Other expense—net consists primarily of foreign exchange gains and losses related to foreign currency remeasurement, gains or losses due to the changes in fair value of our marketable equity securities, realized gains and losses of available-for-sale securities, net rental income from real estate, as well as the gain on the sale or the impairment charges of our investments in privately held companies without readily determinable fair values, which are not accounted for under the equity method.
Other expense—net consists primarily of foreign exchange gains and losses related to foreign currency remeasurement, gains or losses due to the changes in fair value of our marketable equity securities, realized gains and losses of available-for-sale investments, net rental income from real estate, as well as the gain on the sale or the impairment of investments in privately held companies without readily determinable fair values, which are not accounted for under the equity method.
It is primarily comprised of net income, as adjusted for non-cash items and changes in operating assets and liabilities. Non-cash adjustments consist primarily of amortization of deferred contract costs, stock-based compensation and depreciation and amortization. Changes in operating assets and liabilities consist primarily of changes in deferred revenue, accounts receivable, net, deferred contract costs and deferred tax assets.
It is primarily comprised of net income, as adjusted for non-cash items and changes in operating assets and liabilities. Non-cash adjustments consist primarily of amortization of deferred contract costs, stock-based compensation and depreciation and amortization. Changes in operating assets and liabilities consist primarily of changes in deferred revenue, deferred contract costs, deferred tax assets, inventory and accounts receivable—net.
Our end-customers are located in over 100 countries and include small, medium and large enterprises and government organizations across a wide range of industries, including education, financial services, government, healthcare, manufacturing, retail, technology and telecommunications.
Our end-customers are located in over 100 countries and include small, medium and large enterprises and government organizations across a wide range of industries, including financial services, government, healthcare, manufacturing, retail, technology and telecommunications.
We expect proceeds from the exercise of stock options in future years to be impacted by the increased mix of restricted stock units versus stock options granted to our employees and to vary based on our share price.
We expect proceeds from the exercise of stock options in future years to be impacted by the increased mix of restricted stock units and performance stock units versus stock options granted to our employees and to vary based on our share price.
During 2022, 2021 and 2020, we did not have any relationships with unconsolidated organizations or financial partnerships, such as structured finance or special purpose entities that would have been established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes. Operating Activities Cash generated by operating activities is our primary source of liquidity.
During 2023, 2022 and 2021, we did not have any relationships with unconsolidated organizations or financial partnerships, such as structured finance or special purpose entities that would have been established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes. Operating Activities Cash generated by operating activities is our primary source of liquidity.
Our deferred revenue consists of amounts that have been invoiced but that have not yet been recognized as revenue. The majority of our deferred revenue balance consists of the unrecognized portion of service revenue from FortiGuard and other security subscription and FortiCare technical support service contracts, which is recognized as revenue ratably over the service term.
Our deferred revenue consists of amounts that have been invoiced but that have not yet been recognized as revenue. The majority of our deferred revenue balance consists of the unrecognized portion of service revenue from FortiGuard and other security subscriptions and FortiCare technical support service contracts, which is recognized as revenue ratably over the service term.
Historically, our investments include corporate debt securities, certificates of deposit and term deposits, commercial paper, money market funds, U.S. government and agency securities and municipal bonds. Interest expense. Interest expense consists primarily of interest expense due to the senior notes and other miscellaneous interest expense. Other expense — net .
Historically, our interest-bearing investments include corporate debt securities, certificates of deposit and term deposits, commercial paper, money market funds, U.S. government and agency securities and municipal bonds. Interest expense. Interest expense consists of interest expense due to the senior notes and other miscellaneous interest expense. Other expense — net .
We generally invoice at the time of our sale for the total price of the products and services. Standard payment terms are generally no more than 60 days, though we may offer extended payment terms to certain distributors or related to certain transactions.
We generally invoice network security at the time of our sale for the total price of the products and services. Standard payment terms are generally no more than 60 days, though we may offer extended payment terms to certain distributors or related to certain transactions.
Accordingly, we believe these are the most critical to fully understand and evaluate our financial condition and results of operations. Revenue Recognition Revenues are recognized when control of goods or services is transferred to our customers, in an amount that reflects the consideration we expect to be entitled to in exchange for those goods or services.
Accordingly, we believe these are the most critical to fully understand and evaluate our financial condition and results of operations. 56 Table of Contents Revenue Recognition Revenues are recognized when control of goods or services is transferred to our customers, in an amount that reflects the consideration we expect to be entitled to in exchange for those goods or services.
We consider billings to be a useful metric for management and investors because billings drive current and future revenue, which is an important indicator of the health and viability of our business. There are several limitations related to the use of billings instead of GAAP revenue.
We consider billings to be a useful metric for management and investors because billings drive current and future revenue, which is an important indicator of the health and viability of our business. There are several 53 Table of Contents limitations related to the use of billings instead of GAAP revenue.
We continued to experience significant organic revenue growth (i.e., revenue growth excluding attribution from recent acquisitions) with diversification of revenue geographically, and across both customer and industry segments.
We continued to experience large organic revenue growth (i.e., revenue growth excluding attribution from recent acquisitions) with diversification of revenue geographically, and across both customer and industry segments.
We currently intend to continue to make investments in sales and marketing resources, which are critical to support our future growth, and expect sales and marketing expense to increase in absolute dollars in 2023.
We currently intend to continue to make investments in sales and marketing resources, which are critical to support our future growth, and expect sales and marketing expense to increase in absolute dollars in 2024.
We also offer our products hosted in our own data centers and through co-locations and major cloud providers, including Amazon Web Services, Google Cloud, IBM Cloud, Microsoft Azure and Oracle Cloud. We have also recognized revenue from customers who deploy our products in a bring-your-own-license (“BYOL”) arrangements at cloud providers or at private clouds.
We also offer our products hosted in our own data centers, PoPs and through co-locations and major cloud service providers, including Amazon Web Services, Microsoft Azure and Google Cloud. We have also recognized revenue from customers who deploy our products in a bring-your-own-license (“BYOL”) arrangements at cloud service providers or at private clouds.
Our effective tax rate differs from the U.S. statutory rate primarily due to foreign income subject to different tax rates than in the U.S., federal research and development tax credit, state income taxes, withholding taxes, excess tax benefits related to stock-based compensation expense and the tax impacts of the foreign-derived intangible income (“FDII”) deduction.
Our effective tax rate differs from the U.S. statutory rate primarily due to foreign income subject to different tax rates than in the U.S., federal research and development tax credit, state income taxes, withholding taxes, excess tax benefits related to stock-based compensation expense and the tax impacts of the foreign-derived intangible income (“FDII”) deduction. Loss from equity method investments.
Cost of service revenue is primarily comprised of personnel costs, third-party repair and contract fulfillment, data center costs, colocation expenses and cloud hosting, supplies, facility-related costs and amortization of intangible assets. Gross margin .
Cost of service revenue is primarily comprised of personnel costs, third-party repair and contract fulfillment, data center costs, colocation expenses and cloud provider fees, supplies, facility-related costs and amortization of intangible assets. Gross margin .
