Biggest changeOur investments in growth in these areas may affect our short-term profitability. 51 Results of Operations A summary of our consolidated statements of operations for the years ended December 31, 2022 and 2021 are as follows (dollars in thousands): Years Ended December 31, 2022 2021 Increase (Decrease) Amount Percent of Total Revenue Amount Percent of Total Revenue Amount Percent Revenue: Products $ 173,201 61.8 % $ 148,398 59.3 % $ 24,803 16.7 % Services 107,137 38.2 101,644 40.7 5,493 5.4 % Total revenue 280,338 100.0 250,042 100.0 30,296 12.1 % Cost of revenue: Products 40,135 14.3 32,620 13.0 7,515 23.0 % Services 16,697 6.0 20,885 8.4 (4,188) (20.1) % Total cost of revenue 56,832 20.3 53,505 21.4 3,327 6.2 % Gross profit 223,506 79.7 196,537 78.6 26,969 13.7 % Operating expenses: Sales and marketing 88,511 31.6 85,651 34.3 2,860 3.3 % Research and development 58,398 20.8 54,077 21.6 4,321 8.0 % General and administrative 23,518 8.4 23,421 9.4 97 0.4 % Total operating expenses 170,427 60.9 163,149 65.1 7,278 4.5 % Income from operations 53,079 18.8 33,388 13.4 19,691 59.0 % Non-operating income (expense): Interest income 1,304 0.5 409 0.2 895 218.8 % Interest and other income (expense), net (1,667) (0.6) (2,155) (0.9) 488 (22.6) % Total non-operating income (expense), net (363) (0.1) (1,746) (0.7) 1,383 (79.2) % Income before income taxes 52,716 18.7 31,642 12.7 21,074 66.6 % Provision for (benefit from) income taxes 5,808 2.1 (63,245) (25.3) 69,053 (109.2) % Net income $ 46,908 16.7 % $ 94,887 37.9 % $ (47,979) (50.6) % Revenue We derive revenue from two sources: (i) products revenue, which includes hardware, perpetual software license and subscription offerings, which include term-based license agreements and software-as-a-service; and (ii) services revenue, which includes post contract support (“PCS”), professional services, and training.
Biggest changeOur investments in growth in these areas may affect our short-term profitability. 51 Results of Operations A summary of our consolidated statements of operations for the years ended December 31, 2023 and 2022 are as follows (dollars in thousands): Years Ended December 31, 2023 2022 Increase (Decrease) Amount Percent of Total Revenue Amount Percent of Total Revenue Amount Percent Revenue: Products $ 141,082 56.1 % $ 173,201 61.8 % $ (32,119) (18.5) % Services 110,618 43.9 107,137 38.2 3,481 3.2 % Total revenue 251,700 100.0 280,338 100.0 (28,638) (10.2) % Cost of revenue: Products 31,468 12.5 40,135 14.3 (8,667) (21.6) % Services 16,494 6.6 16,697 6.0 (203) (1.2) % Total cost of revenue 47,962 19.1 56,832 20.3 (8,870) (15.6) % Gross profit 203,738 80.9 223,506 79.7 (19,768) (8.8) % Operating expenses: Sales and marketing 85,976 34.2 88,511 31.6 (2,535) (2.9) % Research and development 55,229 21.9 58,398 20.8 (3,169) (5.4) % General and administrative 23,885 9.5 23,518 8.4 367 1.6 % Total operating expenses 165,090 65.6 170,427 60.9 (5,337) (3.1) % Income from operations 38,648 15.4 53,079 18.8 (14,431) (27.2) % Non-operating income (expense): Interest income 5,078 2.0 1,304 0.5 3,774 289.4 % Interest and other income (expense), net 69 — (1,667) (0.6) 1,736 (104.1) % Total non-operating income (expense), net 5,147 2.0 (363) (0.1) 5,510 (1,517.9) % Income before income taxes 43,795 17.4 52,716 18.7 (8,921) (16.9) % Provision for income taxes 3,825 1.5 5,808 2.1 (1,983) (34.1) % Net income $ 39,970 15.9 % $ 46,908 16.7 % $ (6,938) (14.8) % Revenue We derive revenue from two sources: (i) products revenue, which includes hardware, perpetual software license and subscription offerings, which include term-based license agreements and software-as-a-service; and (ii) services revenue, which includes post contract support (“PCS”), professional services, and training.
Critical Accounting Policies and Estimates Our consolidated financial statements are prepared in accordance with generally accepted accounting principles in the United States. The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses and related disclosures. We evaluate our estimates and assumptions on an ongoing basis.
Critical Accounting Estimates Our consolidated financial statements are prepared in accordance with generally accepted accounting principles in the United States. The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses and related disclosures. We evaluate our estimates and assumptions on an ongoing basis.
Inventory write downs are included as a component of cost of products revenue in the consolidated statements of operations. 58 Revenue Recognition We derive revenue from two sources: (i) products revenue, which includes hardware, perpetual software license and subscription revenue; and (ii) services revenue, which includes post contract support (“PCS”), professional services, and training.
Inventory write downs are included as a component of cost of products revenue in the consolidated statements of operations. Revenue Recognition We derive revenue from two sources: (i) products revenue, which includes hardware, perpetual software license and subscription revenue; and (ii) services revenue, which includes post contract support (“PCS”), professional services, and training.
