Biggest changeInvesting Activities From 2022 to 2023, net cash used in investing activities increased by $84.6 million, primarily due to an increase in cash paid for acquisitions of $176.5 million, partially offset by a $71.6 million net increase in sales of short-term investments, $10.0 million in cash paid for other investments in 2022, a $7.7 million decrease in purchases of property and equipment and a $2.7 million decrease in capitalized software development costs. 65 Table of Contents From 2021 to 2022, net cash used in investing activities decreased by $263.6 million, primarily due to a decrease in cash paid for acquisitions of $191.7 million and a net decrease in cash paid for short-term investments of $89.4 million in 2022, partially offset by an increase in capitalized software development costs of $7.1 million, an increase in purchases of property and equipment of $5.5 million and an increase in cash paid for other investments of $5.0 million.
Biggest changeInvesting Activities From 2023 to 2024, net cash used in investing activities decreased by $171.2 million, primarily due to a decrease in cash paid for acquisitions of $214.1 million, a $3.5 million increase in proceeds from our investments in private companies and a $0.6 million decrease in capitalized software development costs, partially offset by a $43.3 million net decrease in sales of short-term investments, a $2.5 million increase in purchases of property and equipment, and a $1.3 million increase in cash paid for other investments. 62 Table of Contents From 2022 to 2023, net cash used in investing activities increased by $84.6 million, primarily due to an increase in cash paid for acquisitions of $176.5 million, partially offset by a $71.6 million net increase in sales of short-term investments, $10.0 million in cash paid for other investments in 2022, a $7.7 million decrease in purchases of property and equipment and a $2.7 million decrease in capitalized software development costs.
Calculated current billings in any one period may be impacted by the timing and amount of new sales transactions, the timing and amount of renewal transactions, including early renewals, the mix of the amount of subscriptions and perpetual licenses, the timing of billing professional services, as well as the timing and amount of multi-year prepaid contracts, all of which could favorably or unfavorably impact quarter-to-quarter and year-over-year comparisons.
Calculated current billings in any one period may be impacted by the timing and amount of new sales transactions, the timing and amount of renewal transactions, including early renewals, the mix of the amount of subscriptions and perpetual licenses and the timing of billing professional services, as well as the timing and amount of multi-year prepaid contracts, all of which could favorably or unfavorably impact quarter-to-quarter and year-over-year comparisons.
Interest Income, Interest Expense and Other Expense, Net Interest income consists of income earned on cash and cash equivalents and short-term investments. Interest expense consists primarily of interest expense in connection with our senior secured term loan facility, or Term Loan, unused commitment fees on our senior secured revolving credit facility, or Revolving Credit Facility, and letter of credit fees.
Interest Income, Interest Expense and Other Expense, Net Interest income consists of income earned on cash and cash equivalents and short-term investments. Interest expense consists primarily of interest expense in connection with our Term Loan, unused commitment fees on our senior secured revolving credit facility, or Revolving Credit Facility, and letter of credit fees.
Financing Activities From 2022 to 2023, net cash provided by financing activities decreased by $22.1 million, primarily due to the repurchase of common stock under our stock repurchase program of $14.9 million and an $8.2 million decrease in proceeds from the exercise of stock options, partially offset by a $1.4 million increase in proceeds from stock issued in connection with our employee stock purchase program.
From 2022 to 2023, net cash provided by financing activities decreased by $22.1 million, primarily due to the repurchase of common stock under our stock repurchase program of $14.9 million and an $8.2 million decrease in proceeds from the exercise of stock options, partially offset by a $1.4 million increase in proceeds from stock issued in connection with our employee stock purchase program.
Sales commissions on contract renewals are capitalized and amortized ratably over the contract term, with the exception of contracts with renewal periods that are one year or less, in which case the incremental costs are expensed as incurred.
Sales commissions on contract renewals are capitalized and amortized ratably over the contract term, with the exception of contracts with renewal periods that are one year or less, in which case the incremental costs are expensed as incurred.
We expect our sales and marketing expense to increase in absolute dollars annually and to be our largest operating expense category for the foreseeable future. However, as our revenue increases, we expect our sales and marketing expense to decrease as a percentage of our revenue over the long term.
We expect our sales and marketing expense to increase in absolute dollars annually and to be our largest operating expense category for the foreseeable future. However, as our revenue increases, we expect our sales and marketing expense to decrease as a percentage of our revenue in 2025 and over the long term.
We believe free cash flow is an important liquidity measure of the cash (if any) that is available, after purchases of property and equipment and capitalized software development costs, for investment in our business and to make acquisitions. We believe that free cash flow is useful as a liquidity measure because it measures our ability to generate or use cash.
We believe free cash flow is an important liquidity measure of the cash (if any) that is available, after purchases of property and equipment and capitalized software development costs, for investment in our business and to make acquisitions. We believe that free cash flow is useful as a liquidity measure because it measures our ability to generate cash.
Gross profit, or revenue less cost of revenue, and gross margin, or gross profit as a percentage of revenue, have been and will continue to be affected by various factors, including the timing of our acquisition of new customers and our 55 Table of Contents renewals of and follow-on sales to existing customers, the costs associated with operating our cloud-based platform, the extent to which we expand our customer support team and the extent to which we can increase the efficiency of our technology and infrastructure through technological improvements.
Gross profit, or revenue less cost of revenue, and gross margin, or gross profit as a percentage of revenue, have been and will continue to be affected by various factors, including the timing of our acquisition of new customers and our renewals of and follow-on sales to existing customers, the costs associated with operating our cloud-based platform, the extent to which we expand our customer support team and the extent to which we can increase the efficiency of our technology and infrastructure through technological improvements.
The following table presents our dollar-based net expansion rate: December 31, (in thousands) 2023 2022 2021 Dollar-based net expansion rate 111 % 117 % 117 % 52 Table of Contents Non-GAAP Income from Operations and Non-GAAP Operating Margin We use non-GAAP income from operations along with non-GAAP operating margin as key indicators of our financial performance.
The following table presents our dollar-based net expansion rate: 52 Table of Contents December 31, (in thousands) 2024 2023 2022 Dollar-based net expansion rate 108 % 111 % 117 % Non-GAAP Income from Operations and Non-GAAP Operating Margin We use non-GAAP income from operations along with non-GAAP operating margin as key indicators of our financial performance.
The assumptions used to estimate the fair value of the option awards reflect our best estimates. If any of the assumptions change significantly, stock-based compensation for future awards may differ significantly compared with the awards granted previously. The assumptions and estimates are as follows: • Fair Value of Common Stock. See “Valuations” discussion below. • Expected Term.
The assumptions used to estimate the fair value of the option awards reflect our best estimates. If any of the assumptions change significantly, stock-based compensation for future awards may differ significantly compared with the awards granted previously. The assumptions and estimates are as follows: • Fair Value of Common Stock. See Valuations below. • Expected Term.
(5) The tax impact of acquisitions in 2023 includes the deferred tax benefits of the Alsid acquisition and a reversal of deferred tax expense related to indefinite-lived intangible assets.
(5) The tax impact of acquisitions in 2024 includes the deferred tax benefits of the 2021 Alsid acquisition. The tax impact of acquisitions in 2023 includes the deferred tax benefits of the Alsid acquisition and a reversal of deferred tax expense related to indefinite-lived intangible assets.
