primarily consist of third-party expenses, such as legal and accounting fees, as well as adjustments to contingent consideration and expense recognized for deferred compensation related to the acquisition of dataJAR.
We define non-GAAP provision for income taxes as the current and deferred income tax expense commensurate with the non-GAAP measure of profitability using our blended U.S. statutory tax rate. 68 Table of Contents A reconciliation of non-GAAP net income to net loss, the most directly comparable GAAP measure, is as follows: Years Ended December 31, 2023 2022 2021 (in thousands) Net loss $ (110,086) $ (141,301) $ (75,189) Exclude: income tax (provision) benefit (2,279) 913 4,789 Loss before income tax (provision) benefit (107,807) (142,214) (79,978) Amortization expense 42,878 48,159 41,312 Stock-based compensation 101,000 109,170 35,805 Foreign currency transaction (gain) loss (916) 2,802 849 Loss on extinguishment of debt — — 449 Amortization of debt issuance costs 2,742 2,722 1,002 Acquisition-related expense 7,361 4,643 6,388 Acquisition-related earnout — 694 6,037 Offering costs — 124 594 Payroll taxes related to stock-based compensation 2,608 2,014 1,527 System transformation costs 4,833 — — Restructuring charges 1,393 — — Legal settlements and other non-recurring litigation costs 559 — 5,000 Non-GAAP income before income taxes 54,651 28,114 18,985 Non-GAAP provision for income taxes (1) (13,116) (6,747) (4,556) Non-GAAP net income $ 41,535 $ 21,367 $ 14,429 (1) In accordance with the SEC’s Non-GAAP Financial Measures Compliance and Disclosure Interpretation, the Company’s blended U.S. statutory rate of 24% is used as an estimate for the current and deferred income tax expense associated with our non-GAAP income before income taxes.
A reconciliation of non-GAAP net income to net loss, the most directly comparable GAAP measure, is as follows: Years Ended December 31, 2024 2023 2022 (in thousands) Net loss $ (68,455) $ (110,086) $ (141,301) Exclude: income tax (provision) benefit (3,697) (2,279) 913 Loss before income tax (provision) benefit (64,758) (107,807) (142,214) Amortization expense 40,022 42,878 48,159 Stock-based compensation 97,390 101,000 109,170 Foreign currency transaction loss (gain) 2,277 (916) 2,802 Amortization of debt issuance costs 2,842 2,742 2,722 Acquisition-related expense 5,262 7,361 4,643 Acquisition-related earnout — — 694 Offering costs 872 — 124 Payroll taxes related to stock-based compensation 2,947 2,608 2,014 System transformation costs 16,049 4,833 — Restructuring charges 9,742 1,393 — Extraordinary legal settlements and non-recurring litigation costs (122) 559 — Non-GAAP income before income taxes 112,523 54,651 28,114 Non-GAAP provision for income taxes (1) (27,006) (13,116) (6,747) Non-GAAP net income $ 85,517 $ 41,535 $ 21,367 (1) In accordance with the SEC’s Non-GAAP Financial Measures Compliance and Disclosure Interpretation, the Company’s blended U.S. statutory rate of 24% is used as an estimate for the current and deferred income tax expense associated with our non-GAAP income before income taxes.
A majority of our customers pay in advance for subscriptions and support and maintenance contracts, a portion of which is recorded as deferred revenue. Deferred revenue consists of the unearned portion of billed fees for our subscriptions, which is later recognized as revenue in accordance with our revenue recognition policy.
Deferred revenue consists of the unearned portion of billed fees for our subscriptions, which is later recognized as revenue in accordance with our revenue recognition policy.
During the year ended December 31, 2022, net cash used in investing activities was $34.8 million, a decrease of $352.6 million compared to the year ended December 31, 2021.
Investing Activities During the year ended December 31, 2024, net cash used in investing activities was $11.8 million, a decrease of $10.7 million compared to the year ended December 31, 2023.
We define non-GAAP operating income as operating loss, adjusted for amortization expense, stock-based compensation expense, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and other non-recurring litigation costs. Restructuring charges for the year ended December 31, 2023 primarily include lease impairments.
We define non-GAAP operating income as operating loss, adjusted for amortization expense, stock-based compensation expense, acquisition-related expense, acquisition-related earnout, offering costs, payroll taxes related to stock-based compensation, system transformation costs, restructuring charges, and extraordinary legal settlements and non-recurring litigation costs. We define non-GAAP operating income margin as non-GAAP operating income as a percentage of total revenue.
