Biggest change(Benefit from) provision for Income Taxes (Benefit from) provision for income taxes consists primarily of income taxes related to federal, state, and foreign jurisdictions where we conduct business. 49 Table of Contents Results of Operations The following tables set forth selected consolidated statements of operations data and such data as a percentage of revenue for each of the fiscal years indicated: Year Ended January 31, 2022 2021 2020 (in thousands) Revenue $ 4,099,864 $ 2,651,368 $ 622,658 Cost of revenue (1) 1,054,554 821,989 115,396 Gross profit 3,045,310 1,829,379 507,262 Operating expenses: Research and development (1) 362,990 164,080 67,079 Sales and marketing (1) 1,135,959 684,904 340,646 General and administrative (1) 482,770 320,547 86,841 Total operating expenses 1,981,719 1,169,531 494,566 Income from operations 1,063,591 659,848 12,696 Gains on strategic investments, net 43,761 2,538 — Other (expense) income, net (5,720) 15,648 13,666 Income before (benefit from) provision for income taxes 1,101,632 678,034 26,362 (Benefit from) provision for income taxes (274,007) 5,718 1,057 Net income $ 1,375,639 $ 672,316 $ 25,305 (1) Includes stock-based compensation expense as follows: Cost of revenue $ 69,612 $ 34,960 $ 7,860 Research and development 113,000 50,161 11,645 Sales and marketing 229,297 146,377 41,465 General and administrative 65,378 44,320 12,139 Total stock-based compensation expense $ 477,287 $ 275,818 $ 73,109 Year Ended January 31, 2022 2021 2020 (as a percentage of revenue) Revenue 100 % 100 % 100 % Cost of revenue 26 31 19 Gross profit 74 69 81 Operating expenses: Research and development 8 6 11 Sales and marketing 27 26 55 General and administrative 12 12 13 Total operating expenses 47 44 79 Income from operations 27 25 2 Gains on strategic investments, net 1 — — Other (expense) income, net 0 1 2 Income before (benefit from) provision for income taxes 28 26 4 (Benefit from) provision for income taxes (6) 1 0 Net income 34 % 25 % 4 % 50 Table of Contents Comparison of Fiscal Years Ended January 31, 2022 and 2021 Revenue Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Revenue $ 4,099,864 $ 2,651,368 $ 1,448,496 55 % Revenue for the fiscal year ended January 31, 2022 increased by $1,448.5 million, or 55%, compared to the fiscal year ended January 31, 2021.
Biggest changeProvision for (Benefit from) Income Taxes Provision for (benefit from) income taxes consists primarily of income taxes related to federal, state, and foreign jurisdictions where we conduct business. 53 Table of Contents Results of Operations The following tables set forth selected consolidated statements of operations data and such data as a percentage of revenue for each of the fiscal years indicated: Year Ended January 31, 2023 2022 2021 (in thousands) Revenue $ 4,392,960 $ 4,099,864 $ 2,651,368 Cost of revenue (1) 1,100,451 1,054,554 821,989 Gross profit 3,292,509 3,045,310 1,829,379 Operating expenses: Research and development (1) 774,059 362,990 164,080 Sales and marketing (1) 1,696,590 1,135,959 684,904 General and administrative (1) 576,431 482,770 320,547 Total operating expenses 3,047,080 1,981,719 1,169,531 Income from operations 245,429 1,063,591 659,848 (Losses) gains on strategic investments, net (37,571) 43,761 2,538 Other income (expense), net 41,418 (5,720) 15,648 Income before provision (benefits) for income taxes 249,276 1,101,632 678,034 Provision (benefits) for income taxes 145,565 (274,007) 5,718 Net income $ 103,711 $ 1,375,639 $ 672,316 (1) Includes stock-based compensation expense as follows: Cost of revenue $ 174,546 $ 69,612 $ 34,960 Research and development 361,720 113,000 50,161 Sales and marketing 532,371 229,297 146,377 General and administrative 217,115 65,378 44,320 Total stock-based compensation expense $ 1,285,752 $ 477,287 $ 275,818 Year Ended January 31, 2023 2022 2021 (as a percentage of revenue) Revenue 100.0 % 100.0 % 100.0 % Cost of revenue 25.1 % 25.7 % 31.0 % Gross profit 74.9 % 74.3 % 69.0 % Operating expenses: Research and development 17.6 % 8.9 % 6.2 % Sales and marketing 38.6 % 27.7 % 25.8 % General and administrative 13.1 % 11.8 % 12.1 % Total operating expenses 69.3 % 48.4 % 44.1 % Income from operations 5.6 % 25.9 % 24.9 % (Losses) gains on strategic investments, net (0.9) % 1.1 % 0.1 % Other income (expense), net 1.0 % (0.1) % 0.6 % Income before provision (benefits) for income taxes 5.7 % 26.9 % 25.6 % Provision (benefits) for income taxes 3.3 % (6.7) % 0.2 % Net income 2.4 % 33.6 % 25.4 % 54 Table of Contents Comparison of Fiscal Years Ended January 31, 2023 and 2022 Revenue Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Revenue $ 4,392,960 $ 4,099,864 $ 293,096 7.1 % Revenue for the fiscal year ended January 31, 2023 increased by $293.1 million, or 7.1%, compared to the fiscal year ended January 31, 2022.