The portfolio consists of six secure application solutions; Thunder Application Delivery Controller (“ADC”), Lightning Application Delivery Controller (“Lightning ADC”), Thunder Carrier Grade Networking (“CGN”), Thunder Threat Protection System (“TPS”), Thunder SSL Insight (“SSLi”) and Thunder Convergent Firewall (“CFW”) and intelligent management, and automation tools; Harmony Controller and aGalaxy TPS.
The portfolio consists of six secure application solutions; Thunder Application Delivery Controller (“ADC”), Lightning Application Delivery Controller (“Lightning ADC”), Thunder Carrier Grade Networking (“CGN”), Thunder Threat Protection System (“TPS”), Thunder SSL Insight (“SSLi”) and Thunder Convergent Firewall (“CFW”), and two intelligent management and automation tools; Harmony Controller and aGalaxy TPS.
As a percentage of revenue, our products revenue may vary from quarter to quarter based on, among other things, the timing of orders and delivery of products, cyclicality and seasonality, changes in currency exchange rates and the impact of significant transactions with unique terms and conditions.
As a percentage of revenue, our 52 products revenue may vary from quarter to quarter based on, among other things, the timing of orders and delivery of products, cyclicality and seasonality, changes in currency exchange rates and the impact of significant transactions with unique terms and conditions.
We believe this sales approach allows us to obtain the benefits of channel distribution, such as expanding our market coverage, while still maintaining face-to-face relationships with our end-customers. We outsource the manufacturing of our hardware products to original design manufacturers.
We believe this sales approach allows us to obtain the benefits of channel distribution, such as expanding our market coverage, while still maintaining face-to-face relationships with our end-customers. We outsource the manufacturing of our hardware 50 products to original design manufacturers.
For our software-as-a-service offerings, our customers do not take possession of our software but rather we provide access to the service via a hosting arrangement. Revenue in these arrangements is recognized ratably as the services are 52 provided.
For our software-as-a-service offerings, our customers do not take possession of our software but rather we provide access to the service via a hosting arrangement. Revenue in these arrangements is recognized ratably as the services are provided.
We account for multiple contracts with a single partner as one arrangement if the contractual terms and/or substance of those agreements indicate that they may be so closely related that they are, in effect, parts of a single contract. We may occasionally accept returns to address customer satisfaction issues even though there is generally no contractual provision for such returns.
We account for multiple contracts with a single reseller as one arrangement if the contractual terms and/or substance of those agreements indicate that they may be so closely related that they are, in effect, parts of a single contract. We may occasionally accept returns to address customer satisfaction issues even though there is generally no contractual provision for such returns.
Revenue for term-based license agreements is recognized at a point in time when the Company delivers the software license to the customer and the subscription term has commenced. For our software-as-a-service offerings, our customers do not take possession of the Company’s software but rather we provide access to the service via a hosting arrangement.
Revenue for term-based license agreements is recognized at a point in time when the Company delivers the software license to the customer and over time once the subscription term has commenced. For our software-as-a-service offerings, our customers do not take possession of the Company’s software but rather we provide access to the service via a hosting arrangement.
Revenue in these arrangements is recognized ratably as the services are provided. A substantial portion of our revenue is from sales of our products and services through distribution channel partners, such as resellers and distributors. Our customers predominantly purchase PCS services in conjunction with purchases of our products.
Revenue in these arrangements is recognized over time as the services are provided. A substantial portion of our revenue is from sales of our products and services through distribution channel partners, such as resellers and distributors. Our customers predominantly purchase PCS services in conjunction with purchases of our products.
Cash Flows from Financing Activities During the year ended December 31, 2022, cash used in financing activities was $88.1 million consisting primarily of $79.3 million of cash used to repurchase our common stock and $15.9 million used for the payments of cash dividends, partially offset by $7.0 million of cash proceeds from common stock issuances under our equity incentive plans.
During the year ended December 31, 2022, cash used in financing activities was $88.1 million consisting primarily of $79.3 million of cash used to repurchase our common stock in the open market and from Summit, and $15.9 million used for the payments of cash dividends, partially offset by $7.0 million of cash proceeds from common stock issuances under our equity incentive plans.
These may include the mix of revenue from each of our regions, the mix of our products sold within a period, discounts provided to customers, inventory write-downs and foreign currency exchange rates. Our sales are generally denominated in U.S. Dollars, however, in Japan they are denominated in Japanese Yen.
These may include the mix of revenue from each of our regions, the mix of our products sold within a period, discounts provided to customers, cost of inventory for the hardware component of our products, inventory write-downs and foreign currency exchange rates. Our sales are generally denominated in U.S. dollars, however, in Japan they are denominated in Japanese yen.
Additionally, currently a small portion of our products revenue comes from subscription revenue for our Cloud service offerings. We offer several products by subscription, primarily through either term-based license agreements or as a service through our cloud-based platform.
Additionally, a small portion of our products revenue comes from subscription revenue. We offer several products by subscription, primarily through either term-based license agreements or as a service through our cloud-based platform.
This section of the Form 10-K generally discusses fiscal 2022 and 2021 items and year-to-year comparisons between fiscal 2022 and 2021.
This section of the Form 10-K generally discusses fiscal 2023 and 2022 items and year-to-year comparisons between fiscal 2023 and 2022.