We also intend to continue to invest in our research and development team to develop new and improved products, features, and functionality. Although these investments may increase our operating expenses and, as a result, adversely affect our operating results in the near term, we believe they will contribute to our long-term growth. International expansion.
Although these investments may increase our operating expenses in certain periods and, as a result, adversely affect our operating results in the near term, we believe they will contribute to our long-term growth. International expansion.
This expertise enables us to fully support new innovations and operating system releases the moment they are made available by Apple. This focus has allowed us to create a best-in-class user experience in the enterprise. We sell our SaaS solutions via a subscription model, through a direct sales force, online, and indirectly via our channel partners, including Apple.
This expertise enables us to fully support new innovations and operating system releases the moment they are made available by Apple. This focus has allowed us to create a best-in-class user experience in the enterprise.
The following table presents the Company’s known short-term and long-term contractual obligations and commitments as of December 31, 2023: 2024 Thereafter Total (in thousands) 2026 Notes: (1) Principal payments $ — $ 373,750 $ 373,750 Interest payments 467 934 1,401 Purchase obligations (2) 42,017 24,767 66,784 Operating leases (3) 6,554 17,779 24,333 Total $ 49,038 $ 417,230 $ 466,268 (1) See Note 9 to our consolidated financial statements for more information.
The following table presents the Company’s known short-term and long-term contractual obligations and commitments as of December 31, 2024: 2025 Thereafter Total (in thousands) 2026 Notes: (1) Principal payments $ — $ 373,750 $ 373,750 Interest payments 467 467 934 Purchase obligations (2) 31,897 36,741 68,638 Operating leases (3) 6,226 17,784 24,010 Total $ 38,590 $ 428,742 $ 467,332 (1) See Note 9 to our consolidated financial statements for more information.
We plan to continue making investments in our international sales and marketing channels to take advantage of this market opportunity while refining our go-to-market approach based on local market dynamics.
In addition, global demand for our platform and the growth of our international operations is dependent upon the rate of market adoption of Apple products in international markets. We plan to continue making investments in our international sales and marketing channels to take advantage of this market opportunity while refining our go-to-market approach based on local market dynamics.
We will continue to invest in innovation so that we can offer our customers new solutions and enhance our existing 60 Table of Contents solutions. See “Business — Research and Development” for more information. We expect such investment to increase on an absolute dollar basis as our business grows. General and administrative.
We will continue to invest in innovation so that we can offer our customers new solutions and enhance our existing solutions. See “Business — Research and Development” for more information. General and administrative.
Financing Activities During the year ended December 31, 2023, net cash provided by financing activities was $5.3 million, an increase of $5.1 million compared to the year ended December 31, 2022. The increase was primarily attributable to a $4.6 million payment for contingent consideration in 2022.
Financing Activities During the year ended December 31, 2024, net cash used in financing activities was $41.6 million compared to net cash provided by financing activities of $5.3 million for the year ended December 31, 2023.
We expect our gross profit to increase in absolute dollars. Operating Expenses Sales and marketing. Sales and marketing expenses consist primarily of employee compensation costs, sales commissions, costs of general marketing and promotional activities, travel-related expenses, and allocated overhead.
Operating Expenses Sales and marketing. Sales and marketing expenses consist primarily of employee compensation costs, sales commissions, costs of general marketing and promotional activities, travel-related expenses, restructuring charges, and allocated overhead.
Income Tax (Provision) Benefit Years Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Income tax (provision) benefit $ (2,279) $ 913 $ (3,192) NM Effective tax rate (2.1) % 0.6 % NM Not Meaningful. 66 Table of Contents The change in the effective tax rate for the year ended December 31, 2023 compared to the prior year was primarily due to international growth.
Income Tax Provision Years Ended December 31, Change 2024 2023 $ % (in thousands, except percentages) Income tax provision $ (3,697) $ (2,279) $ (1,418) 62 % Effective tax rate (5.7) % (2.1) % The change in the effective tax rate for the year ended December 31, 2024 compared to the prior year was primarily due to international growth.
We expect that our operating cash flows, in addition to our cash and cash equivalents, will enable us to make continued investments in supporting the growth of our business in the future. We are a holding company, and we derive all of our operating income from our subsidiaries.
Our cash and cash equivalents are held at a diversified portfolio of investment grade global banks and money market investments. We expect that our operating cash flows, in addition to our cash and cash equivalents, will enable us to make continued investments in supporting the growth of our business in the future.