At December 31, 2023, we were in compliance with the covenants and at December 31, 2023, we had $0.2 million of standby letters of credit outstanding under the Revolving Credit Facility.
At December 31, 2024, we were in compliance with the covenants and had $0.2 million of standby letters of credit outstanding under the Revolving Credit Facility.
December 31, 2023 2022 2021 Number of customers with $100,000 and greater in annual contract value at end of period 1,721 1,420 1,095 Dollar-Based Net Expansion Rate Our dollar-based net expansion rate reflects both our customer retention and ability to drive additional sales to our existing customers.
December 31, 2024 2023 2022 Number of customers with $100,000 and greater in annual contract value at end of period 1,988 1,721 1,420 Dollar-Based Net Expansion Rate Our dollar-based net expansion rate reflects both our customer retention and ability to drive additional sales to our existing customers.
Prior to our IPO, we did not raise any primary institutional capital, and the proceeds of our Series A and Series B redeemable convertible preferred stock financings were used to repurchase shares of capital stock from former stockholders. We have generated significant operating losses, as reflected by our accumulated deficit of $825.0 million at December 31, 2023.
Prior to our IPO, we did not raise any primary institutional capital, and the proceeds of our Series A and Series B redeemable convertible preferred stock financings were used to repurchase shares of capital stock from former stockholders. We have generated significant operating losses as reflected by our accumulated deficit of $861.3 million at December 31, 2024.
The fair value of the 2018 ESPP purchase rights were estimated on the offering or modification dates based on the following assumptions: Year Ended December 31, 2023 2022 2021 Expected term (in years) 0.5 — 2.0 0.5 — 2.0 0.5 — 2.0 Expected volatility 46.9% — 58.1% 42.8% — 61.0% 37.2% — 59.4% Risk-free interest rate 4.8% — 5.4% 0.1% — 3.4% 0.1% — 0.2% Expected dividend yield — — — 68 Table of Contents Business Combinations We account for business combinations by recognizing the fair value of acquired assets and liabilities.
The fair value of the 2018 ESPP purchase rights were estimated on the offering or modification dates based on the following assumptions: Year Ended December 31, 2024 2023 2022 Expected term (in years) 0.5 — 2.0 0.5 — 2.0 0.5 — 2.0 Expected volatility 31.9% — 51.4% 46.9% — 58.1% 42.8% — 61.0% Risk-free interest rate 3.8% — 5.1% 4.8% — 5.4% 0.1% — 3.4% Expected dividend yield — — — Business Combinations We account for business combinations by recognizing the fair value of acquired assets and liabilities.
We generally determine the fair value of acquired technology using the multi-period excess earnings method, a form of the income approach. Estimates in valuing identifiable intangible assets include, but are not limited to, projected revenue growth rates, obsolescence projections and an appropriate discount rate.
We generally determine the fair value of acquired technology using the multi-period excess earnings method, a form of the income approach. However, in certain situations we may use the cost approach. Estimates in valuing identifiable intangible assets include, but are not limited to, projected revenue growth rates, obsolescence projections and an appropriate discount rate.
The Term Loan bears interest at a rate of 2.75% per annum over SOFR, subject to a 0.50% floor, plus a credit spread adjustment depending on the interest period. From January to December 2023, interest rates on our Term Loan have been between 7.16% and 8.21%.
The Term Loan bears interest at a rate of 2.75% per annum over SOFR, subject to a 0.50% floor, plus a credit spread adjustment depending on the interest period. From January to December 2024, interest rates on our Term Loan have been between 7.44% and 8.22%.
This estimate may change over time. Professional services and other revenue is primarily comprised of advisory services and training related to the deployment and optimization of our products. These services do not result in significant customization of our products. Professional services and other revenue is recognized as the services are performed.
Professional services and other revenue is primarily comprised of advisory services and training related to the deployment and optimization of our products. These services do not result in significant customization of our products. Professional services and other revenue is recognized as the services are performed.
We may be subject to mandatory Term Loan prepayments related to the excess cash provisions in the Credit Agreement if our first lien net leverage ratio (as defined in the Credit Agreement) exceeds 3.5, and at December 31, 2023, our first lien net leverage ratio was 1.28.
We may be subject to mandatory Term Loan prepayments related to the excess cash provisions in the Credit Agreement if our first lien net leverage ratio (as defined in the Credit Agreement) exceeds 3.5. At December 31, 2024, our first lien net leverage ratio was 0.86.
(6) The tax impact of the intra-entity transfers is related to current tax expense based on the applicable Israeli tax rates resulting from our internal restructuring of Cymptom in 2022 and Indegy in 2021.
(6) The tax impact of the intra-entity transfer in 2024 is additional tax incurred related to the 2021 internal restructuring of Indegy. The tax impact of the intra-entity transfer in 2022 is related to current tax expense based on the applicable Israeli tax rates resulting from our internal restructuring of Cymptom.
At December 31, 2023, we had other non-cancellable purchase obligations of $26.1 million due in the next twelve months and $22.1 million due thereafter. Additionally, we had $8.3 million of unrecognized tax benefits and $1.4 million of asset retirement obligations, the timing of payments for which is uncertain.
At December 31, 2024, we had other non-cancellable purchase obligations of $24.5 million due in the next twelve months and $10.5 million due thereafter. Additionally, we had $8.5 million of unrecognized tax benefits and $1.4 million of asset retirement obligations, the timing of payments for which is uncertain.
Because of these and other limitations, you should consider calculated current billings along with revenue and our other GAAP financial results. 50 Table of Contents The following table presents a reconciliation of revenue, the most directly comparable financial measure calculated in accordance with GAAP, to calculated current billings: Year Ended December 31, (in thousands) 2023 2022 2021 Revenue $ 798,710 $ 683,191 $ 541,130 Deferred revenue (current), end of period 580,779 502,115 407,498 Deferred revenue (current), beginning of period (1) (506,192) (408,443) (331,462) Calculated current billings $ 873,297 $ 776,863 $ 617,166 _______________ (1) Deferred revenue (current), beginning of period for 2023, 2022 and 2021 includes $4.1 million, $0.9 million and $2.6 million, respectively, related to acquired deferred revenue.
Because of these and other limitations, you should consider calculated current billings along with revenue and our other GAAP financial results. 50 Table of Contents The following table presents a reconciliation of revenue, the most directly comparable financial measure calculated in accordance with GAAP, to calculated current billings: Year Ended December 31, (in thousands) 2024 2023 2022 Revenue $ 900,021 $ 798,710 $ 683,191 Deferred revenue (current), end of period 650,372 580,779 502,115 Deferred revenue (current), beginning of period (1) (580,887) (506,192) (408,443) Calculated current billings $ 969,506 $ 873,297 $ 776,863 _______________ (1) Deferred revenue (current), beginning of period for 2024, 2023 and 2022 includes $0.1 million, $4.1 million and $0.9 million, respectively, related to acquired deferred revenue.