Historically, we have required capital principally 70 Table o f Contents to fund our working capital needs, share repurchases, capital expenditures and acquisition activities. In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us or at all.
Historically, we have required capital principally to fund our working capital needs, share repurchases, capital expenditures and acquisition activities. In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us or at all.
Our operating expenses consist of research and development, sales and marketing and general and administrative expenses. Personnel costs are the most significant component of operating expenses and consist primarily of salaries, benefits, bonuses, sales commissions and stock-based compensation. We expect personnel costs to continue to increase in absolute dollars as we expand our workforce. • Research and development .
Personnel costs are the most significant component of operating expenses and consist primarily of salaries, benefits, bonuses, sales commissions and stock-based compensation. We expect personnel costs to continue to increase in absolute dollars as we expand our workforce. • Research and development . Research and development expense consists primarily of personnel costs.
We determine revenue recognition through the following steps: • identification of a contract or contracts with a customer; 60 Table o f Contents • identification of the performance obligations in a contract, including evaluation of performance obligations as to being distinct goods or services in a contract; • determination of a transaction price; • allocation of a transaction price to the performance obligations in a contract; and • recognition of revenue when, or as, we satisfy a performance obligation.
We determine revenue recognition through the following steps: • identification of a contract or contracts with a customer; • identification of the performance obligations in a contract, including evaluation of performance obligations as to being distinct goods or services in a contract; • determination of a transaction price; • allocation of a transaction price to the performance obligations in a contract; and • recognition of revenue when, or as, we satisfy a performance obligation.
The provision for income taxes for 2022 w as comprised primarily of a $233.4 million tax expense related to U.S. federal and state income taxes, other foreign income taxes, foreign withholding taxes and unrecognized tax benefits.
The provision for income taxes for 2023 w as comprised primarily of a $302.4 million tax expense related to U.S. federal and state income taxes, other foreign income taxes, foreign withholding taxes and unrecognized tax benefits.
We expect our cash tax payments to increase as a result of a provision in the TCJA requiring taxpayers to capitalize and amortize research and development expenses for tax purposes, other tax law changes and our expected growth.
We expect our cash tax payments to increase as a result of a provision in the Tax Cuts and Jobs Act of 2017 requiring taxpayers to capitalize and amortize research and development expenses for tax purposes, other tax law changes and our expected growth.
In certain cases, we have elected to own the facility if we believed that purchasing or developing buildings rather than leasing is more in line with our long-term strategy. We may make similar decisions in the future. We may also make cash payments in connection with future business combinations.
In certain cases, we have elected to own a facility if we believe that purchasing or developing buildings rather than leasing is more closely aligned with our long-term strategy. We expect to make similar decisions in the future. We may also make cash payments in connection with future business combinations.
As of December 31, 2022, the long-term debt, net of unamortized discount and debt issuance costs, was $990.4 million. $500.0 million in aggregate principal amount of senior notes is due on March 15, 2026 and $500.0 million in aggregate principal amount of senior notes is due on March 15, 2031.
As of December 31, 2023, the long-term debt, net of unamortized discount and debt issuance costs, was $992.3 million. $500.0 million in aggregate principal amount of senior notes is due on March 15, 2026 and $500.0 million in aggregate principal amount of senior notes is due on March 15, 2031.
Additional increases in billings may depend on a number of factors, including demand for and availability of our products and services, competition, market or industry changes, macroeconomic events such as rising inflation and interest rates, the COVID-19 pandemic, supply chain capacity and disruptions, international conflicts, including the war in Ukraine, and our ability to execute.
Additional increases in billings may depend on a number of factors, including demand for and availability of our products and services, competition, pricing actions, market or industry changes, macroeconomic events such as rising inflation and interest rates, economic strength, supply chain capacity and disruptions, international conflicts, including the war in Ukraine and the Israel-Hamas war, and our ability to execute.
Given the dynamic nature of these circumstances, the full impact of the COVID-19 pandemic on our business and operations, results of operations, financial condition, cash flows, liquidity and capital and financial resources cannot be reasonably estimated at this time.
Given the dynamic nature of these circumstances, the full impact of worsening economic conditions on our business and operations, results of operations, financial condition, cash flows, liquidity and capital and financial resources cannot be reasonably estimated at this time.
Changes in operating assets and liabilities primarily resulted from an increase in sales of our FortiGuard and other security subscription services and FortiCare technical support services to new and existing customers, as reflected by an increase of $1.18 billion in our deferred revenue during 2022.
Changes in operating assets and liabilities primarily resulted from an increase in sales of our security subscription services and technical support services to new and existing customers, as reflected by an increase of $1.10 billion in our deferred revenue during 2023.
In the long term, our ability to support our requirements and plans for cash, including our working capital and capital expenditure requirements will depend on many factors, including our growth rate, the timing and amount of our share repurchases, the expansion of sales and marketing activities, the introduction of new and enhanced products and services offerings, the continuing market acceptance of our products, the timing and extent of spending to support development efforts, our investments in purchasing or leasing real estate, cash tax payments and macroeconomic impacts such as rising inflation and interest rates, the war in Ukraine and the COVID-19 pandemic.
In the long term, our ability to support our requirements and plans for cash, including our working capital and capital expenditure requirements will depend on many factors, including our growth rate; the timing and amount of our share repurchases; the expansion of sales and marketing activities, pricing actions, the introduction of new and enhanced products and services offerings; the continuing market acceptance of our products; the timing and extent of spending to support development efforts; our investments in purchasing, developing or leasing real estate; cash tax payments and macroeconomic impacts such as rising inflation and interest rates; the war in Ukraine and the Israel-Hamas war; and instability in the global 65 Table of Contents banking system.
As of December 31, 2022, our cash, cash equivalents, investments and marketable equity securities of $2.26 billion were invested primarily in deposit accounts, commercial paper, corporate debt securities, U.S. government and agency securities, certificates of deposit and term deposits, money market funds, municipal bonds and marketable equity securities.
As of December 31, 2023, our cash, cash equivalents and short-term and long-term investments of $2.44 billion were invested primarily in deposit accounts, commercial paper, corporate debt securities, U.S. government and agency securities, certificates of deposit and term deposits, money market funds, municipal bonds.
We estimate payments of $1.27 billion due on or before December 31, 2023 related to these commitments. We also have open purchase orders and contractual obligations in the ordinary course of business for which we have not received goods or services.
We estimate payments of $381.5 million due on or before December 31, 2024 related to these commitments. We also have open purchase orders and contractual obligations in the ordinary course of business for which we have not received goods or services.
Year Ended or As of December 31, 2022 2021 2020 (in millions) Revenue $ 4,417.4 $ 3,342.2 $ 2,594.4 Deferred revenue $ 4,640.3 $ 3,452.9 $ 2,605.3 Billings (non-GAAP) $ 5,594.0 $ 4,181.4 $ 3,090.0 Net cash provided by operating activities $ 1,730.6 $ 1,499.7 $ 1,083.7 Free cash flow (non-GAAP) $ 1,449.4 $ 1,203.8 $ 907.8 Deferred revenue.