Our multi-dimensional go-to-market model and cloud-deployed offering enable us to reach all organizations around the world, large and small, with our software solutions. Key Factors Affecting Our Performance New customer growth.
We sell our SaaS solutions via a subscription model, through a direct sales force, online, and indirectly via our channel and other strategic partners, including Apple. Our multi-dimensional go-to-market model and primarily cloud-deployed offering enable us to reach organizations around the world, large and small, with our software solutions. Key Factors Affecting Our Performance New customer growth.
Foreign Currency Transaction Gain (Loss) Years Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Foreign currency transaction gain (loss) $ 916 $ (2,802) $ 3,718 NM NM Not Meaningful.
Interest Income, Net Years Ended December 31, Change 2024 2023 $ % (in thousands, except percentages) Interest income, net $ 6,615 $ 6,526 $ 89 1 % Foreign Currency Transaction (Loss) Gain Years Ended December 31, Change 2024 2023 $ % (in thousands, except percentages) Foreign currency transaction (loss) gain $ (2,277) $ 916 $ (3,193) NM NM Not Meaningful.
The decrease was primarily attributable to a $328.9 million decrease in payments for acquisitions, net of cash acquired, a $25.0 million payment for deferred consideration associated with the Wandera acquisition in 2021, and a $2.0 million decrease in purchases of equipment and leasehold improvements, partially offset by a $3.1 million increase in purchases of investments.
The decrease was primarily attributable to an $18.8 million decrease in payments for acquisitions, net of cash acquired, partially offset by a $6.1 million increase in purchases of equipment and leasehold improvements and a $1.8 million increase in purchases of investments.
We plan to continue investing in our business so we can capitalize on our market opportunity. We intend to grow our sales team to target expansion within our midmarket and enterprise customers and to attract new customers. We expect to continue to make focused investments in marketing to drive brand awareness and enhance the effectiveness of our customer acquisition model.
We plan to continue strategically investing in our business so we can capitalize on our market opportunity. We intend to invest in our sales team to target expansion within our midmarket and enterprise customers and to attract new customers.
Our cash and cash equivalents are comprised of cash, money market deposit accounts, and money market funds with original maturities at the time of purchase of three months or less.
The 2024 Credit Agreement is subject to a springing maturity date on or after June 2, 2026 subject to the terms of the 2024 Credit Agreement. Our cash and cash equivalents are comprised of cash, money market deposit accounts, and money market funds with original maturities at the time of purchase of three months or less.
We also announced Jamf Executive Threat Protection in April 2023, as an advanced detection and response tool designed for mobile devices that provides organizations with an efficient, remote method to monitor devices and respond to advanced attacks. Investment in growth.
Our future success is dependent on our ability to successfully develop, market, and sell additional products to both new and existing customers. For example, we announced Jamf Executive Threat Protection in April 2023, as an ADR tool designed for mobile devices that provides organizations with an efficient, remote method to monitor devices and respond to advanced attacks. Investment in growth.
System transformation costs are primarily associated with the implementation of updated sales software and software supporting our business including enterprise resource planning, as well as other systems to provide best-in-class processes, governance, and systems. The transformation includes a comprehensive redesign in our systems, including the quoting, contracting, fulfilling, and invoicing processes, and the systems and tools we use.
System transformation costs are primarily associated with the implementation of updated sales software and software supporting our business including enterprise resource planning, as well as the implementation of other systems to upgrade processes, governance, and systems. System transformation costs include costs that were expensed as incurred and the amortization of capitalized costs.
Cost of Revenue and Gross Margin Years Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Cost of revenue: Cost of subscription (exclusive of amortization expense shown below) $ 98,554 $ 85,479 $ 13,075 15 % Cost of services (exclusive of amortization expense show below) 13,976 13,816 160 1 Amortization expense 13,529 19,932 (6,403) (32) Total cost of revenue $ 126,059 $ 119,227 $ 6,832 6 % Gross margin 78% 75% For the year ended December 31, 2023, cost of revenue increased primarily due to an increase in cost of subscription revenue, partially offset by a decrease in amortization expense.
Cost of Revenue and Gross Margin Years Ended December 31, Change 2024 2023 $ % (in thousands, except percentages) Cost of revenue: Cost of subscription (exclusive of amortization expense shown below) $ 114,260 $ 98,554 $ 15,706 16 % Cost of services (exclusive of amortization expense show below) 14,557 13,976 581 4 Amortization expense 12,511 13,529 (1,018) (8) Total cost of revenue $ 141,328 $ 126,059 $ 15,269 12 % Gross margin 77% 78% For the year ended December 31, 2024, cost of revenue increased primarily due to an increase in cost of subscription revenue.