Discussions of fiscal 2020 items and year-to-year comparisons between fiscal 2021 and 2020 that are not included in this Form 10-K can be found in "Management's Discussion and Analysis of Financial Condition and Results of Operations" in Part II, Item 7 of the Company's Annual Report on Form 10-K for the fiscal year ended December 31, 2021 filed with the SEC on March 8, 2022.
Discussions of fiscal 2021 items and year-to-year comparisons between fiscal 2022 and 2021 that are not included in this Form 10-K can be found in "Management's Discussion and Analysis of Financial Condition and Results of Operations" in Part II, Item 7 of the Company's Annual Report on Form 10-K for the fiscal year ended December 31, 2022 filed with the SEC on February 27, 2023.
Cash Flows from Investing Activities During the year ended December 31, 2022, cash used in investing activities was $11.1 million, consisting of purchases of marketable securities of $55.4 million and property and equipment of $10.8 million, partially offset by proceeds from maturities of marketable securities of $71.0 million and sales of marketable securities of $6.3 million.
During the year ended December 31, 2022, cash used in investing activities was $11.1 million, consisting of purchases of marketable securities of $55.4 million and capital expenditures of $10.8 million, partially offset by proceeds from maturities of marketable securities of $71.0 million and sales of marketable securities of $6.3 million.
During the year ended December 31, 2022, the Company repurchased 6.1 million shares for a total cost of $79.3 million. During the year ended December 31, 2021, the Company repurchased 1.7 million shares for a total cost of $18.3 million. In October 2021, our Board approved the initiation of a regular quarterly cash dividend on our common stock.
During the year ended December 31, 2023, the Company repurchased 1.3 million shares for a total cost of $16.0 million. During the year ended December 31, 2022, the Company repurchased 6.1 million shares for a total cost of $79.3 million. 56 In October 2021, our Board approved the initiation of a regular quarterly cash dividend on our common stock.
In 2023, we expect sales and marketing expenses to increase from 2022 levels in line with overall revenue growth as we apply a disciplined approach to focus our investments in areas that offer the greatest opportunities. Research and Development Research and development efforts are focused on new product development and on developing additional functionality for our existing products.
In 2024, we expect sales and marketing expenses to increase from 2023 levels as we continue to apply a disciplined approach to focus our investments in areas that offer the greatest opportunities. Research and Development Research and development efforts are focused on new product development and on developing additional functionality for our existing products.
The increase was primarily due to higher products revenue driven by an increase in demand from our service provider customers. 53 Cost of Revenue, Gross Profit and Gross Margin Cost of Revenue Cost of products revenue is primarily comprised of cost of third-party manufacturing services and cost of inventory for the hardware component of our products.
The decrease was primarily due to lower products revenue driven by a decrease in demand from our service provider customers driven by decreased demand. 53 Cost of Revenue, Gross Profit and Gross Margin Cost of Revenue Cost of products revenue is primarily comprised of cost of third-party manufacturing services and cost of inventory for the hardware component of our products.
Services gross margin increased by 4.9% in 2022 compared to 2021 primarily due to a decrease in personnel related support costs. Operating Expenses Our operating expenses consist of sales and marketing, research and development, general and administrative, and restructuring expenses.
Services gross margin percentage increased by 0.7% in 2023 compared to 2022 primarily due to a decrease in personnel-related support costs. Operating Expenses Our operating expenses consist of sales and marketing, research and development, general and administrative, and restructuring expenses.
The net change in our operating assets and liabilities primarily reflects cash outflows from changes in accounts receivable of $10.4 million, accrued and other liabilities of $5.6 million, prepaid expenses and other assets of $2.1 million and inventory of $1.8 million, partially offset by cash inflows from changes in deferred revenue of $12.9 million and changes in accounts payable of $2.0 million.
The net change in our operating assets and liabilities primarily reflects cash outflows from changes in accrued and other liabilities of $20.8 million, inventory of $6.3 million, accounts payable of $3.0 million and prepaid expenses and other assets of $1.9 million, partially offset by cash inflows from changes in deferred revenue of $14.3 million.
Revenue is recognized, net of applicable taxes, upon transfer of control of promised products or services to customers in an amount that reflects the consideration we expect to be entitled to receive in exchange for those products or services.
Our customers predominantly purchase PCS services in conjunction with purchases of our products. 58 Revenue is recognized, net of applicable taxes, upon transfer of control of promised products or services to customers in an amount that reflects the consideration we expect to be entitled to receive in exchange for those products or services.
The largest component of our operating expenses is personnel costs which consist of wages, benefits, 54 bonuses, and, with respect to sales and marketing expenses, sales commissions. Personnel costs also include stock-based compensation.
The largest component of our operating expenses is personnel costs which consist of wages, benefits, bonuses, and, with respect to sales and marketing expenses, sales commissions.
During the year ended December 31, 2021, cash used in financing activities was $16.4 million consisting primarily of $18.3 million of cash used to repurchase our common stock and $3.9 million used for the payments of cash dividends, partially offset by $5.8 million of cash proceeds from common stock issuances under our equity incentive plans.
Cash Flows from Financing Activities During the year ended December 31, 2023, cash used in financing activities was $28.8 million consisting primarily of $17.8 million of cash used for the payments of cash dividends and $16.0 million of cash used to repurchase our common stock in the open market, partially offset by $4.9 million of cash proceeds from common stock issuances under our equity incentive plans.