In order for us to address this opportunity to expand the use of our products with our existing customers, we will need to maintain the reliability of our platform and produce new features and functionality that are responsive to our customers’ requirements for enterprise-grade solutions. We quantify our expansion across existing customers through our net dollar expansion rate.
In order for us to address this opportunity to expand the use of our products with our existing customers, we will need to maintain the reliability of our platform and produce new features and functionality that are responsive to our customers’ requirements for enterprise-grade solutions. We quantify our expansion across existing Enterprise customers through our net dollar expansion rate.
Investing Activities Net cash used in investing activities of $2,859.1 million for the fiscal year ended January 31, 2022 was primarily due to net purchases of marketable securities of $2,404.8 million, purchases of strategic investments of $305.1 million, purchases of property and equipment of $132.6 million, purchases of intangible assets of $13.0 million, and cash paid for acquisition, net of cash acquired, of $3.5 million.
Net cash used in investing activities of $2,859.1 million for the fiscal year ended January 31, 2022 was primarily due to net purchases of marketable securities of $2,404.8 million, purchases of strategic investments of $305.1 million, purchases of property and equipment of $132.6 million, purchases of intangible assets of $13.0 million, and cash paid for acquisition, net of cash acquired, of $3.5 million.
We calculate ARR by taking the monthly recurring revenue (“MRR”) and multiplying it by 12. MRR is defined as the recurring revenue run-rate of subscription agreements from all customers for the last month of the period, including revenue from monthly subscribers who have not provided any indication that they intend to cancel their subscriptions.
We calculate ARR by taking the monthly recurring revenue (“MRR”) and multiplying it by 12. MRR is defined as the recurring revenue run-rate of subscription agreements from all Enterprise customers for the last month of the period, including revenue from monthly subscribers who have not provided any indication that they intend to cancel their subscriptions.
Our net dollar expansion rate includes the increase in user adoption within our customers, as our subscription revenue is primarily driven by the number of paid hosts within a customer and the purchase of additional products, and compares our subscription revenue from the same set of customers across comparable periods.
Our net dollar expansion rate includes the increase in user adoption within our Enterprise customers, as our subscription revenue is primarily driven by the number of paid hosts within a customer and the purchase of additional products, and compares our subscription revenue from the same set of Enterprise customers across comparable periods.
For the trailing 12-months calculation, we take an average of the net dollar expansion rate over the trailing 12 months. Our net dollar expansion rate may fluctuate as a result of a number of factors, including the level of penetration within our customer base, expansion of products and features, and our ability to retain our customers.
For the trailing 12-months calculation, we take an average of the net dollar expansion rate over the trailing 12 months. Our net dollar expansion rate may fluctuate as a result of a number of factors, including the level of penetration within our customer base, expansion of products and features, and our ability to retain our Enterprise customers.
We determine the period of benefit for commissions paid for the acquisition of the initial customer contract by taking into consideration the initial estimated customer life and the technological life of our unified communications platform and related significant features. We do not pay sales commissions upon contract renewal.
We determine the period of benefit for commissions paid for the acquisition of the initial customer contract by taking into consideration the initial estimated customer life and the technological life of our unified communications and collaboration platform and related significant features. We do not pay sales commissions upon contract renewal.
Our customers generally do not have the ability to take possession of our software. We also provide services, which include professional services, consulting services, and online event hosting, which are generally considered distinct from the access to our unified communications platform.
Our customers generally do not have the ability to take possession of our software. We also provide services, which include professional services, consulting services, and online event hosting, which are generally considered distinct from the access to our unified communications and collaboration platform.
We then calculate the ARR from these customers as of the current period end (“Current Period ARR”), which includes any upsells, contraction, and attrition. We divide the Current Period ARR by the Prior Period ARR to arrive at the net dollar expansion rate.