The following table presents a reconciliation of loss from operations, the most directly comparable financial measure calculated in accordance with GAAP, to non-GAAP income from operations, and operating margin, the most directly comparable financial measure calculated in accordance with GAAP, to non-GAAP operating margin: Year Ended December 31, (dollars in thousands) 2023 2022 2021 Loss from operations $ (52,160) $ (67,815) $ (41,768) Stock-based compensation 145,327 120,633 79,405 Acquisition-related expenses 9,472 2,642 6,901 Restructuring 4,499 — — Costs related to intra-entity asset transfer (1) — 838 — Amortization of acquired intangible assets 13,859 11,372 6,447 Non-GAAP income from operations $ 120,997 $ 67,670 $ 50,985 Operating margin (7) % (10) % (8) % Non-GAAP operating margin 15 % 10 % 9 % ________________ (1) The costs related to the intra-entity asset transfer resulted from our internal restructuring of Cymptom.
The following table presents a reconciliation of loss from operations, the most directly comparable financial measure calculated in accordance with GAAP, to non-GAAP income from operations, and operating margin, the most directly comparable financial measure calculated in accordance with GAAP, to non-GAAP operating margin: Year Ended December 31, (dollars in thousands) 2024 2023 2022 Loss from operations $ (6,856) $ (52,160) $ (67,815) Stock-based compensation 163,515 145,327 120,633 Acquisition-related expenses 1,932 9,472 2,642 Restructuring 6,070 4,499 — Costs related to intra-entity asset transfer (1) — — 838 Amortization of acquired intangible assets 19,457 13,859 11,372 Non-GAAP income from operations $ 184,118 $ 120,997 $ 67,670 Operating margin (1) % (7) % (10) % Non-GAAP operating margin 20 % 15 % 10 % ________________ (1) The costs related to the intra-entity asset transfer resulted from our internal restructuring of Cymptom.
We believe that these non-GAAP measures provide important information because they facilitate comparisons of our core operating results over multiple periods. 53 Table of Contents The following table presents a reconciliation of net loss and net loss per share, the most comparable financial measures calculated in accordance with GAAP, to non-GAAP net income and non-GAAP earnings per share: Year Ended December 31, (in thousands, except for per share amounts) 2023 2022 2021 Net loss $ (78,284) $ (92,222) $ (46,677) Stock-based compensation 145,327 120,633 79,405 Tax impact of stock-based compensation (1) 2,017 2,103 617 Acquisition-related expenses (2) 9,472 2,642 6,901 Restructuring (2) 4,499 — — Costs related to intra-entity asset transfer (3) — 838 — Amortization of acquired intangible assets (4) 13,859 11,372 6,447 Tax impact of acquisitions (5) 265 (3,703) (10,560) Tax impact of intra-entity asset transfers (6) — 2,652 2,808 Non-GAAP net income $ 97,155 $ 44,315 $ 38,941 Net loss per share, diluted $ (0.68) $ (0.83) $ (0.44) Stock-based compensation 1.25 1.08 0.75 Tax impact of stock-based compensation (1) 0.02 0.02 0.01 Acquisition-related expenses (2) 0.08 0.02 0.06 Restructuring (2) 0.04 — — Costs related to intra-entity asset transfer (3) — 0.01 — Amortization of acquired intangible assets (4) 0.11 0.10 0.06 Tax impact of acquisitions (5) — (0.03) (0.10) Tax impact of intra-entity asset transfers (6) — 0.03 0.03 Adjustment to diluted earnings per share (7) (0.02) (0.02) (0.03) Non-GAAP earnings per share, diluted $ 0.80 $ 0.38 $ 0.34 Weighted-average shares used to compute GAAP net loss per share, diluted 115,408 111,321 106,387 Weighted-average shares used to compute non-GAAP earnings per share, diluted 120,714 117,534 114,825 ________________ (1) The tax impact of stock-based compensation is based on the tax treatment for the applicable tax jurisdictions.
We believe that these non-GAAP measures provide important information because they facilitate comparisons of our core operating results over multiple periods. 53 Table of Contents The following table presents a reconciliation of net loss and net loss per share, the most comparable financial measures calculated in accordance with GAAP, to non-GAAP net income and non-GAAP earnings per share: Year Ended December 31, (in thousands, except for per share amounts) 2024 2023 2022 Net loss $ (36,301) $ (78,284) $ (92,222) Stock-based compensation 163,515 145,327 120,633 Tax impact of stock-based compensation (1) 2,845 2,017 2,103 Acquisition-related expenses (2) 1,932 9,472 2,642 Restructuring (2) 6,070 4,499 — Costs related to intra-entity asset transfer (3) — — 838 Amortization of acquired intangible assets (4) 19,457 13,859 11,372 Tax impact of acquisitions (5) (161) 265 (3,703) Tax impact of intra-entity asset transfers (6) 1,232 — 2,652 Non-GAAP net income $ 158,589 $ 97,155 $ 44,315 Net loss per share, diluted $ (0.31) $ (0.68) $ (0.83) Stock-based compensation 1.38 1.25 1.08 Tax impact of stock-based compensation (1) 0.03 0.02 0.02 Acquisition-related expenses (2) 0.02 0.08 0.02 Restructuring (2) 0.05 0.04 — Costs related to intra-entity asset transfer (3) — — 0.01 Amortization of acquired intangible assets (4) 0.16 0.11 0.10 Tax impact of acquisitions (5) — — (0.03) Tax impact of intra-entity asset transfers (6) 0.01 — 0.03 Adjustment to diluted earnings per share (7) (0.05) (0.02) (0.02) Non-GAAP earnings per share, diluted $ 1.29 $ 0.80 $ 0.38 Weighted-average shares used to compute GAAP net loss per share, diluted 118,789 115,408 111,321 Weighted-average shares used to compute non-GAAP earnings per share, diluted 123,370 120,714 117,534 ________________ (1) The tax impact of stock-based compensation is based on the tax treatment for the applicable tax jurisdictions.
At December 31, 2023, we had deferred revenue of $750.5 million, of which $580.8 million was recorded as a current liability and is expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria are met.
At December 31, 2024, we had deferred revenue of $833.2 million, of which $650.4 million was recorded as a current liability and is expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria are met.
Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended December 31, (in thousands) 2023 2022 2021 Net cash provided by operating activities $ 149,855 $ 131,151 $ 96,765 Net cash used in investing activities (212,615) (128,039) (391,590) Net cash provided by financing activities 1,251 23,318 397,646 Effect of exchange rate changes on cash and cash equivalents and restricted cash (2,225) (3,835) (3,013) Net (decrease) increase in cash and cash equivalents and restricted cash $ (63,734) $ 22,595 $ 99,808 Operating Activities Our largest source of cash provided by operating activities is cash collections from sales of our products and services, as we typically invoice our customers in advance.
Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended December 31, (in thousands) 2024 2023 2022 Net cash provided by operating activities $ 217,476 $ 149,855 $ 131,151 Net cash used in investing activities (41,431) (212,615) (128,039) Net cash (used in) provided by financing activities (79,401) 1,251 23,318 Effect of exchange rate changes on cash and cash equivalents and restricted cash (5,129) (2,225) (3,835) Net increase (decrease) in cash and cash equivalents and restricted cash $ 91,515 $ (63,734) $ 22,595 Operating Activities Our largest source of cash provided by operating activities is cash collections from sales of our products and services, as we typically invoice our customers in advance.