Liquidity and Capital Resources As of December 31, 2022, we had cash and cash equivalents of $68.0 million, including $2.9 million held outside the United States in our foreign subsidiaries, and $83.0 million of marketable securities. We currently do not have any plans to repatriate our earnings from our foreign operations.
Liquidity and Capital Resources As of December 31, 2023, we had cash and cash equivalents of $97.2 million, including $3.4 million held outside the United States in our foreign subsidiaries, and $62.1 million of marketable securities. We currently do not have any plans to repatriate our earnings from our foreign operations.
Shares may be repurchased in privately negotiated and/or open market transactions, including under plans complying with Rule 10b5-1 under the Exchange Act. To date, all repurchases under these programs, other than the repurchase from Summit, have occurred in the open market.
The Company’s stock repurchase programs do not obligate us to acquire any specific number of shares. Shares may be repurchased in privately negotiated and/or open market transactions, including under plans complying with Rule 10b5-1 under the Exchange Act. To date, all repurchases under these programs, other than the repurchase from Summit, have occurred in the open market.
The unfavorable change in accounts receivable was due to the timing of collections from our customers. The favorable change in deferred revenues was primarily driven by increased bookings.
The unfavorable change in accounts receivable was due to the timing of collections from our customers. The favorable change in deferred revenues was attributable to the timing of service contract bookings.
Our income tax provision for the years ended December 31, 2021 primarily consisted of foreign income taxes. See Note 9 Income Taxes, of the notes to consolidated financial statements in Part II, Item 8 of this Annual Report on Form 10-K for further details regarding the Company’s taxes.
See Note 9 Income Taxes, of the notes to consolidated financial statements in Part II, Item 8 of this Annual Report on Form 10-K for further details regarding the Company’s taxes.
Services revenue increased $5.5 million, or 5%, in 2022 compared to 2021. The increase was primarily attributable to the increase in PCS sales in connection with our increased installed customer base in the Americas and EMEA regions. During 2022, $148.7 million, or 53% of total revenue, was generated from the Americas, which represents a 23% increase compared to 2021.
The increase was primarily attributable to the increase in PCS sales in connection with our increased installed customer base in the Japan, Americas and EMEA regions. During 2023, $132.7 million, or 53% of total revenue, was generated from the Americas region, which represents an 11% decrease compared to 2022.
Revenue in these arrangements is recognized ratably as the services are provided. A substantial portion of our revenue is from sales of our products and services through distribution channel partners, such as resellers and distributors. Our customers predominantly purchase PCS services in conjunction with purchases of our products.
Revenue in these arrangements is recognized ratably as the services are provided. A substantial portion of our revenue is from sales of our products and services through distribution channels, such as resellers and distributors.
Statements of Cash Flows The following table summarizes our cash flow related activities (in thousands): Years Ended December 31, 2022 2021 Cash provided by (used in): Operating activities $ 66,100 $ 50,097 Investing activities 11,087 (38,070) Financing activities (88,141) (16,383) Net decrease in cash and cash equivalents $ (10,954) $ (4,356) Cash Flows from Operating Activities Our cash provided by operating activities is driven primarily by sales of our products and management of working capital investments.
Statements of Cash Flows The following table summarizes our cash flow related activities (in thousands): Years Ended December 31, 2023 2022 Cash provided by (used in): Operating activities $ 44,514 $ 66,100 Investing activities 13,608 11,087 Financing activities (28,849) (88,141) Net increase (decrease) in cash and cash equivalents $ 29,273 $ (10,954) Cash Flows from Operating Activities Our cash provided by operating activities is driven primarily by sales of our products and management of working capital investments.
As of December 31, 2022, we had working capital of $138.7 million, accumulated deficit of $130.5 million and total stockholders’ equity of $181.0 million. We plan to continue to invest for long-term growth, and our investment may increase.
As of December 31, 2023, we had working capital of $160.8 million, accumulated deficit of $90.5 million and total stockholders’ equity of $207.9 million. We plan to continue to invest for long-term growth, and our investment may increase.
Pursuant to the Repurchase Agreement, we repurchased 3.5 million shares of common stock from Summit for approximately $44.6 million.
Pursuant to the Repurchase Agreement, we repurchased 3.5 million shares of common stock from Summit for approximately $44.6 million. The common shares repurchased are held in treasury and accounted for under the cost method.
Cost of services revenue also includes the costs of inventory used to provide hardware replacements to end- customers under PCS contracts and certain allocated facilities and information technology infrastructure costs.
Cost of services revenue is primarily comprised of personnel costs for our technical support, training and professional service teams. Cost of services revenue also includes the costs of inventory used to provide hardware replacements to end- customers under PCS contracts and certain allocated facilities and information technology infrastructure costs.
We currently anticipate that we will continue to pay comparable quarterly cash dividends in the future. However, the payment, amount and timing of future dividends remain within the discretion of our Board and will depend upon our results of operations, financial condition, cash requirements, and other factors.
However, the payment, amount and timing of future dividends remain within the discretion of our Board and will depend on our results of operations, financial condition, cash requirements, and other factors.