We then calculate the ARR from these Enterprise customers as of the current period end (“Current Period ARR”), which includes any upsells, contraction, and attrition. We divide the Current Period ARR by the Prior Period ARR to arrive at the net dollar expansion rate.
Expansion of Zoom Across Existing Customers We believe that there is a large opportunity for growth with many of our existing customers. Many customers have increased the size of their subscriptions as they have expanded their use of our platform across their operations.
Expansion of Zoom Across Existing Enterprise Customers We believe that there is a large opportunity for growth with many of our existing customers. Many customers have increased the size of their subscriptions as they have expanded their use of our platform across their operations.
Goodwill amounts are not amortized, but rather tested for impairment at least annually, in the fourth quarter of each fiscal year, or more often if circumstances indicate that the carrying value may not be recoverable. As of January 31, 2022, no impairment of goodwill has been identified.
Goodwill amounts are not amortized, but rather tested for impairment at least annually, in the fourth quarter of each fiscal year, or more often if circumstances indicate that the carrying value may not be recoverable. As of January 31, 2023, no impairment of goodwill has been identified.
An immediate decrease of ten percent in enterprise value of our largest privately held equity securities held as of January 31, 2022 would not have had a material impact on the value of our investment portfolio. Income Taxes We use the asset and liability method of accounting for income taxes.
An immediate decrease of ten percent in enterprise value of our largest privately held equity securities held as of January 31, 2023 would not have had a material impact on the value of our investment portfolio. Income Taxes We use the asset and liability method of accounting for income taxes.
It is important to note that other companies, including companies in our industry, may not use these metrics, may calculate these metrics differently, or may use other financial measures to evaluate their liquidity, all of which could reduce the usefulness of these non-GAAP metrics as a comparative measure.
It is important to note that other companies, including companies in our industry, may not use this metrics, may calculate t metrics differently, or may use other financial measures to evaluate their liquidity, all of which could reduce the usefulness of these non-GAAP metrics as a comparative measure.
For a discussion of the fiscal year ended January 31, 2021 compared to the fiscal year ended January 31, 2020, please refer to Part II, Item 7, “Management's Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended January 31, 2021.
For a discussion of the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021, please refer to Part II, Item 7, “Management's Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended January 31, 2022.
For a discussion of the fiscal year ended January 31, 2020 , please refer to Part II, Item 7, “Management's Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended January 31, 2021.
For a discussion of the fiscal year ended January 31, 2021 , please refer to Part II, Item 7, “Management's Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended January 31, 2022.
Overview Our mission is to make video communications frictionless and secure. Zoom enables users to connect to others, share ideas, make plans, and build toward a future limited only by their imagination. Our frictionless communications platform started with video as its foundation, and we have set the standard for innovation ever since.
Overview Our mission is to make communications frictionless and secure. Zoom enables people to connect to others, share ideas, make plans, and build toward a future limited only by their imagination. Our frictionless communications and collaboration platform started with video as its foundation, and we have set the standard for innovation ever since.
Liquidity and Capital Resources As of January 31, 2022, our principal sources of liquidity were cash, cash equivalents, and marketable securities of $5.4 billion, which were held for working capital purposes and for investment in growth opportunities.
Liquidity and Capital Resources As of January 31, 2023, our principal sources of liquidity were cash, cash equivalents, and marketable securities of $5.4 billion, which were held for working capital purposes and for investment in growth opportunities.
We routinely evaluate the estimated remaining useful lives of our finite-lived intangible assets and whether events or changes in circumstances warrant a revision to the remaining period of amortization. Indefinite-lived intangible assets are recorded at fair value and are not amortized.
We routinely evaluate the estimated remaining useful 59 Table of Contents lives of our finite-lived intangible assets and whether events or changes in circumstances warrant a revision to the remaining period of amortization. Indefinite-lived intangible assets are recorded at fair value and are not amortized.
Financing Activities Net cash provided by financing activities of $34.1 million for the fiscal year ended January 31, 2022 was due to proceeds from issuance of common stock pursuant to our employee stock purchase plan (“ESPP”) of $59.3 million and proceeds from the exercise of stock options of $14.4 million, offset by proceeds from international employee stock sales remitted to employees and tax authorities of $40.0 million.
Net cash provided by financing activities of $34.1 million for the fiscal year ended January 31, 2022 was primarily due to proceeds from issuance of common stock pursuant to our ESPP of $59.3 million, proceeds from the exercise of stock options of $14.4 million, offset by proceeds from international employee stock sales remitted to employees and tax authorities of $40.0 million.