Research and Development Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Research and development $ 153,163 $ 143,560 $ 9,603 7 % The increase in research and development expense of $9.6 million was primarily due to: • a $9.6 million increase in personnel costs, largely associated with an increase in headcount, including a $5.7 million increase in stock-based compensation and a $1.4 million decrease in capitalized software development costs; • a $4.8 million increase in third-party cloud infrastructure costs; • a $1.0 million increase in allocated overhead expenses; • a $0.5 million increase in travel and meeting costs; and 59 Table of Contents • a $0.4 million increase in depreciation expense; partially offset by • a $4.3 million decrease in costs for independent contractors; and • a $2.3 million increase in tax credits.
Research and Development Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Research and development $ 181,624 $ 153,163 $ 28,461 19 % The increase in research and development expense of $28.5 million was primarily due to: • a $21.3 million increase in personnel costs, largely associated with an increase in headcount, including a $10.4 million increase in stock-based compensation; • a $2.9 million increase in allocated overhead expenses; • a $1.7 million increase in third-party cloud infrastructure costs; • a $0.8 million decrease in tax credits; • a $0.6 million increase in travel and meeting costs; and 59 Table of Contents • a $0.5 million increase in software subscriptions.
Our principal uses of cash in recent periods have been funding our operations, expansion of our sales and marketing and research and development activities, investments in infrastructure, including the build-out of our new headquarters, and acquiring complementary businesses and technology. We paid $243.3 million and $66.8 million to acquire businesses in 2023 and 2022, respectively.
Our principal uses of cash in recent periods have been funding our operations, expansion of our sales and marketing and research and development activities, investments in infrastructure, acquiring complementary businesses and technology and repurchasing shares of our common stock. We paid $29.2 million, $243.3 million and $66.8 million to acquire businesses in 2024, 2023 and 2022, respectively.
In recognizing revenue, we apply the following steps: • Identify the contract with a customer • Identify the performance obligations in the contract • Determine the transaction price • Allocate the transaction price to the performance obligations in the contract • Recognize revenue when or as performance obligations are satisfied In situations where we enter into a contractual arrangement that includes non-standard terms and conditions, such as acceptance provisions and options to purchase additional products and services, as well as contract modifications, we apply judgment in identifying and assessing the impact on revenue recognition. 66 Table of Contents We generate revenue from subscription arrangements for our software and cloud-based solutions, perpetual licenses, maintenance associated with perpetual licenses and professional services and other revenue.
In recognizing revenue, we apply the following steps: • Identify the contract with a customer • Identify the performance obligations in the contract • Determine the transaction price • Allocate the transaction price to the performance obligations in the contract • Recognize revenue when or as performance obligations are satisfied In situations where we enter into a contractual arrangement that includes non-standard terms and conditions, such as acceptance provisions and options to purchase additional products and services, as well as contract modifications, we apply judgment in identifying and assessing the impact on revenue recognition.
We expect our gross profit to increase in absolute dollars but our gross margin may fluctuate from period to period depending on the interplay of all of these factors, particularly as it relates to cloud infrastructure costs, as we expect revenue from our cloud-based subscriptions to increase as a percentage of revenue.
We expect our gross profit to increase in absolute dollars but our gross margin may fluctuate from period to period depending on the interplay of all of these factors, particularly as it relates to cloud infrastructure costs, as we expect revenue from our cloud-based subscriptions to increase as a percentage of revenue. 55 Table of Contents Operating Expenses Our operating expenses consist of sales and marketing, research and development, general and administrative and restructuring expenses.
We sell and market our products and services through our field sales force that works closely with our channel partners, which includes a network of distributors and resellers, in developing sales opportunities.
We sell and market our products and services through our field sales force that works closely with our channel network of distributors, resellers and managed security service providers (MSSPs), in developing sales opportunities.
Provision for Income Taxes Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Provision for income taxes $ 10,883 $ 6,933 $ 3,950 (57) % In 2023, the provision for income taxes included: • $5.8 million of income taxes in foreign jurisdictions in which we conduct business; • $5.3 million of discrete expenses primarily related to withholding taxes on sales to customers; partially offset by • $0.2 million of deferred tax benefits related to the Alsid acquisition.
In 2023, the provision for income taxes included: • $5.8 million of income taxes in foreign jurisdictions in which we conduct business; and • $5.3 million of discrete expenses primarily related to withholding taxes on sales to customers; partially offset by • $0.2 million of deferred tax benefits related to the Alsid acquisition.
Liquidity and Capital Resources At December 31, 2023, we had $237.1 million of cash and cash equivalents, which consisted of bank deposits and money market funds, and $236.8 million of short-term investments, which consisted of commercial paper, asset backed securities, certificates of deposit, U.S. Treasury and agency obligations, and corporate and supranational bonds.
Liquidity and Capital Resources At December 31, 2024, we had $328.6 million of cash and cash equivalents, which consisted of bank deposits and money market funds, and $248.5 million of short-term investments, which consisted of commercial paper, asset backed securities, U.S. Treasury and agency obligations and corporate and Yankee bonds.
When the critical utility of our software does not depend on ongoing updates, we recognize revenue attributable to the license at the time of delivery and the revenue attributable to the maintenance and support ratably over the contract period. Our perpetual licenses are generally sold with one or more years of maintenance, which includes ongoing software updates.
When the critical utility of our software does not depend on ongoing updates, we recognize revenue attributable to the license at the time of delivery and the revenue attributable to the maintenance and support ratably over the contract period.
Cost of Revenue, Gross Profit and Gross Margin Cost of revenue includes personnel costs related to our technical support group that provides assistance to customers, including salaries, benefits, bonuses, payroll taxes, stock-based compensation and any severance.
We expect longer purchasing and approval phases of our sales cycle to continue in 2025. Cost of Revenue, Gross Profit and Gross Margin Cost of revenue includes personnel costs related to our technical support group that provides assistance to customers, including salaries, benefits, bonuses, payroll taxes, stock-based compensation and any ordinary course severance.
Our estimate of fair value is based upon assumptions we believe to be reasonable, but which are inherently uncertain and, as a result, actual results may differ from estimates. During the measurement period, we may make adjustments to the fair value of assets acquired and liabilities assumed, with offsetting adjustments to goodwill.
Our estimate of fair value is based upon assumptions we believe to be reasonable, but which are inherently uncertain and, as a result, actual results may differ from estimates.
Even though we generated positive cash flows from operations and free cash flow in 2023, 2022 and 2021, we may not be able to sustain these cash flows.
We expect to continue incurring operating losses in the near term. Even though we generated positive cash flows from operations and free cash flow in 2024, 2023 and 2022, we may not be able to sustain these cash flows.
If we are unable to raise additional capital when desired, or if we cannot expand our operations or otherwise capitalize on our business opportunities because we lack sufficient capital, our business, operating results and financial condition would be adversely affected. 64 Table of Contents Stock Repurchase Plan In November 2023, our Board of Directors authorized the repurchase of up to $100 million of our common stock.
If we are unable to raise additional 61 Table of Contents capital when desired, or if we cannot expand our operations or otherwise capitalize on our business opportunities because we lack sufficient capital, our business, operating results and financial condition would be adversely affected.