This increase was due to a $24.8 million increase in products revenue and a $5.5 million increase in services revenue. Products revenue increased $24.8 million, or 17%, in 2022 compared to 2021 primarily driven by higher demand from our service provider customers in the Americas, APAC and EMEA regions, partially offset by lower demand from service provider customers in Japan.
Products revenue decreased $32.1 million, or 19%, in 2023 compared to 2022 primarily driven by lower demand from our service provider customers in the Americas, APAC and EMEA regions, partially offset by higher demand from enterprise customers in Japan. Services revenue increased $3.5 million, or 3%, in 2023 compared to 2022.
The increase was primarily due to higher products revenue driven by an increase in demand from our service provider customers. During 2022, $89.7 million, or 32% of total revenue, was generated from APJ, which represents a 1% decrease compared to 2021. The decrease was mainly due to decreased revenue from our service provider customers.
The decrease was primarily due to lower products revenue driven by a decrease in demand from our service provider customers. During 2023, $77.6 million, or 31% of total revenue, was generated from APJ, which represents a 13% decrease compared to 2022. The decrease was mainly due to decreased revenue from both our enterprise and service provider customers.
A summary of our gross profit and gross margin is as follows (dollars in thousands): Years Ended December 31, 2022 2021 Increase (Decrease) Amount Gross Margin Amount Gross Margin Amount Gross Margin Gross profit: Products $ 133,066 76.8 % $ 115,778 78.0 % $ 17,288 (1.2) % Services 90,440 84.4 % 80,759 79.5 % 9,681 4.9 % Total gross profit $ 223,506 79.7 % $ 196,537 78.6 % $ 26,969 1.1 % Products gross margin decreased by 1.2% in 2022 compared to 2021 primarily driven by changes in product and geographic mix.
A summary of our gross profit and gross margin is as follows (dollars in thousands): Years Ended December 31, 2023 2022 Increase (Decrease) Amount Gross Margin Amount Gross Margin Amount Gross Margin Gross profit: Products $ 109,614 77.7 % $ 133,066 76.8 % $ (23,452) 0.9 % Services 94,124 85.1 % 90,440 84.4 % 3,684 0.7 % Total gross profit $ 203,738 80.9 % $ 223,506 79.7 % $ (19,768) 1.2 % Products gross margin percentage decreased by 0.9% in 2023 compared to 2022 primarily driven by changes in product and geographic mix.
Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates. We believe the following critical accounting policies require us to make significant judgments and estimates in the preparation of our consolidated financial statements.
Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates.
A summary of our cost of revenue is as follows (dollars in thousands): Years Ended December 31, Increase (Decrease) 2022 2021 Amount Percent Cost of revenue: Products $ 40,135 $ 32,620 $ 7,515 23 % Services 16,697 20,885 (4,188) (20) % Total cost of revenue $ 56,832 $ 53,505 $ 3,327 6 % Gross Margin Gross margin may vary and be unpredictable from period to period due to a variety of factors.
A summary of our cost of revenue is as follows (dollars in thousands): Years Ended December 31, Increase (Decrease) 2023 2022 Amount Percent Cost of revenue: Products $ 31,468 $ 40,135 $ (8,667) (22) % Services 16,494 16,697 (203) (1) % Total cost of revenue $ 47,962 $ 56,832 $ (8,870) (16) % Gross Margin Gross margin may vary and be unpredictable from period to period due to a variety of factors.
A summary of our operating expenses is as follows (dollars in thousands): Years Ended December 31, Increase (Decrease) 2022 2021 Amount Percent Operating expenses: Sales and marketing $ 88,511 $ 85,651 $ 2,860 3 % Research and development 58,398 54,077 4,321 8 % General and administrative 23,518 23,421 97 — % Total operating expenses $ 170,427 $ 163,149 $ 7,278 4 % Sales and Marketing Sales and marketing expenses are our largest functional category of operating expenses and primarily consist of personnel costs.
Personnel costs also include stock-based compensation. 54 A summary of our operating expenses is as follows (dollars in thousands): Years Ended December 31, Increase (Decrease) 2023 2022 Amount Percent Operating expenses: Sales and marketing $ 85,976 $ 88,511 $ (2,535) (3) % Research and development 55,229 58,398 (3,169) (5) % General and administrative 23,885 23,518 367 2 % Total operating expenses $ 165,090 $ 170,427 $ (5,337) (3) % Sales and Marketing Sales and marketing expenses are our largest functional category of operating expenses and primarily consist of personnel costs.
This repurchase program was also active for twelve months and expired in the second half of 2022. On November 1, 2022, the Company announced its Board of Directors authorized a new stock repurchase program of up to $50 million of its common stock over a period of twelve months (the “2022 Program”).
On November 1, 2022, the Company announced its Board of Directors authorized a stock repurchase program of up to $50 million of its common stock over a period of twelve months, at which point it expired.
We sell our products globally to service providers and enterprises that depend on data center applications and networks to generate revenue and manage operations efficiently. We report two customer verticals: service providers and enterprises and we report customer revenues in three broad geographic regions: the Americas, APJ and EMEA regions.
We sell our products globally to service providers and enterprises that depend on data center applications and networks to generate revenue and manage operations efficiently.
As of December 31, 2022, we had sold products to over 8,000 customers worldwide since our inception. 50 We sell substantially all of our solutions through our high-touch sales organization as well as distribution channel partners, including distributors, value-added resellers and system integrators, and fulfill nearly all orders globally through such partners.