Year Ended or As of December 31, 2023 2022 2021 (in millions) Revenue $ 5,304.8 $ 4,417.4 $ 3,342.2 Deferred revenue $ 5,735.0 $ 4,640.3 $ 3,452.9 Billings (non-GAAP) $ 6,399.5 $ 5,594.0 $ 4,181.4 Net cash provided by operating activities $ 1,935.5 $ 1,730.6 $ 1,499.7 Free cash flow (non-GAAP) $ 1,731.4 $ 1,449.4 $ 1,203.8 Deferred revenue.
Our operating activities during 2022 provided cash flows of $1.73 billion as a result of the continued growth of our business and our ability to successfully manage our working capital.
Our operating activities during 2023 provided cash flows of $1.94 billion as a result of the continued growth of our business, improved profitability and our ability to successfully manage our working capital.
As of December 31, 2022, we had $108.1 million in other contractual commitments having a remaining term in excess of one year that are non-cancelable.
As of December 31, 2023, we had $66.9 million in other contractual commitments having a remaining term in excess of one year that are non-cancelable.
The amount of cash, cash equivalents and investments held by our international subsidiaries was $218.1 million and $132.4 million as of December 31, 2022 and 2021, respectively.
The amount of cash, cash equivalents and investments held by our international subsidiaries was $199.9 million and $218.1 million as of December 31, 2023 and 2022, respectively.
The provision was partially offset by excess tax benefits of $82.0 million from stock-based compensation expense, a tax benefit of $33.6 million from the FDII deduction, and a tax benefit of $11.1 million from federal research and development tax credits.
The provision was partially offset by excess tax benefits of $55.1 million from stock-based compensation expense, a tax benefit of $89.5 million from the FDII deduction, and a tax benefit of $14.0 million from federal research and development tax credits.
We undertake no obligation, and specifically disclaim any obligation, to revise or publicly release the results of any revision to these and any other forward-looking statements. Given these risks and uncertainties, readers are cautioned not to place undue reliance on such forward-looking statements.
We undertake no obligation, and specifically disclaim any obligation, to revise or publicly release the results of any revision to these and any other forward-looking statements. Given these risks and uncertainties, readers are cautioned not to place undue reliance on such forward-looking statements. Business Overview Fortinet is a leader in cybersecurity and the convergence of networking and security.
The tax benefits recognized in the financial statements from such positions are then measured based on the largest benefit that has a greater than 50% likelihood of being realized upon ultimate settlement. Investments in privately held companies Our investments in privately held companies consist of investments in common stock or in-substance common stock.
The tax benefits recognized in the financial statements from such positions are then measured based on the largest benefit that has a greater than 50% likelihood of being realized upon ultimate settlement.
Total billings were $5.59 billion in 2022, an increase of 34% compared to $4.18 billion in 2021. 57 Table o f Contents A reconciliation of revenue, the most directly comparable financial measure calculated and presented in accordance with GAAP, to billings is provided below: Year Ended December 31, 2022 2021 2020 (in millions) Billings: Revenue $ 4,417.4 $ 3,342.2 $ 2,594.4 Add: Change in deferred revenue 1,187.4 847.6 496.2 Less: Deferred revenue balance acquired in business combinations (10.8) (4.1) (0.6) Less: Adjustment due to adoption of ASU 2021-08 — (4.3) — Total billings (non-GAAP) $ 5,594.0 $ 4,181.4 $ 3,090.0 Free cash flow (non-GAAP).
A reconciliation of revenue, the most directly comparable financial measure calculated and presented in accordance with GAAP, to billings is provided below: Year Ended December 31, 2023 2022 2021 (in millions) Billings: Revenue $ 5,304.8 $ 4,417.4 $ 3,342.2 Add: Change in deferred revenue 1,094.7 1,187.4 847.6 Less: Deferred revenue balance acquired in business combinations — (10.8) (4.1) Less: Adjustment due to adoption of ASU 2021-08 — — (4.3) Total billings (non-GAAP) $ 6,399.5 $ 5,594.0 $ 4,181.4 Free cash flow (non-GAAP).
Year Ended December 31, 2022 2021 2020 (in millions) Consolidated Statements of Income Data: Revenue: Product $ 1,780.5 $ 1,255.0 $ 916.4 Service 2,636.9 2,087.2 1,678.0 Total revenue 4,417.4 3,342.2 2,594.4 Cost of revenue: Product 691.3 487.7 352.4 Service 393.6 295.3 217.6 Total cost of revenue 1,084.9 783.0 570.0 Gross profit: Product 1,089.2 767.3 564.0 Service 2,243.3 1,791.9 1,460.4 Total gross profit 3,332.5 2,559.2 2,024.4 Operating expenses: Research and development 512.4 424.2 341.4 Sales and marketing 1,686.1 1,345.7 1,071.9 General and administrative 169.0 143.5 119.5 Gain on intellectual property matter (4.6) (4.6) (40.2) Total operating expenses 2,362.9 1,908.8 1,492.6 Operating income 969.6 650.4 531.8 Interest income 17.4 4.5 17.7 Interest expense (18.0) (14.9) — Other expense—net (13.5) (11.6) (7.8) Income before income taxes and loss from equity method investment 955.5 628.4 541.7 Provision for income taxes 30.8 14.1 53.2 Loss from equity method investment (68.1) (7.6) — Net income including non-controlling interests 856.6 606.7 488.5 Less: net loss attributable to non-controlling interests, net of tax (0.7) (0.1) — Net income attributable to Fortinet, Inc. $ 857.3 $ 606.8 $ 488.5 63 Table o f Contents Year Ended December 31, 2022 2021 2020 (as percentage of revenue) Revenue: Product 40 % 38 % 35 % Service 60 62 65 Total revenue 100 100 100 Cost of revenue: Product 16 15 14 Service 9 9 8 Total cost of revenue 25 23 22 Gross margin: Product 61 61 62 Service 85 86 87 Total gross margin 75 77 78 Operating expenses: Research and development 12 13 13 Sales and marketing 38 40 41 General and administrative 4 4 5 Gain on intellectual property matter — — (2) Total operating expenses 53 57 58 Operating margin 22 19 20 Interest income — — 1 Interest expense — — — Other expense—net — — — Income before income taxes and loss from equity method investment 22 19 21 Provision for income taxes 1 — 2 Loss from equity method investment (2) — — Net income including non-controlling interests 19 18 19 Less: net loss attributable to non-controlling interests, net of tax — — — Net income attributable to Fortinet, Inc. 19 % 18 % 19 % Percentages have been rounded for presentation purposes and may differ from unrounded results.