Our revenue, results of operations, and cash flows depend on the overall demand for our products. Currently, the U.S. and other key international economies are impacted by high levels of inflation, elevated interest rates, financial instability and concerns about volatility in credit, equity, and foreign exchange markets, and overall uncertainty with respect to the economy.
The U.S. and other key international economies continue to be impacted, although to a lesser extent, by high levels of inflation, elevated interest rates, financial instability and concerns about trade relations and volatility in credit, equity, and foreign exchange markets, the Russia-Ukraine war, and overall economic uncertainty.
These factors could result in reductions in IT spending by our existing and prospective customers or in requests to renegotiate existing contracts, defaults on payments due on existing contracts, or non-renewals. As result of macroeconomic uncertainty, some of our customers have taken a more moderate outlook when planning their future hiring and device growth needs.
These factors could continue to pose the risk of reductions in IT spending by our existing and prospective customers or in requests to renegotiate existing contracts, defaults on payments due on existing contracts, or non-renewals.
The increase was primarily attributable to an increase in cash received from our customers and a $5.0 million legal settlement paid in 2021, partially offset by an increase in cash paid for employee compensation costs and an increase in cash paid for third-party hosting costs.
The decrease was primarily attributable to a $16.9 million increase in cash paid for system transformation costs, $9.5 million of restructuring charges paid, $8.4 million paid in deferred consideration related to the dataJAR acquisition, and an increase in cash paid for third-party hosting costs, partially offset by an increase in cash received from our customers and $6.0 million we paid for contingent consideration in 2023 related to the Digita acquisition.
The license portion of on-premise subscription revenue is recognized upfront, assuming all revenue recognition criteria are satisfied. See “Critical Accounting Estimates” for more information. We expect subscription revenue to increase over time as we expand our customer base because sales to new customers are expected to be primarily SaaS subscriptions. Services.
The license portion of on-premise subscription revenue is recognized upfront, assuming all revenue recognition criteria are satisfied. See “Critical Accounting Estimates” for more information. Services. Services revenue consists primarily of professional services provided to our customers to configure and optimize the use of our software solutions, as well as training services related to the operation of our software solutions.
Non-GAAP Financial Measures In addition to our results determined in accordance with GAAP, we believe the following non-GAAP financial measures are useful in evaluating our operating performance.
In addition, the effective tax rate for the year ended December 31, 2023 included a discrete benefit related to the acquisition of dataJAR. 66 Table of Contents Non-GAAP Financial Measures In addition to our results determined in accordance with GAAP, we believe the following non-GAAP financial measures are useful in evaluating our operating performance.
See Item 5, “Market for Registrant’s Common Equity, Related Stockholder Matters, and Issuer Purchases of Equity Securities — Dividend Policy ” for a discussion of our dividend policy, including restrictions on our ability to pay dividends and distributions.
See Item 5, “Market for Registrant’s Common Equity, Related Stockholder Matters, and Issuer Purchases of Equity Securities — Dividend Policy ” for a discussion of our dividend policy. A majority of our customers pay in advance for subscriptions and support and maintenance contracts, a portion of which is recorded as deferred revenue.
License revenue consists of revenue from on-premise perpetual licenses of our Jamf Pro product sold primarily to existing customers. We recognize license revenue upfront, assuming all revenue recognition criteria are satisfied. We expect license revenue to decrease because sales to new customers are primarily cloud-based subscription arrangements and therefore reflected in subscription revenue. Cost of Revenue Cost of subscription.
Our services are priced on a fixed fee basis and generally invoiced in advance of the service being delivered. Revenue is recognized as the services are performed. License. License revenue consists of revenue from on-premise perpetual licenses of our Jamf Pro product sold primarily to existing customers. We recognize license revenue upfront, assuming all revenue recognition criteria are satisfied.
For the year ended December 31, 2023, research and development expenses increased primarily due to a $15.1 million increase in employee compensation costs, partially offset by a $1.3 million decrease in outside services.
For the year ended December 31, 2024, research and development expenses increased primarily due to a $2.6 million increase in employee compensation costs, a $1.7 million increase in stock-based compensation and related payroll taxes, and restructuring charges of $0.7 million.