We sell substantially all of our solutions through our high-touch sales organization as well as distribution channels, including distributors, value-added resellers and system integrators, and fulfill nearly all orders globally through such resellers.
Our end-customers operate in a variety of industries, including telecommunications, technology, industrial, retail, financial, gaming, education and government. Since inception, our customer base has grown rapidly.
We believe this vertical and geographic view aligns with how we manage the business and maps our product portfolio to customer verticals. Our end-customers operate in a variety of industries, including telecommunications, technology, industrial, retail, financial, gaming, education and government. Since inception, our customer base has grown rapidly.
The first dividend, in the amount of $0.05 per share of common stock outstanding, was paid in December 2021 and was treated as a return of capital. In October 2022, our Board approved an increase in the amount of the quarterly cash dividend to $0.06 per share.
The first dividend, in the amount of $0.05 per share of common stock outstanding, was paid in December 2021 and was treated as a return of capital, and on November 1, 2022, the Board of Directors increased the dividend amount to $0.06 per share. We currently anticipate that we will continue to pay comparable quarterly cash dividends in the future.
Recent Accounting Pronouncements Refer to Note 1 Description of Business and Summary of Significant Accounting Policies, in the notes to consolidated financial statements in Part II, Item 8 of this Annual Report on Form 10-K for information related to recent accounting pronouncements. 60
Note 1, Description of Business and Summary of Significant Accounting Policies , in Notes to Consolidated Financial Statements in Item 8 of Part II of this Report, describes the significant accounting policies and methods used in the preparation of the Consolidated Financial Statements.
We estimate returns for sales to customers based on historical return rates applied against current-period shipments. Specific customer returns and allowances are considered when determining our sales return reserve estimate. 59 Our policy applies to the accounting for individual contracts.
We estimate returns for sales to customers based on historical return rates applied against current-period shipments. Specific customer returns and allowances are considered when determining our sales return reserve estimate. Consequently, we have chosen to apply the portfolio approach when possible, which we do not believe will happen frequently.
This increase was partially offset by a $1.4 million decrease in salary and benefit expenses as a result of a decrease in headcount. In 2023, we expect research and development expenses to increase from 2022 levels reflecting strategic investments in our growth priorities, including cybersecurity technology.
This decrease was partially offset by increases of $3.4 million in depreciation expense and $1.9 million in consulting expense as the Company transitions to using non-employee consultants for certain research and development activities. In 2024, we expect research and development expenses to increase from 2023 levels reflecting strategic investments in our growth priorities, including cybersecurity technology.
Consequently, we have chosen to apply the portfolio approach when possible, which we do not believe will happen frequently. Additionally, we will evaluate a portfolio of data, when possible, in various situations, including accounting for commissions, rights of return and transactions with variable consideration. We report revenue net of sales taxes.
Additionally, we will evaluate a portfolio of data, when possible, in various situations, including accounting for commissions, rights of return and transactions with variable consideration. We report revenue net of sales taxes. We include shipping charges billed to customers in revenue and the related shipping costs are included in cost of product revenue. 59
In addition, we may expand our global sales and marketing organizations, expand our distribution channel partner programs and increase awareness of our solutions on a global basis.
We have invested and expect to continue to invest in our product development efforts to deliver new products and additional features in our current products to address customer needs. In addition, we may expand our global sales and marketing organizations, expand our distribution channel partner programs and increase awareness of our solutions on a global basis.
The common shares repurchased are held in treasury and accounted for under the cost method. 56 On September 17, 2020, the Company’s Board of Directors authorized a stock repurchase program of up to $50 million of its common stock over a period of twelve months.
On November 7, 2023, the Company announced its Board of Directors had authorized a stock repurchase program of up to $50 million of its common stock over a period of twelve months. As of December 31, 2023, the Company had $49.7 million available to repurchase shares. Under these repurchase programs, repurchased shares are held in treasury at cost.
Consequently, any acceleration or delay in anticipated product purchases by or deliveries to our largest customers could materially impact our revenue and operating results in any quarterly period. This may cause our quarterly revenue and operating results to fluctuate from quarter to quarter and make them difficult to predict.
The timing of these purchases and the delivery of the purchased products are difficult to predict and rely upon customer growth and network enhancements. Consequently, any acceleration or delay in anticipated product purchases by or deliveries to our largest customers could materially impact our revenue and operating results in any quarterly period.
The favorable change in deferred revenues was attributable to the timing of service contract bookings. 57 During the year ended December 31, 2021, cash provided by operating activities was $50.1 million, consisting of net income of $94.9 million, partially offset by a non-cash benefit of $39.8 million and an unfavorable net change in operating assets and liabilities of $5.0 million.
During the year ended December 31, 2023, cash provided by operating activities was $44.5 million, consisting of net income of $40.0 million and non-cash benefits totaling $22.8 million, partially offset by an unfavorable net change in operating assets and liabilities of $18.3 million.
During 2022, $42.0 million, or 15% of total revenue, was generated from EMEA, which represented an 9% increase compared to 2021.
During 2023, $41.3 million, or 16% of total revenue, was generated from EMEA, which represented a 1% decrease compared to 2022.