Year Ended December 31, 2023 2022 2021 (in millions) Consolidated Statements of Income Data: Revenue: Product $ 1,927.3 $ 1,780.5 $ 1,255.0 Service 3,377.5 2,636.9 2,087.2 Total revenue 5,304.8 4,417.4 3,342.2 Cost of revenue: Product 763.6 691.3 487.7 Service 473.6 393.6 295.3 Total cost of revenue 1,237.2 1,084.9 783.0 Gross profit: Product 1,163.7 1,089.2 767.3 Service 2,903.9 2,243.3 1,791.9 Total gross profit 4,067.6 3,332.5 2,559.2 Operating expenses: Research and development 613.8 512.4 424.2 Sales and marketing 2,006.0 1,686.1 1,345.7 General and administrative 211.3 169.0 143.5 Gain on intellectual property matter (4.6) (4.6) (4.6) Total operating expenses 2,826.5 2,362.9 1,908.8 Operating income 1,241.1 969.6 650.4 Interest income 119.7 17.4 4.5 Interest expense (21.0) (18.0) (14.9) Other expense—net (6.1) (13.5) (11.6) Income before income taxes and loss from equity method investments 1,333.7 955.5 628.4 Provision for income taxes 143.8 30.8 14.1 Loss from equity method investments (42.1) (68.1) (7.6) Net income including non-controlling interests 1,147.8 856.6 606.7 Less: net loss attributable to non-controlling interests, net of tax — (0.7) (0.1) Net income attributable to Fortinet, Inc. $ 1,147.8 $ 857.3 $ 606.8 59 Table of Contents Year Ended December 31, 2023 2022 2021 (as percentage of revenue) Revenue: Product 36 % 40 % 38 % Service 64 60 62 Total revenue 100 100 100 Cost of revenue: Product 14 16 15 Service 9 9 9 Total cost of revenue 23 25 23 Gross margin: Product 60 61 61 Service 86 85 86 Total gross margin 77 75 77 Operating expenses: Research and development 12 12 13 Sales and marketing 38 38 40 General and administrative 4 4 4 Gain on intellectual property matter — — — Total operating expenses 53 53 57 Operating margin 23 22 19 Interest income 2 — — Interest expense — — — Other expense—net — — — Income before income taxes and loss from equity method investments 25 22 19 Provision for income taxes 3 1 — Loss from equity method investments (1) (2) — Net income including non-controlling interests 22 19 18 Less: net loss attributable to non-controlling interests, net of tax — — — Net income attributable to Fortinet, Inc. 22 % 19 % 18 % Percentages have been rounded for presentation purposes and may differ from unrounded results.
A reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated and presented in accordance with GAAP, to free cash flow is provided below: Year Ended December 31, 2022 2021 2020 (in millions) Free Cash Flow: Net cash provided by operating activities $ 1,730.6 $ 1,499.7 $ 1,083.7 Less: Purchases of property and equipment (281.2) (295.9) (125.9) Less: Proceeds from intellectual property matter — — (50.0) Free cash flow (non-GAAP) $ 1,449.4 $ 1,203.8 $ 907.8 Net cash provided by (used in) investing activities $ 763.9 $ (1,325.1) $ (72.8) Net cash provided by (used in) financing activities $ (2,130.3) $ 82.8 $ (1,171.6) 58 Table o f Contents Components of Operating Results Revenue.
A reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated and presented in accordance with GAAP, to free cash flow is provided below: 54 Table of Contents Year Ended December 31, 2023 2022 2021 (in millions) Free Cash Flow: Net cash provided by operating activities $ 1,935.5 $ 1,730.6 $ 1,499.7 Less: Purchases of property and equipment (204.1) (281.2) (295.9) Free cash flow (non-GAAP) $ 1,731.4 $ 1,449.4 $ 1,203.8 Net cash provided by (used in) investing activities $ (649.3) $ 763.9 $ (1,325.1) Net cash provided by (used in) financing activities $ (1,570.4) $ (2,130.3) $ 82.8 Components of Operating Results Revenue.
Business Model We typically sell our security solutions to distributors that sell to networking security focused resellers and to certain service providers, who, in turn, sell to end-customers or use our products and services to provide hosted solutions to other enterprises. At times, we also sell directly to certain large enterprise customers, large service providers and major systems integrators.
Business Model We typically sell our security solutions to distributors that sell to networking security focused resellers and to certain service providers and managed security service providers (“MSSPs”), who, in turn, sell to end-customers or use our products and services to provide hosted solutions to other enterprises.
Research and development expense consists primarily of personnel costs. Additional research and development expenses include ASIC and system prototypes and certification-related expenses, depreciation of property and equipment and facility-related expenses. The majority of our research and development is focused on software development and the ongoing development of our hardware products. We record research and development expenses as incurred.
Additional research and development expenses include ASIC and system prototypes and certification-related 55 Table of Contents expenses, depreciation of property and equipment and facility-related expenses. The majority of our research and development is focused on software and hardware development. We record research and development expenses as incurred.
In general, deferred tax assets 61 Table o f Contents represent future tax benefits to be received when certain expenses previously recognized in our consolidated statements of income become deductible expenses under applicable income tax laws, or loss or credit carryforwards are utilized.
These differences result in deferred tax assets, which are included in our consolidated balance sheets. In general, deferred tax assets represent future tax benefits to be received when certain expenses previously recognized in our consolidated statements of income become deductible expenses under applicable income tax laws, or loss or credit carryforwards are utilized.
During 2022, cash used in financing activities was $2.13 billion, primarily driven by $1.99 billion used to repurchase shares of our common stock and $134.3 million used to pay tax withholding, net of proceeds from the issuance of common stock.
During 2023, cash used in financing activities was $1.57 billion, primarily driven by $1.50 billion used to repurchase shares of our common stock and $68.7 million used to pay tax withholding, net of proceeds from the issuance of common stock.
These statements include, among other things, statements concerning our expectations regarding: • supply chain constraints, the global chip and component shortages, and other factors affecting our manufacturing capacity, delivery, cost and inventory management; • increased inflation or stagflation, and rising interest rates in many geographies and changes in currency exchange rates and currency regulations; • the duration and impact of the COVID-19 pandemic, including various COVID-19 variants and “return to office” plans; • continued growth and market share gains; • variability in sales in certain product and service categories from year to year and between quarters; • expected impact of sales of certain products and services; • macroeconomic, geopolitical factors and other disruption on our manufacturing or sales, including the impact of the COVID-19 pandemic and other public health issues, wars and natural disasters; • government regulation, tariffs and other policies; • drivers of long-term growth and operating leverage, such as sales productivity and capacity, functionality and value in our service offerings; • growing our solution sales through channel partners to businesses, service providers and government organizations, our ability to execute these sales and the complexity of providing solutions to all segments (including the increased competition and unpredictability of timing associated with sales to larger enterprises), the impact of sales to these organizations on our long-term growth, expansion and operating results, and the effectiveness of our sales organization; • our ability to hire properly qualified and effective sales, support and engineering employees; • risks and expectations related to acquisitions and equity interests in private and public companies, including integration issues related to go-to-market plans, product plans, employees of such companies, controls and processes and the acquired technology, and risks of negative impact by such acquisitions and equity investments on our financial results; • trends in revenue, cost of revenue and gross margin; • trends in our operating expenses, including sales and marketing expense, research and development expense, general and administrative expense, and expectations regarding these expenses; • expectations that our operating expense will increase in absolute dollars during 2023; • expectations that proceeds from the exercise of stock options in future years will be adversely impacted by the increased mix of restricted stock units versus stock options granted; • expectations regarding uncertain tax benefits and our effective domestic and global tax rates, and the impact of the Tax Cuts and Jobs Act of 2017 (“TCJA”), the Coronavirus Aid, Relief, and Economic Security Act of 2020 and the Inflation Reduction Act of 2022 ( “ IRA”); • expectations regarding spending related to real estate acquisitions and development, data center investments, as well as other capital expenditures and to the impact on free cash flow; 51 Table o f Contents • estimates of a range of 2023 spending on capital expenditures; • competition in our markets; • statements regarding expected outcomes and liabilities in litigation; • our intentions regarding share repurchases and the sufficiency of our existing cash, cash equivalents and investments to meet our cash needs, including our debt servicing requirements, for at least the next 12 months; • other statements regarding our future operations, financial condition and prospects and business strategies; and • adoption and impact of new accounting standards.