Contractual Obligations We have certain contractual obligations for future payments. See Note 7 to our Consolidated Financial Statements in this Annual Report on Form 10-K for our required operating lease payments and Note 9 for our required payments to Microsoft and Amazon Web Services for cloud services.
Contractual Obligations We have certain contractual obligations for future payments. See Note 7 to our consolidated financial statements for our required operating lease payments and Note 9 for our required payments to Microsoft and AWS for cloud services.
Operating Expenses Sales and Marketing Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Sales and marketing $ 393,450 $ 349,430 $ 44,020 13 % The increase in sales and marketing expense of $44.0 million was primarily due to: • a $22.9 million increase in personnel costs, related to an increase in headcount, including an $11.9 million increase in stock-based compensation; • a $9.8 million increase in expenses for demand generation programs, including advertising, sponsorships, and brand awareness efforts; • a $9.3 million increase in selling expenses, including travel and meeting costs and software subscription costs; • a $1.6 million increase in allocated overhead expenses; and • a $0.3 million increase in depreciation expense.
Operating Expenses Sales and Marketing Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Sales and marketing $ 395,385 $ 393,450 $ 1,935 — % The increase in sales and marketing expense of $1.9 million was primarily due to: • a $4.7 million increase in sales commissions; • a $2.8 million increase in allocated overhead expenses; • a $2.2 million increase in expenses for demand generation programs, including advertising, sponsorships, and brand awareness efforts; and • a $0.2 million increase in selling expenses, including travel and meeting costs and software subscription costs; partially offset by • a $7.6 million decrease in personnel costs, net of a $1.4 million increase in stock-based compensation; and • a $0.4 million decrease in depreciation expense.
Term Loan and Revolving Credit Facility In July 2021, we entered into a credit agreement, or the Credit Agreement, which is comprised of a $375.0 million Term Loan and a $50.0 million Revolving Credit Facility, with a $15.0 million letter of credit sublimit. On June 1, 2023, we began using SOFR for the base interest rate instead of LIBOR.
Term Loan and Revolving Credit Facility In July 2021, we entered into a credit agreement, or the Credit Agreement, which is comprised of a $375.0 million Term Loan and a $50.0 million Revolving Credit Facility, with a $15.0 million letter of credit sublimit.
Stock-Based Compensation Stock-based compensation expense related to stock options, restricted stock, restricted stock units, or RSUs, and purchase rights issued under our 2018 Employee Stock Purchase Plan, or the 2018 ESPP, is calculated based on the fair value of the awards granted and is recognized on a straight-line basis over the requisite service period, which is generally two to four years.
While we believe that the estimates we have made are reasonable and appropriate, different assumptions and estimates could materially impact our reported financial results. 64 Table of Contents Stock-Based Compensation Stock-based compensation expense related to stock options, restricted stock, restricted stock units, or RSUs, and purchase rights issued under our 2018 Employee Stock Purchase Plan, or the 2018 ESPP, is calculated based on the fair value of the awards granted and is recognized on a straight-line basis over the requisite service period, which is generally two to four years.
Revenue for sales through our channel network, which is fixed, is recorded net of any distributor or reseller margin. 67 Table of Contents Deferred Commissions Sales commissions, including related incremental fringe benefit costs, are considered to be incremental costs of obtaining a contract, and therefore are deferred over an estimated period of benefit, which ranges between three and four years for subscription arrangements and five years for perpetual license arrangements.
Deferred Commissions Sales commissions, including related incremental fringe benefit costs, are considered to be incremental costs of obtaining a contract, and therefore are deferred over an estimated period of benefit, which ranges between three and four years for subscription arrangements and five years for perpetual license arrangements.
International revenue increased $59.9 million, or 20%. 58 Table of Contents Cost of Revenue, Gross Profit and Gross Margin Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Cost of revenue $ 183,577 $ 154,789 $ 28,788 19 % Gross profit 615,133 528,402 86,731 16 % Gross margin 77 % 77 % The increase in cost of revenue of $28.8 million was primarily due to: • a $12.2 million increase in personnel costs, primarily due to support for cloud-based products and an increase in headcount, including a $2.9 million increase in stock-based compensation; • a $10.3 million increase in third-party cloud infrastructure costs; • a $2.5 million increase in the amortization of acquired intangible assets; • a $1.8 million increase in depreciation and amortization; • a $0.7 million increase in allocated overhead expenses; • a $0.5 million increase in subscription costs; and • a $0.3 million increase in professional fees.
International revenue increased $57.3 million, or 16%. 58 Table of Contents Cost of Revenue, Gross Profit and Gross Margin Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Cost of revenue $ 199,668 $ 183,577 $ 16,091 9 % Gross profit 700,353 615,133 85,220 14 % Gross margin 78 % 77 % The increase in cost of revenue of $16.1 million was primarily due to: • a $5.6 million increase in amortization of acquired intangible assets; • a $3.5 million increase in third-party cloud infrastructure costs; • a $2.2 million increase in professional fees; • a $1.7 million increase in personnel costs, including a $1.4 million increase in stock-based compensation; • a $1.1 million increase in depreciation and amortization; • a $0.8 million increase in allocated overhead expenses; and • a $0.8 million increase in subscription costs.
We expect our general and administrative expense to continue to increase in absolute dollars and decrease as a percentage of our revenue over the long term, although our general and administrative expense may fluctuate from period to period due to the timing and extent of these expenses. 56 Table of Contents Restructuring Restructuring expenses consist of non-ordinary course severance, employee related benefits and other charges to reorganize business operations.
We expect our general and administrative expense to continue to increase in absolute dollars and decrease as a percentage of our revenue over the long term, although our general and administrative expense may fluctuate from period to period due to the timing and extent of these expenses.
As we intend to continue to reinvest the earnings of foreign subsidiaries indefinitely, we have not provided for a U.S. income tax liability and foreign withholding taxes on undistributed foreign earnings of foreign subsidiaries.
As we intend to continue to reinvest the earnings of foreign subsidiaries indefinitely, we have not provided for a U.S. income tax liability and foreign withholding taxes on undistributed foreign earnings of foreign subsidiaries. Recently Issued Accounting Pronouncements See Note 1 to our consolidated financial statements for more information regarding recently issued accounting pronouncements.
We expect to maintain this full valuation allowance for the foreseeable future as it is more likely than not that some or all of those deferred tax assets may not be realized based on our history of losses. 57 Table of Contents Results of Operations The following tables set forth our consolidated results of operations for the periods presented: Year Ended December 31, (in thousands) 2023 2022 2021 Revenue $ 798,710 $ 683,191 $ 541,130 Cost of revenue (1) 183,577 154,789 106,396 Gross profit 615,133 528,402 434,734 Operating expenses: Sales and marketing (1) 393,450 349,430 270,158 Research and development (1) 153,163 143,560 116,432 General and administrative (1) 116,181 103,227 89,912 Restructuring 4,499 — — Total operating expenses 667,293 596,217 476,502 Loss from operations (52,160) (67,815) (41,768) Interest income 24,700 6,284 606 Interest expense (31,339) (19,001) (7,502) Other expense, net (8,602) (4,757) (1,965) Loss before income taxes (67,401) (85,289) (50,629) Provision (benefit) for income taxes 10,883 6,933 (3,952) Net loss $ (78,284) $ (92,222) $ (46,677) _______________ (1) Includes stock-based compensation expense as follows: Year Ended December 31, (in thousands) 2023 2022 2021 Cost of revenue $ 11,247 $ 8,369 $ 4,446 Sales and marketing 61,322 49,383 29,410 Research and development 37,225 31,499 20,593 General and administrative 35,533 31,382 24,956 Total stock-based compensation expense $ 145,327 $ 120,633 $ 79,405 Comparison of 2023 and 2022 Revenue Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Subscription revenue $ 725,013 $ 612,510 $ 112,503 18 % Perpetual license and maintenance revenue 48,729 50,699 (1,970) (4) % Professional services and other revenue 24,968 19,982 4,986 25 % Revenue $ 798,710 $ 683,191 $ 115,519 17 % The increase in revenue of $115.5 million included $125.9 million from existing customers as of January 1, 2023 net of a decrease from new customers of $10.4 million as compared to the prior year.