A summary of our total revenue is as follows (dollars in thousands): Years Ended December 31, 2022 2021 Increase (Decrease) Amount Percent of Total Revenue Amount Percent of Total Revenue Amount Percent Revenue: Products $ 173,201 62 % $ 148,398 59 % $ 24,803 17 % Services 107,137 38 101,644 41 5,493 5 % Total revenue $ 280,338 100 % $ 250,042 100 % $ 30,296 12 % Revenue by geographic region: Americas $ 148,673 53 % $ 121,169 48 % $ 27,504 23 % United States 129,397 46 % 99,484 40 % 29,913 30 % Americas-other 19,276 7 % 21,685 8 % (2,409) (11) % APJ 89,702 32 % 90,374 37 % (672) (1) % APAC 32,986 12 % 28,674 12 % 4,312 15 % Japan 56,716 20 % 61,700 25 % (4,984) (8) % EMEA 41,963 15 % 38,499 15 % 3,464 9 % Total revenue $ 280,338 100 % $ 250,042 100 % $ 30,296 12 % Total revenue increased by $30.3 million, or 12%, in 2022 compared to 2021.
A summary of our total revenue is as follows (dollars in thousands): Years Ended December 31, 2023 2022 Increase (Decrease) Amount Percent of Total Revenue Amount Percent of Total Revenue Amount Percent Revenue: Products $ 141,082 56 % $ 173,201 62 % $ (32,119) (19) % Services 110,618 44 107,137 38 3,481 3 % Total revenue $ 251,700 100 % $ 280,338 100 % $ (28,638) (10) % Revenue by geographic region: Americas $ 132,745 53 % $ 148,673 53 % $ (15,928) (11) % United States 113,766 45 % 129,397 46 % (15,631) (12) % Americas-other 18,979 8 % 19,276 7 % (297) (2) % APJ 77,606 31 % 89,702 32 % (12,096) (13) % APAC 29,748 12 % 32,986 12 % (3,238) (10) % Japan 47,858 19 % 56,716 20 % (8,858) (16) % EMEA 41,349 16 % 41,963 15 % (614) (1) % Total revenue $ 251,700 100 % $ 280,338 100 % $ (28,638) (10) % Total revenue decreased by $28.6 million, or 10%, in 2023 compared to 2022.
Provision for (Benefit from) Income Taxes We recorded an income tax provision of $5.8 million for the year ended December 31, 2022 and recorded an income tax benefit of $(63.2) million for the year ended December 31, 2021.
Additionally, we recorded impairment expense of $1.0 million in the year ended December 31, 2022 related to an equity investment in a private company held by the Company. Provision for (Benefit from) Income Taxes We recorded income tax provisions of $3.8 million for the year ended December 31, 2023 and $5.8 million for the year ended December 31, 2022.
Cost of products revenue also includes warehouse personnel costs, shipping costs, inventory write-downs, certain allocated facilities and information technology infrastructure costs, and expenses associated with logistics and quality control. Cost of services revenue is primarily comprised of personnel costs for our technical support, training and professional service teams.
Our component suppliers change their selling prices frequently in response to market trends, including industry-wide increases in demand. Cost of products revenue also includes warehouse personnel costs, shipping costs, inventory write-downs, certain allocated facilities and information technology infrastructure costs, and expenses associated with logistics and quality control.
The $2.9 million increase in sales and marketing expenses in 2022 compared to 2021 was primarily due to increases of $1.6 million in travel and related expenses, $1.0 million in marketing activities and events and $0.3 million in consulting expense.
The $2.5 million decrease in sales and marketing expenses in 2023 compared to 2022 was primarily due to decreases of $3.5 million in personnel costs as a result of a decrease in headcount and $0.4 million in marketing expenses, partially offset by increases of $0.9 million in credit loss expense and $0.5 million in travel-related expense.
Interest and other income (expense), net, had a favorable change of $0.5 million, or 23%, in 2022 compared to 2021 primarily driven by a $1.5 million favorable change in foreign currency exchange gains and losses, partially offset by a $1.0 million impairment of an equity investment held by the Company.
Non-Operating Income (Expense) - Interest and Other Income (Expense), Net In the years ended December 31, 2023 and 2022, interest and other income (expense), net consisted primarily of foreign currency exchange gains and losses, which had a favorable change of $0.6 million in the year ended December 31, 2023 compared to 2022.
The $0.1 million increase in general and administrative expenses in 2022 compared to 2021 was primarily due to a $2.8 million increase in consulting expense as the Company transitions to using non-employee consultants for certain general and administrative activities. Additionally, business expenses increased $1.7 million primarily related to an increase in property tax expense.
The $0.4 million increase in general and administrative expenses in 2023 compared to 2022 was primarily due to an increase of $1.3 million in professional services expense as a result of increases in accounting and tax fees. Additionally, facility expense increased $0.7 million primarily related to rent expense, equipment expense increased $0.4 million and depreciation expense increased $0.3 million.
We perform quality assurance and testing at our San Jose, Taiwan and Japan distribution centers, as well as at our manufacturers’ locations.
We perform quality assurance and testing at our San Jose, Taiwan and Japan distribution centers, as well as at our manufacturers’ locations. As a result of the nature of our target market and the current stage of our development, a substantial portion of our revenue comes from a limited number of large customers and service providers.