These statements include, among other things, statements concerning our expectations regarding: • continued growth and market share gains; • variability in sales in certain product and service categories from year to year and between quarters; • expected impact of sales from certain products and services; • increasing or decreasing inflation or stagflation, and changing interest rates in many geographies and changes in currency exchange rates and currency regulations; • competition in our markets; • macroeconomic, geopolitical factors and other disruption on our manufacturing or sales, including public health issues, wars and natural disasters; • real estate investments, management of future growth including expansions and enhancements of current properties; • government regulation, tariffs and other policies; • drivers of long-term growth and operating leverage, such as pricing of our products and services, sales productivity, pipeline and capacity, functionality, value and technology improvements in our service offerings; • growing our solution sales through channel partners to businesses, service providers and government organizations, our ability to execute these sales and the complexity of providing solutions to all segments (including the increased competition and unpredictability of timing associated with sales to larger enterprises), the impact of sales to these organizations on our long-term growth, expansion and operating results, and the effectiveness of our sales organization; • our ability to successfully anticipate market changes related to cloud-based solutions and to sell, support and meet service level agreements related to cloud-based solutions; • growth expectations for the secure networking market; • supply chain constraints, component availability and other factors affecting our manufacturing capacity, delivery, cost and inventory management; • forecasts of future demand and targeted inventory levels, including changing market drivers and demands; • the effect of backlog from prior quarters, including its effect on growth of in-quarter billings and revenue; • instability in the global banking system; • our ability to hire properly qualified and effective sales, support and engineering employees; • risks and expectations related to acquisitions and equity interests in private and public companies, including integration issues related to go-to-market plans, product plans, employees of such companies, controls and processes and the acquired technology, and risks of negative impact by such acquisitions and equity investments on our financial results; • trends in revenue, cost of revenue and gross margin, including expectations regarding product revenue and service revenue growth; 49 Table of Contents • trends in our operating expenses, including sales and marketing expense, research and development expense, general and administrative expense, and expectations regarding these expenses; • expected impact of plans and strategy for the acceleration of our points of presence (“PoP”) deployment; • expectations that our operating expenses will increase year over year in absolute dollars during 2024; • expectations that proceeds from the exercise of stock options in future years will be adversely impacted by the increased mix of restricted stock units and performance stock units versus stock options granted or a decline in our stock price; • expectations regarding uncertain tax benefits and our effective domestic and global tax rates, the impact of interpretations of or changes to tax law, and the timing of tax payments; • expectations regarding spending related to real estate acquisitions and development, including data center, office building and warehouse investments, as well as other capital expenditures and to the impact on free cash flow and expenses; • estimates of a range of 2024 spending on capital expenditures; • expected outcomes and liabilities in litigation; • our intentions regarding share repurchases and the sufficiency of our existing cash, cash equivalents and investments to meet our cash needs, including our debt servicing requirements, for at least the next 12 months; • other statements regarding our future operations, financial condition and prospects and business strategies; and • adoption and impact of new accounting standards.
Other expense—net increased by $1.9 million in 2022 as compared to 2021 due to an $8.0 million increase in loss on marketable equity securities, partially offset by a $3.6 million decrease in foreign exchange losses and a $2.5 million increase in net rental income from real estate.
Other expense—net decreased $7.4 million in 2023 as compared to 2022 due to an $8.7 million lower loss on marketable equity securities and a $1.0 million increase of net rental income from real estate, partially offset by a $2.4 million increase of foreign exchange losses.
(“Linksys”) in fiscal 2022 totaled $68.1 million, which comprised of our proportionate share of Linksys’ financial results as well as the amortization of the basis differences of $45.9 million, which included a $17.5 million charge in connection with a valuation allowance established on deferred tax assets at Linksys, and the other-than-temporary impairment (“OTTI”) charge of $22.2 million.
Our loss related to Linksys in fiscal 2022 totaled $68.1 million, comprised our proportionate share of Linksys’ financial results as well as the amortization of the basis differences of $45.9 million, which included a $17.5 million charge in connection with a valuation allowance established on deferred tax assets at Linksys, and the OTTI charge of $22.2 million recorded during the three months ended December 31,2022.
The increases were primarily due to the recognition of revenue from our growing deferred revenue balance related to FortiGuard and other security subscriptions delivered to on-premise and cloud-based environments as well as FortiCare and other technical support.
The increases in service revenue were primarily due to the recognition of revenue from our growing deferred revenue balance related to FortiGuard and other security subscriptions delivered to on-premise and cloud-based environments. Security subscriptions outpaced technical support growth due to strength in secure networking subscriptions, SecOps and SASE.
Of the service revenue recognized in 2021, 65% was included in the deferred revenue balance as of December 31, 2020.
Of the service revenue recognized in 2023, 67% was included in the deferred revenue balance as of December 31, 2022. Of the service revenue recognized in 2022, 66% was included in the deferred revenue balance as of December 31, 2021.
Research and development Research and development expense increased by $88.2 million, or 21%, in 2022 compared to 2021, primarily due to an increase o f $63.1 mill ion in personnel-related costs as a result of increased compensation rates and headcount to support the development of new products and continued enhancements to our existing products.
Research and development Research and development expense increased $101.4 million, or 20%, in 2023 compared to 2022, primarily due to an increase o f $74.3 million in personnel-related costs as a result of increased headcount and compensation rates to support the development of new products and continued enhancements to our existing products.
Interest income varies depending on our average investment balances during the period, types and mix of investments, and market interest rates. Interest expense increased by $3.1 million in 2022 as compared to 2021, primarily due to our senior notes issued in the first quarter of 2021.
Interest income varies depending on our average investment balances during the period, types and mix of investments, and market interest rates. Interest expense increased $3.0 million in 2023 as compared to 2022.
Interest income, interest expense and other expense — net Year Ended December 31, 2022 2021 Change % Change (in millions, except percentages) Interest income $ 17.4 $ 4.5 $ 12.9 287 % Interest expense (18.0) (14.9) (3.1) 21 % Other expense—net (13.5) (11.6) (1.9) 16 % Interest income increased by $12.9 million in 2022 as compared to 2021, primarily as a result of higher interest rates, partially offset by lower investment balances.