We expect to maintain this full valuation allowance for the foreseeable future as it is more likely than not that some or all of those deferred tax assets may not be realized based on our history of losses. 57 Table of Contents Results of Operations The following tables set forth our consolidated results of operations for the periods presented: Year Ended December 31, (in thousands) 2024 2023 2022 Revenue $ 900,021 $ 798,710 $ 683,191 Cost of revenue (1) 199,668 183,577 154,789 Gross profit 700,353 615,133 528,402 Operating expenses: Sales and marketing (1) 395,385 393,450 349,430 Research and development (1) 181,624 153,163 143,560 General and administrative (1) 124,130 116,181 103,227 Restructuring 6,070 4,499 — Total operating expenses 707,209 667,293 596,217 Loss from operations (6,856) (52,160) (67,815) Interest income 23,325 24,700 6,284 Interest expense (31,920) (31,339) (19,001) Other expense, net (3,435) (8,602) (4,757) Loss before income taxes (18,886) (67,401) (85,289) Provision for income taxes 17,415 10,883 6,933 Net loss $ (36,301) $ (78,284) $ (92,222) _______________ (1) Includes stock-based compensation expense as follows: Year Ended December 31, (in thousands) 2024 2023 2022 Cost of revenue $ 12,677 $ 11,247 $ 8,369 Sales and marketing 62,727 61,322 49,383 Research and development 47,656 37,225 31,499 General and administrative 40,455 35,533 31,382 Total stock-based compensation expense $ 163,515 $ 145,327 $ 120,633 Comparison of 2024 and 2023 Revenue Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Subscription revenue $ 824,659 $ 725,013 $ 99,646 14 % Perpetual license and maintenance revenue 47,774 48,729 (955) (2) % Professional services and other revenue 27,588 24,968 2,620 10 % Revenue $ 900,021 $ 798,710 $ 101,311 13 % The increase in revenue of $101.3 million included $101.1 million from existing customers as of January 1, 2024 and $0.2 million from new customers.
Operating expenses also include depreciation and amortization as well as allocated overhead costs, including IT and facilities costs. Sales and Marketing Sales and marketing expense consists of personnel costs, sales commissions, marketing programs, travel and entertainment, expenses for conferences, meetings and events and allocated overhead costs.
Sales and Marketing Sales and marketing expense consists of personnel costs, sales commissions, marketing programs, travel and entertainment, expenses for conferences, meetings and events and allocated overhead costs.
Any adjustments made after the measurement period will be reflected in the consolidated statements of operations. Acquisition-related costs are expensed as incurred. Goodwill The excess purchase consideration over the fair value of acquired assets and liabilities is recorded as goodwill.
During the measurement period, we may make adjustments to the fair value of assets acquired and liabilities assumed, with offsetting adjustments to goodwill. 65 Table of Contents Any adjustments made after the measurement period will be reflected in the consolidated statements of operations. Acquisition-related costs are expensed as incurred.
General and Administrative Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) General and administrative $ 116,181 $ 103,227 $ 12,954 13 % The increase in general and administrative expense of $13.0 million was primarily due to: • a $5.6 million increase in personnel costs, largely associated with an increase in headcount, including a $4.2 million increase in stock-based compensation; • a $3.5 million increase in acquisition-related expenses; • a $2.1 million increase in professional fees; • a $1.1 million increase in indirect taxes such as VAT, GST and other; • a $0.9 million increase in bank charges; and • a $0.5 million increase in travel and meeting costs; partially offset by • a $0.8 million decrease in costs related to intra-entity asset transfers.
General and Administrative Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) General and administrative $ 124,130 $ 116,181 $ 7,949 7 % The increase in general and administrative expense of $7.9 million was primarily due to: • an $8.6 million increase in personnel costs, largely associated with an increase in headcount, including a $4.9 million increase in stock-based compensation; • a $5.1 million increase in professional fees; and • a $0.9 million increase in software subscriptions; partially offset by • a $4.2 million decrease in acquisition-related expenses; and • a $2.6 million decrease in allocated overhead expenses.
Deferred tax assets and liabilities are measured using the tax rates that are expected to apply to taxable income for the years in which those tax assets and liabilities are expected to be realized or settled.
We have elected to treat taxes related to Global Intangible Low Taxed Income, or GILTI, as a period cost. Deferred tax assets and liabilities are measured using the tax rates that are expected to apply to taxable income for the years in which those tax assets and liabilities are expected to be realized or settled.
The Revolving Credit Facility bears interest at a rate, depending on first lien net leverage, ranging from 2.00% to 2.50% over SOFR and matures on July 7, 2026.
The Revolving Credit Facility bears interest at a rate, depending on first lien net leverage, ranging from 2.00% to 2.50% over SOFR and matures on July 7, 2026. We pay a commitment fee during the term ranging from 0.25% to 0.375% per annum of the average daily undrawn portion of our Revolving Credit Facility.
Perpetual License and Maintenance Revenue Our perpetual licenses are generally sold with one or more years of maintenance, which include ongoing software updates and the ongoing ability to identify the latest cybersecurity vulnerabilities.
Perpetual License and Maintenance Revenue Our perpetual licenses are generally sold with one or more years of maintenance that include ongoing software updates to identify the latest cybersecurity vulnerabilities, which provide critical utility to the software. We recognize perpetual license revenue over a five-year estimated economic life of the expected customer contract.
New enterprise platform customers represent new customer logos during the periods presented and do not include customer conversions from Tenable Nessus Expert to enterprise platforms. (2) The number of new enterprise platform customers added in 2023 and 2021 include 104 and 95 legacy customers, respectively, of companies we acquired.
New enterprise platform customers represent new customer logos during the periods presented and do not include customer conversions from Tenable Nessus Expert to enterprise platforms.
The following table presents a reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP, to free cash flow: Year Ended December 31, (in thousands) 2023 2022 2021 Net cash provided by operating activities $ 149,855 $ 131,151 $ 96,765 Purchases of property and equipment (1,704) (9,359) (3,887) Capitalized software development costs (7,052) (9,789) (2,674) Free cash flow (1) $ 141,099 $ 112,003 $ 90,204 _______________ (1) Free cash flow for the periods presented was impacted by: Year Ended December 31, (in thousands) 2023 2022 2021 Cash paid for interest and other financing costs $ 34,323 $ 16,047 $ 4,978 Employee stock purchase plan activity 1,077 837 (283) Acquisition-related expenses (9,336) (2,655) (6,464) Costs related to intra-entity asset transfers — (838) — Tax payment on intra-entity asset transfers — (2,697) (2,808) Capital expenditures related to new headquarters — — (928) Free cash flow in 2022 was benefited by approximately $8 million from prepayments of software subscription costs, insurance and rent made in prior quarters. 51 Table of Contents Customer Metrics We believe that our customer base provides a significant opportunity to expand sales of our enterprise platform offerings.