Our non-cash benefit consisted primarily of a benefit of $64.2 million related to the release our of deferred tax asset valuation allowance plus other adjustments, and non-cash charges of $14.4 million for stock-based compensation and $8.9 million of depreciation and amortization expense.
Our non-cash benefits primarily consisted of non-cash charges of $14.1 million for stock-based compensation and $9.3 million of depreciation and amortization expense.
Non-Operating Income (Expense) - Interest Income Interest income consists primarily of interest income earned on our cash and cash equivalents and marketable securities. Interest income was $1.3 million and $0.4 million in the years ended December 31, 2022 and 2021, respectively.
Interest income was $5.1 million and $1.3 million in the years ended December 31, 2023 and 2022, respectively.
Sales to these large end-customers have typically been characterized by large but irregular purchases with long sales cycles. The timing of these purchases and the delivery of the purchased products are difficult to predict.
Purchases from our ten largest end-customers accounted for 33%, 41% and 39% of our total revenue for 2023, 2022 and 2021, respectively. Sales to these large end-customers have typically been characterized by large but irregular purchases with long sales cycles.
During the year ended December 31, 2021, cash used in investing activities was $38.1 million, consisting of purchases of marketable securities of $128.6 million and property and equipment of $5.2 million, partially offset by proceeds from sales and maturities of marketable securities of $95.7 million.
The favorable change in deferred revenues was attributable to the timing of service contract bookings. 57 Cash Flows from Investing Activities During the year ended December 31, 2023, cash provided in investing activities was $13.6 million, consisting of proceeds from maturities of marketable securities of $64.5 million and proceeds from the sales of marketable securities of $45.4 million, partially offset by purchases of marketable securities of $85.4 million and capital expenditures of $10.9 million.
The $4.3 million increase in research and development expenses in 2022 compared to 2021 was primarily due to a $5.0 million increase in consulting expense as the Company transitions to using non-employee consultants for certain research and developments activities and a $0.8 million increase in software expenses.
The $3.2 million decrease in research and development expenses in 2023 compared to 2022 was primarily due to a decrease of $8.5 million increase in personnel costs as a result of a decrease in headcount.
In the three months ended March 31, 2022, we changed the way we present revenue by geographic region. The Americas region comprises the United States and all other countries in America (excluding the United States). The APJ region comprises Japan and all other countries in APAC (excluding Japan).
The Americas region comprises the United States and all other countries in the Americas (excluding the United States). The APJ region comprises Japan and all other countries in APAC (excluding Japan). The EMEA region comprises Europe, Middle East and Africa.
Our enterprise customers accounted for 34%, 37% and 39% of our total revenue during 2022, 2021 and 2020, respectively. Our service provider customers accounted for 66%, 63% and 61% of our total revenue during 2022, 2021 and 2020, respectively.
We report two customer verticals: service providers, which accounted for 58% and 66% of our total revenue during 2023 and 2022, respectively, and enterprise, which accounted for 42% and 34% of our total revenue during 2023 and 2022, respectively.
These increases were partially offset by a decrease of $4.4 million in salary and benefit expenses as a result of a decrease in headcount. 55 In 2023, we expect general and administrative expenses to remain stable as we apply a disciplined approach to focus our investments in areas that offer the greatest opportunities.
In 2024, we expect general and administrative expenses to increase from 2023 levels as we continue to apply a disciplined approach to focus our investments in areas that offer the greatest opportunities. 55 Non-Operating Income (Expense) - Interest Income Interest income consists primarily of interest income earned on our invested cash, cash equivalents and marketable securities.
Certain state deferred tax assets continue to be subject to a valuation allowance. Our deferred tax assets primarily consist of U.S. net operating loss (“NOL”) and tax credit carryforwards. The Company’s income tax provision for the year ended December 31, 2022 primarily consisted of federal income taxes.
Our deferred tax assets primarily consist of research and development credits, capitalized research and development expenses and accruals and reserves. The Company’s income tax provision for the years ended December 31, 2023 and 2022 primarily consisted of state and foreign income taxes.
Inventory write-downs, once established, are not reversed as they establish a new cost basis for the inventory.
Most of our inventory provisions relate to excess quantities of certain products, based on our inventory levels and future product purchase commitments compared to assumptions based on management’s assessment of future demand and market conditions. Inventory write-downs, once established, are not reversed as they establish a new cost basis for the inventory.
Our customers include leading service providers (cloud, telecommunications, multiple system operators, cable), government organizations, and enterprises. Our product portfolio seeks to address many of the cyber protection challenges and solution requirements.
Our solutions are available in a variety of form factors, such as optimized hardware appliances, bare metal software, containerized software, virtual appliances and cloud-native software. Our customers include leading service providers (cloud, telecommunications, multiple system operators, cable), government organizations, and enterprises.
Inventory Inventory consists primarily of finished goods and related component parts and is stated at the lower of standard cost (which approximates actual cost on a first-in, first-out basis) or estimated net realizable value. We evaluate inventory for excess and obsolete products, based on management’s assessment of future demand and market conditions.
We believe the following critical accounting policies require us to make significant judgments and estimates in the preparation of our consolidated financial statements. Inventory Inventory is stated at the lower of cost or net realizable value. Inventory cost is determined using a first-in, first-out method. We regularly evaluate inventory for excess and obsolete products.