We calculate net dollar expansion rate as of a period end by starting with the annual recurring revenue (“ARR”) from all customers with more than 10 employees as of 12 months prior (“Prior Period ARR”). We define ARR as the annualized revenue run rate of subscription agreements from all customers at a point in time.
We calculate net dollar expansion rate as of a period end by starting with the annual recurring revenue (“ARR”) from all Enterprise customers as of 12 months prior (“Prior Period ARR”). We define ARR as the annualized revenue run rate of subscription agreements from all customers at a point in time.
FCF and Adjusted FCF are presented for supplemental informational purposes only, have limitations as an analytical tool, and should not be considered in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash provided by operating activities.
FCF is presented for supplemental informational purposes only and has limitations as an analytical tool, and should not be considered in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash provided by operating activities.
Revenue from these customers represented 22%, 20%, and 33% of total revenue for the fiscal years ended January 31, 2022, 2021, and 2020, respectively. As of January 31, 2022, 2021, and 2020, we had 2,725, 1,644, and 641 customers, respectively, that contributed more than $100,000 of trailing 12 months revenue, demonstrating our rapid penetration of larger organizations, including enterprises.
Revenue from these customers represented 27%, 22%, and 20% of total revenue for the fiscal years ended January 31, 2023, 2022, and 2021, respectively. As of January 31, 2023, 2022, and 2021, we had 3,471, 2,725, and 1,644 customers, respectively, that contributed more than $100,000 of trailing 12 months revenue, demonstrating our rapid penetration of larger organizations, including enterprises.
We believe that FCF and Adjusted FCF are useful indicators of liquidity that provides information to management and investors about the amount of cash generated from our operations that, after investments in property and equipment, can be used for future growth.
We believe that FCF is a useful indicator of liquidity that provides information to management and investors about the amount of cash generated from our operations that, after investments in property and equipment, can be used for future growth.
Our revenue was $4,099.9 million, $2,651.4 million, and $622.7 million for the fiscal years ended January 31, 2022, 2021, and 2020, respectively, representing period-over-period growth rate of 55% and 326% for fiscal year 2022 and fiscal year 2021, respectively.
Our revenue was $4,393.0 million, $4,099.9 million, and $2,651.4 million for the fiscal years ended January 31, 2023, 2022, and 2021, respectively, representing period-over-period growth rate of 7% and 55% for fiscal year 2023 and fiscal year 2022, respectively.
See the “Future minimum lease payments” table in Note 7 and “Non-cancelable Purchase Obligations” in Note 8 to our consolidated financial statements included in Part II, Item 8 of this Form 10-K for more details. 53 Table of Contents Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended January 31, 2022 2021 2020 (in thousands) Net cash provided by operating activities $ 1,605,266 $ 1,471,177 $ 151,892 Net cash used in investing activities $ (2,859,097) $ (1,562,420) $ (499,468) Net cash provided by financing activities $ 34,068 $ 2,050,277 $ 615,690 Operating Activities Our largest source of operating cash is cash collections from our customers for subscriptions to our platform.
See the “Future minimum lease payments” table in Note 7 and “Non-cancelable Purchase Obligations” in Note 9 to our consolidated financial statements included in Part II, Item 8 of this Form 10-K for more details. 57 Table of Contents Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended January 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 1,290,262 $ 1,605,266 $ 1,471,177 Net cash used in investing activities $ (318,322) $ (2,859,097) $ (1,562,420) Net cash (used in) provided by financing activities $ (936,942) $ 34,068 $ 2,050,277 Operating Activities Our largest source of operating cash is cash collections from our customers for subscriptions to our platform.
This expansion in the use of our platform also provides us with opportunities to market and sell additional products to our customers, such as Zoom Phone, Zoom HaaS, Zoom for Home, Zoom Rooms at each office location, Developer Platform solutions, Zoom Events, and Zoom Video Webinars.
This expansion in the use of our platform also provides us with opportunities to market and sell additional products to our customers, such as Zoom for Home, Rooms at each office location, Developer Platform solutions, Spaces, Events, Contact Center and IQ for Sales.
Cash from operations could also be affected by various risks and uncertainties, including, but not limited to, the effects of the COVID-19 pandemic, including timing of cash collections from our customers and other risks detailed in the section titled “Risk Factors.” However, based on our current business plan and revenue prospects, we believe our existing cash, cash equivalents, and marketable securities, together with net cash provided by operations, will be sufficient to meet our needs for at least the next 12 months and allow us to capitalize on growth opportunities.