The following table presents a reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP, to free cash flow: Year Ended December 31, (in thousands) 2024 2023 2022 Net cash provided by operating activities $ 217,476 $ 149,855 $ 131,151 Purchases of property and equipment (4,247) (1,704) (9,359) Capitalized software development costs (6,451) (7,052) (9,789) Free cash flow $ 206,778 $ 141,099 $ 112,003 Free cash flow for the periods presented was impacted by: Year Ended December 31, (in thousands) 2024 2023 2022 Cash paid for interest and other financing costs (1) $ (30,977) $ (34,323) $ (16,047) Employee stock purchase plan activity (1,016) 1,077 837 Acquisition-related expenses (1,496) (9,336) (2,655) Restructuring (5,911) — — Costs related to intra-entity asset transfers — — (838) Tax payment on intra-entity asset transfers (1) (1,232) — (2,697) 51 Table of Contents _______________ (1) Th e tax payment on intra-entity asset transfer in 2024 includes $0.3 million of interest that is included in cash paid for interest and other financing costs.
All of these products are also offered as standalone solutions, alongside Nessus. Our platform offerings are primarily sold on a subscription basis with a one-year term. Our subscription terms are generally not longer than three years. These offerings are typically prepaid in advance. To a lesser extent, we recognize revenue ratably from perpetual licenses and from the related ongoing maintenance.
Our products, including Nessus are also offered on a standalone basis. Our platform offerings are primarily sold on a subscription basis with a one-year term. Our subscription terms are generally not longer than three years. These offerings are typically prepaid in advance.
These services do not result in significant customization of our products. Professional services and other revenue is recognized as the services are performed. Contracts with Multiple Performance Obligations In cases where our contracts with customers contain multiple performance obligations, the contract transaction price is allocated on a relative standalone selling price basis.
Contracts with Multiple Performance Obligations In cases where our contracts with customers contain multiple performance obligations, the contract transaction price is allocated on a relative standalone selling price basis. We typically determine standalone selling price based on observable selling prices of our products and services.
Tenable One builds on the speed and breadth of vulnerability coverage from Tenable Research and adds aggregated exposure view analytics, guidance on mitigating attack pathways and a centralized asset inventory. Tenable One incorporates Tenable Vulnerability Management, Tenable Web App Scanning, Tenable Lumin, Tenable Cloud Security, Tenable Identity Exposure, Tenable Attack Surface Management, Tenable Security Center and Tenable OT Security.
Tenable One builds on the speed and breadth of vulnerability coverage from our research team of cybersecurity and data science experts, or Tenable Research, and adds aggregated exposure view analytics, guidance on mitigating attack pathways and a centralized asset inventory.
We have recorded deferred tax assets for which a full valuation allowance has been provided, including net operating loss carryforwards and tax credits.
Provision for Income Taxes Provision for income taxes consists of income taxes in all jurisdictions in which we conduct business and the related withholding taxes on sales with customers. We have recorded deferred tax assets for which a full valuation allowance has been provided, including net operating loss carryforwards and tax credits.
Sales through our channel partner network of distributors and resellers are generally discounted as compared to the price that we would sell to an end user.
We have not historically experienced significant incidents affecting the ability to meet these service level commitments and any estimated refunds related to these agreements have not been material. Sales through our channel partner network of distributors and resellers are generally discounted as compared to the price that we would sell to an end user.
Operating Expenses Our operating expenses consist of sales and marketing, research and development, general and administrative expenses and restructuring expenses. Personnel costs are the most significant component of operating expenses and consist of salaries, benefits, bonuses, payroll taxes, stock-based compensation and ordinary course severance.
Personnel costs are the most significant component of operating expenses and consist of salaries, benefits, bonuses, payroll taxes, stock-based compensation and ordinary course severance. Operating expenses also include depreciation and amortization as well as allocated overhead costs, including IT and facilities costs.
We perform our annual impairment assessment on October 1, or more frequently, when events or circumstances indicate impairment may have occurred.
Goodwill The excess purchase consideration over the fair value of acquired assets and liabilities is recorded as goodwill. We perform our annual impairment assessment on October 1, or more frequently, when events or circumstances indicate impairment may have occurred.
Subscription Revenue Our subscription arrangements generally have annual or multi-year contractual terms and allow customers to use our software or cloud solutions.
We generate revenue from subscription arrangements for our software and cloud-based solutions, perpetual licenses, maintenance associated with perpetual licenses and professional services and other revenue. 63 Table of Contents Subscription Revenue Our subscription arrangements generally have annual or multi-year contractual terms and allow customers to use our software or cloud solutions.
Provision (Benefit) for Income Taxes Year Ended December 31, Change (dollars in thousands) 2022 2021 ($) (%) Provision (benefit) for income taxes $ 6,933 $ (3,952) $ 10,885 (275) % In 2022, the provision for income taxes included: • $4.8 million of income taxes in foreign jurisdictions in which we conduct business; • $3.9 million of discrete expenses primarily related to withholding taxes on sales to customers; and • $2.7 million of current expense from the restructuring of our research and development operations in Israel; partially offset by • a $2.5 million benefit from releasing a valuation allowance related to the Bit Discovery acquisition; • $1.2 million of deferred tax benefits related to the Alsid acquisition; and • $0.8 million of discrete benefits.
Provision for Income Taxes Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Provision for income taxes $ 17,415 $ 10,883 $ 6,532 60 % In 2024, the provision for income taxes included: • $6.9 million of discrete expenses primarily related to withholding taxes on sales to customers; 60 Table of Contents • $6.2 million of income taxes in foreign jurisdictions in which we conduct business; • $3.3 million related to Base Erosion and Anti-Abuse Tax, or BEAT; and • $1.2 million of additional tax incurred related to the 2021 restructuring of Indegy; partially offset by • $0.2 million of deferred tax benefits related to the Alsid acquisition.
The following tables summarize key components of our customer base: Year Ended December 31, 2023 2022 2021 Number of new enterprise platform customers added in period (1)(2) 1,788 2,078 1,882 _______________ (1) We define an enterprise platform customer as a customer that has licensed Tenable One, Tenable Venerability Management, Tenable Cloud Security, Tenable Identity Exposure, Tenable OT Security or Tenable Security Center for an annual amount of $5,000 or greater.
We define an enterprise platform customer as a customer that has licensed Tenable One, Tenable Vulnerability Management, Tenable Cloud Security, Tenable Identity Exposure, Tenable OT Security or Tenable Security Center for an annual amount of $5,000 or greater.
The $12.3 million increase in interest expense was primarily due 60 Table of Contents to an increase in the variable rate of our Term Loan. The $3.8 million increase in other expense, net was primarily due to $5.6 million of impairment losses on our SAFE investments partially offset by a decrease in foreign exchange losses.