Interest income, interest expense and other expense — net Year Ended December 31, 2023 2022 Change % Change (in millions, except percentages) Interest income $ 119.7 $ 17.4 $ 102.3 588 % Interest expense (21.0) (18.0) (3.0) 17 % Other expense—net (6.1) (13.5) 7.4 (55) % Interest income increased $102.3 million in 2023 as compared to 2022, primarily as a result of higher interest rates and investment balances.
Revenue from all regions grew, with the Americas contributing the largest portion of the increase on an absolute dollar basis and APAC, which included Alaxala, contributing the largest portion of the increase on a percentage basis. Product revenue increased by $525.5 million, or 42%, in 2022 compared to 2021.
Revenue from all regions grew, with the Americas contributing the largest portion of the increase on an absolute dollar basis and EMEA, contributing the largest portion of the increase on a percentage basis. Product revenue increased $146.8 million, or 8%, in 2023 compared to 2022 .
General and administrative personnel include our executive, finance, human resources, information technology and legal organizations. Our professional fees principally consist of outside legal, auditing, tax, information technology and other consulting costs. • Gain on intellectual property matter.
General and administrative personnel include our executive, finance, human resources, information technology and legal organizations. Our professional fees principally consist of outside legal, auditing, tax, information technology and other consulting costs. Interest income. Interest income consists primarily of interest earned on our cash equivalents and investments.
Operating expenses Year Ended December 31, Change % Change 2022 2021 Amount % of Revenue Amount % of Revenue (in millions, except percentages) Operating expenses: Research and development $ 512.4 12 % $ 424.2 13 % $ 88.2 21 % Sales and marketing 1,686.1 38 1,345.7 40 340.4 25 General and administrative 169.0 4 143.5 4 25.5 18 Gain on intellectual property matter (4.6) — (4.6) — — — Total operating expenses $ 2,362.9 53 % $ 1,908.8 57 % $ 454.1 24 % Percentages have been rounded for presentation purposes and may differ from unrounded results.
Operating expenses Year Ended December 31, Change % Change 2023 2022 Amount % of Revenue Amount % of Revenue (in millions, except percentages) Operating expenses: Research and development $ 613.8 12 % $ 512.4 12 % $ 101.4 20 % Sales and marketing 2,006.0 38 1,686.1 38 319.9 19 General and administrative 211.3 4 169.0 4 42.3 25 Gain on intellectual property matter (4.6) — (4.6) — — — Total operating expenses $ 2,826.5 53 % $ 2,362.9 53 % $ 463.6 20 % Percentages have been rounded for presentation purposes and may differ from unrounded results.
We currently intend to continue to invest in our research and development organization, and expect research and development expense to increase in absolute dollars in 2023. 66 Table o f Contents Sales and marketing Sales and marketing expense increased by $340.4 million, or 25%, in 2022 compared to 2021, primarily due to an increase of $208.5 million in personnel-related costs.
We currently intend to continue to invest in our research and development organization, and expect research and development expense to increase in absolute dollars in 2024. 62 Table of Contents Sales and marketing Sales and marketing expense increased $319.9 million, or 19%, in 2023 compared to 2022, primarily due to an increase of $244.3 million in personnel-related costs.
Provision for income taxes Year Ended December 31, Change % Change 2022 2021 (in millions, except percentages) Provision for income taxes $ 30.8 $ 14.1 $ 16.7 118 % Effective tax rate (%) 3 % 2 % Our provision for income taxes for 2022 reflects an effective tax rate of 3%, compared to an effective tax rate of 2% for 2021.
Provision for income taxes Year Ended December 31, Change % Change 2023 2022 (in millions, except percentages) Provision for income taxes $ 143.8 $ 30.8 $ 113.0 367 % Effective tax rate (%) 11 % 3 % Our provision for income taxes for 2023 reflects an effective tax rate of 11%, compared to an effective tax rate of 3% for 2022.
The provision for income taxes for 2021 was comprised primarily of a $140.8 million tax expense related to U.S. federal and state income taxes, other foreign income taxes, foreign withholding taxes and unrecognized tax benefits.
Our provision for income taxes for 2022 reflects an effective tax rate of 3%, compared to an effective tax rate of 2% for 2021. The provision for income taxes for 2022 was comprised primarily of a $233.4 million tax expense related to U.S. federal and state income taxes, other foreign income taxes, foreign withholding taxes and unrecognized tax benefits.
The accounts receivable allowance for credit losses was $3.6 million as of December 31, 2022, an increase of $1.2 million compared to $2.4 million as of December 31, 2021, primarily due to an increase in past due invoices over 60 and 90 days. The COVID-19 pandemic may have a material negative impact on our future periods.
The accounts receivable allowance for credit losses was $8.2 million as of December 31, 2023, an increase of $4.6 million compared to $3.6 million as of December 31, 2022, primarily due to an increase in past due invoices over 60 and 90 days.
We currently expect general and administrative expense to increase in absolute dollars in 2023. Operating income and margin We generated operating income of $969.6 million in 2022, an increase of $319.2 million, or 49%, compared to $650.4 million in 2021. Operating income as a percentage of revenue increased to 22% in 2022 compared to 19% in 2021.
We currently expect general and administrative expense to increase in absolute dollars in 2024. Operating income and margin We generated operating income of $1.24 billion in 2023, an increase of $271.5 million, or 28%, compared to $969.6 million in 2022. Operating income as a percentage of revenue increased to 23.4% in 2023 compared to 21.9% in 2022.
In July 2022, our board of directors authorized a $1.0 billion increase in the authorized stock repurchase under the Repurchase Program, bringing the aggregate amount of authorized to be repurchased to $5.25 billion of our outstanding common stock through February 28, 2023.
In January 2024, our board of directors approved a $500.0 million increase in the authorized stock repurchase amount under the Repurchase Program, bringing the aggregate amount authorized to be repurchased to $7.25 billion of our outstanding common stock. In February 2024, our board of directors approved an extension of the Repurchase Program to February 28, 2025.
Discussion regarding our financial condition and results of operations for 2021 as compared to 2020 can be found in Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31, 2021, filed with the SEC on February 25, 2022. 64 Table o f Contents 2022 and 2021 Revenue Year Ended December 31, 2022 2021 Amount % of Revenue Amount % of Revenue Change % Change (in millions, except percentages) Revenue: Product $ 1,780.5 40 % $ 1,255.0 38 % $ 525.5 42 % Service 2,636.9 60 2,087.2 62 549.7 26 Total revenue $ 4,417.4 100 % $ 3,342.2 100 % $ 1,075.2 32 % Revenue by geography: Americas $ 1,785.0 41 % $ 1,358.8 41 % $ 426.2 31 % EMEA 1,691.8 38 1,275.9 38 415.9 33 APAC 940.6 21 707.5 21 233.1 33 Total revenue $ 4,417.4 100 % $ 3,342.2 100 % $ 1,075.2 32 % Total revenue increased by $1.08 billion, or 32%, in 2022 compared to 2021.