As of December 31, 2023, there were no amounts outstanding under the 2020 Credit Agreement, other than $1.0 million in outstanding letters of credit. Effective April 7, 2023, we entered into the Credit Agreement Amendment No. 2, which amended certain provisions of the 2020 Credit Agreement.
As of December 31, 2024, there were no amounts outstanding under the 2024 Credit Agreement, other than $1.1 million in outstanding letters of credit. As of December 31, 2024, there was $369.5 million outstanding on our 2026 Notes, which mature on September 1, 2026.
We expect these conditions to continue in 2024. In addition on January 25, 2024, the Company announced a workforce reduction plan intended to reduce operating costs, improve operating margins, and continue advancing the Company’s ongoing commitment to profitable growth in light of current macroeconomic conditions. The workforce reduction plan is expected to impact approximately 6% of the Company’s full-time employees.
As result of macroeconomic uncertainty, some of our customers have continued to take a more moderate outlook when planning their future hiring and device growth needs. In addition, in 2024, the Company executed a workforce reduction plan intended to reduce operating costs, improve operating margins, and continue advancing the Company’s ongoing commitment to profitable growth in light of macroeconomic conditions.
A discussion regarding our results of operations for the year ended December 31, 2022 compared to the year ended December 31, 2021 can be found under Part II, Item 7 in our Annual Report on Form 10-K for the year ended December 31, 2022, filed with the SEC on March 1, 2023, which is available free of charge on the SEC’s website at www.sec.gov and our investor relations website at ir.jamf.com. 64 Table of Contents Comparison of the Years Ended December 31, 2023 and 2022 Revenue Years Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) SaaS subscription and support and maintenance $ 521,269 $ 430,613 $ 90,656 21 % On‑premise subscription 21,750 24,394 (2,644) (11) Subscription revenue 543,019 455,007 88,012 19 Professional services 16,325 19,025 (2,700) (14) Perpetual licenses 1,227 4,744 (3,517) (74) Non-subscription revenue 17,552 23,769 (6,217) (26) Total revenue $ 560,571 $ 478,776 $ 81,795 17 % For the year ended December 31, 2023, overall revenue increased due to higher subscription revenue, partially offset by a decrease in perpetual licenses revenue and professional services revenue.
A discussion regarding our results of operations for the year ended December 31, 2023 64 Table of Contents compared to the year ended December 31, 2022 can be found under Part II, Item 7 in our Annual Report on Form 10-K for the year ended December 31, 2023, filed with the SEC on February 27, 2024, which is available free of charge on the SEC’s website at www.sec.gov and our investor relations website at ir.jamf.com.
For the year ended December 31, 2023, total gross margin increased as our revenue expanded faster than the costs required to deliver the revenue and amortization expense decreased. 65 Table of Contents Operating Expenses Years Ended December 31, Change 2023 2022 $ % (in thousands, except percentages) Operating expenses: Sales and marketing $ 250,757 $ 217,728 $ 33,029 15 % Research and development 134,422 119,906 14,516 12 General and administrative 135,233 132,562 2,671 2 Amortization expense 29,349 28,227 1,122 4 Operating expenses $ 549,761 $ 498,423 $ 51,338 10 % For the year ended December 31, 2023, sales and marketing expenses increased primarily due to a $28.1 million increase in employee compensation costs and a $3.8 million increase in marketing costs.
Cost of subscription revenue increased primarily due to a $6.0 million increase in employee compensation costs, a $5.7 million increase in third-party hosting fees as we increased capacity to support our growth, a $1.4 million increase in stock-based compensation expense and related payroll taxes, and a $1.3 million increase in computer hardware and software costs. 65 Table of Contents Operating Expenses Years Ended December 31, Change 2024 2023 $ % (in thousands, except percentages) Operating expenses: Sales and marketing $ 252,128 $ 250,757 $ 1,371 1 % Research and development 138,961 134,422 4,539 3 General and administrative 136,567 135,233 1,334 1 Amortization expense 27,511 29,349 (1,838) (6) Operating expenses $ 555,167 $ 549,761 $ 5,406 1 % For the year ended December 31, 2024, sales and marketing expenses increased primarily due to restructuring charges of $7.3 million, a $1.1 million increase in marketing costs, and a $0.7 million increase in system transformation costs, partially offset by a $3.2 million decrease in employee compensation costs, a $2.8 million decrease in stock-based compensation and related payroll taxes, a $0.9 million decrease in travel-related expenses, and a $0.4 million decrease in acquisition-related expense.