The $5.2 million decrease in other expense, net was primarily due to $5.6 million of impairment losses on our simple agreements for future equity, or SAFE, investments in 2023 and a $1.5 million gain on the conversion of a SAFE investment to an investment in preferred stock in 2024, partially offset by a $1.9 million increase in foreign exchange losses.
Our subscription arrangements generally have annual or multi-year contractual terms to use our software or cloud-based solutions, including ongoing software updates during the contractual period.
We begin to recognize revenue when control of our software or services is transferred to the customer, which for sales made through our channel network is typically concurrent with the transfer to the end user. Our subscription arrangements generally have annual or multi-year contractual terms to use our software or cloud-based solutions, including ongoing software updates during the contractual period.
Interest Income, Interest Expense and Other Expense, Net Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Interest income $ 24,700 $ 6,284 $ 18,416 293 % Interest expense (31,339) (19,001) (12,338) 65 % Other expense, net (8,602) (4,757) (3,845) 81 % The $18.4 million increase in interest income was due to a higher interest rate on an increased average amount of cash and cash equivalents and short-term investments.
Interest Income, Interest Expense and Other Expense, Net Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Interest income $ 23,325 $ 24,700 $ (1,375) (6) % Interest expense (31,920) (31,339) (581) 2 % Other expense, net (3,435) (8,602) 5,167 (60) % The $1.4 million decrease in interest income was primarily due to lower interest rates on our cash and cash equivalents and short-term investments.
Our cash flows from operating activities were $149.9 million, $131.2 million and $96.8 million in 2023, 2022 and 2021, respectively. 49 Table of Contents Financial Highlights Below are our key financial results: Year Ended December 31, (in thousands, except per share data) 2023 2022 2021 Revenue $ 798,710 $ 683,191 $ 541,130 Loss from operations (52,160) (67,815) (41,768) Net loss (78,284) (92,222) (46,677) Net loss per share, basic and diluted (0.68) (0.83) (0.44) Net cash provided by operating activities 149,855 131,151 96,765 Purchases of property and equipment (1,704) (9,359) (3,887) Capitalized software development costs (7,052) (9,789) (2,674) Key Operating and Financial Metrics To supplement our consolidated financial statements, which are prepared and presented in accordance with GAAP, we use and monitor the following operating and financial metrics, which include non-GAAP financial measures, to understand and evaluate our core operating and financial performance.
We typically use a two-tiered channel model whereby we sell our enterprise platform offerings to our distributors, who in turn sell to our resellers, who then sell to end users, who we call customers. 49 Table of Contents Financial Highlights Below are our key financial results: Year Ended December 31, (in thousands, except per share data) 2024 2023 2022 Revenue $ 900,021 $ 798,710 $ 683,191 Loss from operations (6,856) (52,160) (67,815) Net loss (36,301) (78,284) (92,222) Net loss per share, basic and diluted (0.31) (0.68) (0.83) Net cash provided by operating activities 217,476 149,855 131,151 Purchases of property and equipment (4,247) (1,704) (9,359) Capitalized software development costs (6,451) (7,052) (9,789) Recurring revenue, which includes revenue from subscription arrangements for software (both recognized ratably over the subscription term and upon delivery) and cloud-based solutions and maintenance associated with perpetual licenses, represented 96% of revenue in 2024 and 95% of revenue in 2023 and 2022.
While we believe that the estimates we have made are reasonable and appropriate, different assumptions and estimates could materially impact our reported financial results.
We have estimated the five-year economic life of perpetual license contracts based on historical contract attrition, expected renewal periods, the lifecycle of the our technology and other factors. While we believe that the estimates we have made are reasonable and appropriate, different assumptions and estimates could impact our financial results.
We may in the future enter into arrangements to acquire or invest in other complementary businesses, services and technologies, including intellectual property rights. We expect to continue incurring operating losses in the near term.
In February 2025, we acquired Vulcan Cyber Ltd., or Vulcan Cyber, for approximately $148 million in cash and $2 million of restricted stock units (RSUs) that vest over a future period. We expect to enter into arrangements to acquire or invest in other complementary businesses, services and technologies, including intellectual property rights, in the future.
We typically determine standalone selling price based on observable selling prices of our products and services. Variable Consideration We record revenue from sales at the net sales price, which is the transaction price, including estimates of variable consideration when applicable.
Variable Consideration We record revenue from sales at the net sales price, which is the transaction price, including estimates of variable consideration when applicable. Certain of our customers may be entitled to receive credits and in certain circumstances, refunds, if service level commitments are not met.
Other expense, net consists primarily of foreign currency remeasurement and transaction gains and losses and impairment losses related to our non-marketable simple agreements for future equity ("SAFE") investments. Provision (Benefit) for Income Taxes Provision (benefit) for income taxes consists of income taxes in all foreign jurisdictions in which we conduct business and the related withholding taxes on sales with customers.
Other expense, net consists primarily of foreign currency remeasurement and transaction gains and losses and any realized and unrealized gains and losses, including impairment losses and gains related to our non-marketable investments.
While we believe that the estimates we have made are reasonable and appropriate, different assumptions and estimates could materially impact our reported financial results. Professional Services and Other Revenue Professional services and other revenue is primarily comprised of advisory services and training related to the deployment and optimization of our products.
Professional Services and Other Revenue Professional services and other revenue is primarily comprised of advisory services and training related to the deployment and optimization of our products. These services do not result in significant customization of our products. Professional services and other revenue is recognized as the services are performed.
The $11.5 million increase in interest expense was primarily related to interest expense for our Term Loan entered into in July 2021. The $2.8 million increase in other expense, net was primarily due to an increase in foreign exchange losses.
The $0.6 million increase in interest expense was primarily due to an increase in the variable rate of our Term Loan.
Restructuring Year Ended December 31, Change (dollars in thousands) 2023 2022 ($) (%) Restructuring $ 4,499 $ — $ 4,499 100 % The $4.5 million in restructuring includes non-ordinary course severance and employee related benefits related to the optimization of our go-to-market efforts, including reducing our reliance on sales specialists and streamlining layers of management.
Restructuring Year Ended December 31, Change (dollars in thousands) 2024 2023 ($) (%) Restructuring $ 6,070 $ 4,499 $ 1,571 35 % The increase in restructuring of $1.6 million was due to a $4.5 million non-cash impairment of leasehold improvements and furniture and fixtures that was recorded in connection with the sublease of a portion of our headquarters in 2024, net of a decrease of $2.9 million in non-ordinary course severance and employee-related benefits.
From 2021 to 2022, net cash provided by financing activities decreased by $374.3 million, primarily due to the net proceeds from the issuance of our Credit Facility in 2021 of $365.7 million, a decrease of $6.5 million in the proceeds from the exercise of stock options and $3.8 million of principal payments made on our Term Loan in 2022, partially offset by a $1.1 million increase in proceeds from stock issued in connection with our employee stock purchase plan.
Financing Activities From 2023 to 2024, net cash used in financing activities increased by $80.7 million, primarily due to an $85.0 million increase in the repurchase of common stock under our stock repurchase program partially offset by a $4.6 million increase in proceeds from the exercise of stock options.