Discussion regarding our financial condition and results of operations for 2022 as compared to 2021 can be found in Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31, 2022, filed with the SEC on February 24, 2023. 60 Table of Contents 2023 and 2022 Revenue Year Ended December 31, 2023 2022 Amount % of Revenue Amount % of Revenue Change % Change (in millions, except percentages) Revenue: Product $ 1,927.3 36 % $ 1,780.5 40 % $ 146.8 8 % Service 3,377.5 64 2,636.9 60 740.6 28 Total revenue $ 5,304.8 100 % $ 4,417.4 100 % $ 887.4 20 % Revenue by geography: Americas $ 2,175.2 41 % $ 1,785.0 41 % $ 390.2 22 % EMEA 2,072.9 39 1,691.8 38 381.1 23 APAC 1,056.7 20 940.6 21 116.1 12 Total revenue $ 5,304.8 100 % $ 4,417.4 100 % $ 887.4 20 % Total revenue increased $887.4 million, or 20%, in 2023 compared to 2022.
In 2022, we repurchased 36.0 million shares of common stock under the Repurchase Program for an aggregate purchase price of $1.99 billion. As of December 31, 2022, $529.6 million remained available for future share repurchases under the Repurchase Program. In February 2023, our board of directors approved an extension of the Repurchase Program to February 29, 2024.
In 2023, we repurchased 27.2 million shares of common stock under the Repurchase Program for an aggregate purchase price of $1.50 billion. As of December 31, 2023, $529.1 million remained available for future share repurchases under the Repurchase Program.
Our billings were diversified on a geographic basis. In 2022, six countries represented approximately 50% of our billings and the remaining 50% in the aggregate were from over 100 countries that individually contributed less than 4% of our billings.
Our billings were diversified on a geographic basis. In 2023, seven countries represented approximately 50% of our billings and the remaining 50% in the aggregate were from over 100 countries that individually contributed less than 3% of our billings. Operating expenses as a percentage of revenue decreased approximately 0.2 percentage points in 2023 compared to 2022.
We estimate actual current tax exposure together with assessing temporary differences resulting from differing treatment of items, such as accruals and allowances not currently deductible for tax purposes. These differences result in deferred tax assets, which are included in our consolidated balance sheets.
As part of the process of preparing our consolidated financial statements, we are required to estimate our taxes in each of the jurisdictions in which we operate. We estimate actual current tax exposure together with assessing temporary differences resulting from differing treatment of items, such as accruals and allowances not currently deductible for tax purposes.
Service revenue is generated primarily from FortiGuard security subscription services and FortiCare technical support services. We recognize revenue from FortiGuard security subscription and FortiCare technical support services ratably over the service term. Our typical contractual support and subscription term is one to five years.
As a percentage of total revenue, our product revenue has varied from quarter to quarter. • Service revenue . Service revenue is generated primarily from FortiGuard security subscription services and FortiCare technical support services. We recognize revenue from FortiGuard security subscription and FortiCare technical support services ratably over the service term.
In 2021, we repurchased 12.9 million shares of common stock for a total purchase price of $741.8 million. • Deferred revenue was $4.64 billion as of December 31, 2022, an increase of $1.19 billion, or 34%, from December 31, 2021.
In 2022, we repurchased 36.0 million shares of common stock for a total purchase price of $1.99 billion. • Deferred revenue was $5.74 billion as of December 31, 2023, an increase of $1.09 billion, or 24%, from December 31, 2022.
Financial Highlights • Total revenue was $4.42 billion in 2022, an increase of 32% compared to $3.34 billion in 2021. • Product revenue was $1.78 billion in 2022, an increase of 42% compared to $1.26 billion in 2021. • Service revenue was $2.64 billion in 2022, an increase of 26% compared to $2.09 billion in 2021. • Total gross profit was $3.33 billion in 2022, an increase of 30% compared to $2.56 billion in 2021. • Operating income was $969.6 million in 2022, an increase of 49% compared to $650.4 million in 2021. • Cash, cash equivalents, investments and marketable equity securities were $2.26 billion as of December 31, 2022, a decrease of $736.0 million, or 25%, from December 31, 2021. 54 Table o f Contents • Long-term debt, net of unamortized discount and debt issuance costs, was $990.4 million and $988.4 million as of December 31, 2022 and 2021, respectively. • In 2022, we repurchased 36.0 million shares of common stock under the Repurchase Program for an aggregate purchase price of $1.99 billion.
Financial Highlights • Total revenue was $5.30 billion in 2023, an increase of 20% compared to $4.42 billion in 2022. • Product revenue was $1.93 billion in 2023, an increase of 8% compared to $1.78 billion in 2022. • Service revenue was $3.38 billion in 2023, an increase of 28% compared to $2.64 billion in 2022. • Total gross profit was $4.07 billion in 2023, an increase of 22% compared to $3.33 billion in 2022. • Operating income was $1.24 billion in 2023, an increase of 28% compared to $969.6 million in 2022. • Cash, cash equivalents, investments and marketable equity securities were $2.44 billion as of December 31, 2023, an increase of $183.9 million, or 8%, from December 31, 2022. • Long-term debt, net of unamortized discount and debt issuance costs, was $992.3 million and $990.4 million as of December 31, 2023 and 2022, respectively. 51 Table of Contents • In 2023, we repurchased 27.2 million shares of common stock under the Repurchase Program for an aggregate purchase price of $1.50 billion, which excludes a $10.9 million accrual related to the 1% excise tax imposed by the Inflation Reduction Act of 2022.
In March 2021, we issued $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million aggregate principal amount of 1.0% notes due March 15, 2026 and $500.0 million aggregate principal amount of 2.2% notes due March 15, 2031, in an underwritten registered public offering. We do not currently intend to retire these senior notes early.
As of February 23, 2024, approximately $1.03 billion remained available for future share repurchases. In March 2021, we issued $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million aggregate principal amount of 1.0% notes due March 15, 2026 and $500.0 million aggregate principal amount of 2.2% notes due March 15, 2031, in an underwritten registered public offering.
Service gross margin is impacted by revenue growth and our personnel-related costs, third-party repair and contract fulfillment, data center, colocation fees, cloud hosting, supplies, facility-related costs and foreign currency fluctuations. 68 Table o f Contents Liquidity and Capital Resources As of December 31, 2022 2021 2020 (in millions) Cash and cash equivalents $ 1,682.9 $ 1,319.1 $ 1,061.8 Short-term and long-term investments 548.1 1,634.8 893.8 Marketable equity securities 25.5 38.6 — Total cash, cash equivalents, investments and marketable equity securities $ 2,256.5 $ 2,992.5 $ 1,955.6 Working capital $ 732.0 $ 1,282.5 $ 910.9 Year Ended December 31, 2022 2021 2020 (in millions) Net cash provided by operating activities $ 1,730.6 $ 1,499.7 $ 1,083.7 Net cash provided by (used in) investing activities 763.9 (1,325.1) (72.8) Net cash provided by (used in) financing activities (2,130.3) 82.8 (1,171.6) Effect of exchange rate changes on cash and cash equivalents (0.4) (0.1) — Net increase (decrease) in cash and cash equivalents $ 363.8 $ 257.3 $ (160.7) 69 Table o f Contents Liquidity and capital resources are primarily impacted by our operating activities, including cash tax payments, proceeds from issuance of our investment grade debt, as well as cash used on stock repurchases, real estate purchases and other capital expenditures, investments in various companies and business acquisitions.
Liquidity and Capital Resources As of December 31, 2023 2022 2021 (in millions) Cash and cash equivalents $ 1,397.9 $ 1,682.9 $ 1,319.1 Short-term and long-term investments 1,021.5 548.1 1,634.8 Marketable equity securities 21.0 25.5 38.6 Total cash, cash equivalents, investments and marketable equity securities $ 2,440.4 $ 2,256.5 $ 2,992.5 Working capital $ 709.3 $ 732.0 $ 1,282.5 Year Ended December 31, 2023 2022 2021 (in millions) Net cash provided by operating activities $ 1,935.5 $ 1,730.6 $ 1,499.7 Net cash provided by (used in) investing activities (649.3) 763.9 (1,325.1) Net cash provided by (used in) financing activities (1,570.4) (2,130.3) 82.8 Effect of exchange rate changes on cash and cash equivalents (0.8) (0.4) (0.1) Net increase (decrease) in cash and cash equivalents $ (285.0) $ 363.8 $ 257.3 Liquidity and capital resources are primarily impacted by our operating activities, proceeds from issuance of our investment grade debt, as well as cash used on stock repurchases, real estate purchases and other capital expenditures, investments in various companies and business acquisitions. 64 Table of Contents In recent years, we have received significant capital resources from our billings to customers, issuance of investment grade debt and, to some extent, from the exercise of stock options by our employees.
Investing Activities The changes in cash flows from investing activities primarily relate to timing of purchases, maturities and sales of investments, purchases of property and equipment, investments in various companies and business acquisitions. Historically, in making a lease-versus-ownership decision related to warehouse, office or data center space, we have considered various factors including financial metrics and expected long-term growth rates.
Historically, in making a lease-versus-ownership decision related to warehouse, office or data center space, we have considered various factors including financial metrics, expected long-term growth rates, time to market and changes in asset values.
In addition, deferred tax assets are recorded for the future benefit of utilizing net operating losses and research and development credit carryforwards. Deferred tax assets and liabilities are measured using the currently enacted tax rates that apply to taxable income in effect for the years in which those tax assets and liabilities are expected to be realized or settled.
Deferred tax assets and liabilities are measured using the currently enacted tax rates that 57 Table of Contents apply to taxable income in effect for the years in which those tax assets and liabilities are expected to be realized or settled. Valuation allowances are provided when necessary to reduce deferred tax assets to the amount expected to be realized.
Deferred revenue was $4.64 billion as of December 31, 2022, an increase of $1.19 billion, or 34%, from December 31, 2021. Short term deferred revenue was $2.35 billion as of December 31, 2022, and increase of $571.9 million, or 32%, from December 31, 2021. Billings (non-GAAP).
Deferred revenue was $5.74 billion as of December 31, 2023, an increase of $1.09 billion, or 24%, from December 31, 2022. Short term deferred revenue was $2.85 billion as of December 31, 2023, an increase of $499.4 million, or 21%, from December 31, 2022. Billings (non-GAAP).
Product revenue is primarily generated from sales of our physical and virtual machine appliances. The majority of our product revenue continues to be generated by our Core Platform product line. Product revenue also includes revenue from sales of Enhanced Platform Technologies. As a percentage of total revenue, our product revenue has varied from quarter to quarter. • Service revenue .
Product revenue is primarily generated from sales of our physical and virtual machine appliances. The majority of our product revenue continues to be generated by our secure networking product lines. Product revenue also includes revenue from sales of unified SASE and SecOps technologies.
In addition, research and development expense and general and administrative expense decreased 1.1 percentage points and 0.5 percentage points, respectively, as percentage of revenue. The benefit from lower operating expense as a percentage of revenue was partially offset by a 1.2 percentage point decrease in gross margin.
The increase in our operating margin primarily benefits from a 1.3 percentage points increase in gross margin and 0.4 percentage points decrease in sales and marketing expense as a percentage of revenue, partially offset by 0.2 percentage points increase in general and administrative expense as percentage of revenue.
Revenue mix shifted by 2.0 percentage points from service revenue to product revenue, as a percentage of total revenue. Product gross margin increased by 0.1 percentage points in 2022 compared to 2021, primarily driven by higher average selling prices and partially offset by higher expedite fees and other component costs due to supply chain constraints and the consolidation of Alaxala.
Total gross margin increased 1.3 percentage points in 2023 compared to 2022, primarily driven by a shift in the revenue mix and increased service gross margin, partially offset by decreased product gross margin. Revenue mix shifted by 4.0 percentage points from product revenue to service revenue, as a percentage of total revenue.
We believe this is due to customer buying patterns typical in this industry. Consistent with the seasonality note above, our quarterly revenue over the past two years has increased sequentially each year.
We believe this is due to customer buying patterns typical in this industry. Our quarterly revenue over the past two years has increased sequentially each quarter within the year. Total gross margin has fluctuated on a quarterly basis primarily due to the relative product and service mix.
We also generate a small portion of our revenue from other services, for which we recognize revenue as the services are provided, and cloud-based services, for which we recognize revenue as the services are delivered or on a monthly usage basis. As a percentage of total revenue, we continue to expect service revenue to be higher than product revenue.
Our typical contractual support and subscription term is one to five years. We also generate our revenue from other services, for which we recognize revenue as the services are provided, and cloud-based services, for which we recognize revenue as the services are delivered or on a monthly usage basis.
As of December 31, 2022, approximately 89% of our research and development teams were located in Canada, the United States and India. As of December 31, 2022, approximately two-thirds of our engineers worked on software development while the remainder worked on hardware development. 59 Table o f Contents • Sales and marketing .
As of December 31, 2023, approximately 80%, 8%, 4%, 3% and 3% of our research and development teams were located in North America, India, Japan, Taiwan and Israel, respectively. As of December 31, 2023, approximately two-thirds of our engineers worked on software development while the remainder worked on hardware development. • Sales and marketing .
In a BYOL arrangement, a customer purchases a software license through our channel partners and deploys the software in a cloud provider’s environment in third-party clouds or in their private cloud. 56 Table o f Contents Our customers purchase our hardware products and software licenses, as well as our FortiGuard and other security subscription and FortiCare technical support services.
In a BYOL arrangement, a customer purchases a software license through our channel partners and deploys the software in a cloud provider’s environment, in third-party clouds or in their private cloud.
General and administrative General and administrativ e expense increased by $25.5 million, or 18%, in 2022 compared to 2021, primarily due to an increase in personnel-related costs of $17.3 million.
General and administrative General and administrativ e expense increased $42.3 million, or 25%, in 2023 compared to 2022, primarily due to an increase of $19.2 million in professional services fees, an increase of $14.6 million in personnel-related costs and an increase of $3.4 million in provision for expected credit losses .
Management accounts for these limitations by providing specific information regarding GAAP revenue and evaluating billings together with GAAP revenue.
Management accounts for these limitations by providing specific information regarding GAAP revenue and evaluating billings together with GAAP revenue. Total billings were $6.40 billion in 2023, an increase of 14% compared to $5.59 billion in 2022.