Cash from operations could also be affected by various risks and uncertainties, including, but not limited to, the recent changes in macroeconomic conditions such as high inflation, recessionary environments, and the fluctuations in foreign currency exchange rates, could impact the timing of cash collections from our customers and other risks detailed in the section titled “Risk Factors.” However, based on our current business plan and revenue prospects, we believe our existing cash, cash equivalents, and marketable securities, together with net cash provided by operations, will be sufficient to meet our needs for at least the next 12 months and allow us to capitalize on growth opportunities.
While we believe global demand for our platform will continue to increase as international market awareness of Zoom grows, our ability to conduct our operations internationally will require considerable management attention and resources, and is subject to the particular challenges of supporting a rapidly growing business in an environment of multiple languages, cultures, customs, legal and regulatory systems, alternative dispute systems, and commercial markets. 46 Table of Contents Key Business Metrics We have historically reviewed the following key business metrics to measure our performance, identify trends, formulate financial projections, and make strategic decisions.
While we believe global demand for our platform will continue to increase as international market awareness of Zoom grows, our ability to conduct our operations internationally will require considerable management attention and resources, and is subject to the particular challenges of supporting a rapidly growing business in an environment of multiple languages, cultures, customs, legal and regulatory systems, alternative dispute systems, and commercial markets.
Cost of Revenue Cost of revenue primarily consists of costs related to hosting our unified communications platform and providing general operating support services to our customers. These costs are related to our co-located data centers, third-party cloud hosting, integrated third-party PSTN services, personnel-related expenses, amortization of capitalized software development and acquired intangible assets, royalty payments, and allocated overhead.
These costs are related to our co-located data centers, third-party cloud hosting, integrated third-party PSTN services, personnel-related expenses, amortization of capitalized software development and acquired intangible assets, royalty payments, and allocated overhead.
Other (Expense) Income, Net Other (expense) income, net consists primarily of interest income and net accretion on our marketable securities and effect of changes in foreign currency exchange rates.
(Losses) gains on Strategic Investments, Net (Losses) gains on strategic investments, net consist primarily of remeasurement gains or losses on our equity investments. Other Income (Expense), Net Other income (expense) income, net consists primarily of interest income and net accretion on our marketable securities and effect of changes in foreign currency exchange rates.
The following table presents a summary of our cash flows for the fiscal years presented and a reconciliation of FCF and Adjusted FCF to net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP: 47 Table of Contents Year Ended January 31, 2022 2021 2020 (in thousands) Net cash provided by operating activities $ 1,605,266 $ 1,471,177 $ 151,892 Less: purchases of property and equipment (132,590) (79,972) (38,084) Free cash flow (non-GAAP) $ 1,472,676 $ 1,391,205 $ 113,808 Add: Litigation settlement payments, net 85,000 — — Adjusted free cash flow (non-GAAP) $ 1,557,676 $ 1,391,205 $ 113,808 Net cash used in investing activities $ (2,859,097) $ (1,562,420) $ (499,468) Net cash provided by financing activities $ 34,068 $ 2,050,277 $ 615,690 Components of Results of Operations Revenue We derive our revenue from subscription agreements with customers for access to our unified communications platform.
The following table presents a summary of our cash flows for the fiscal years presented and a reconciliation of FCF to net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP: Year Ended January 31, 2023 2022 2021 (in thousands) Net cash provided by operating activities $ 1,290,262 $ 1,605,266 $ 1,471,177 Less: purchases of property and equipment (103,826) (132,590) (79,972) Free cash flow (non-GAAP) $ 1,186,436 $ 1,472,676 $ 1,391,205 Net cash used in investing activities $ (318,322) $ (2,859,097) $ (1,562,420) Net cash (used in) provided by financing activities $ (936,942) $ 34,068 $ 2,050,277 Components of Results of Operations Revenue We derive our revenue from subscription agreements with customers for access to our unified communications and collaboration platform.
The increase in general and administrative expense was primarily due to an increase of $72.2 million in personnel-related expenses mainly driven by additional headcount, which includes a $21.1 million increase in stock-based compensation expense; an increase of $66.9 million in litigation settlement expense, net of amounts estimated to be covered by insurance; an increase of $44.1 million related to professional services composed primarily of legal and other consulting fees; and an increase of $28.8 million related to subscription to software-based services.
The increase in general and administrative expense was primarily due to an increase of $193.2 million in personnel-related expenses, which includes a $151.7 million increase in stock-based compensation expense, mainly driven by additional headcount and expanded equity programs, and an increase of $11.4 million related to subscription to software-based services offset by a decrease of $71.1 million in litigation settlement expense, net of amounts estimated to be covered by insurance and a decrease of $24.1 million related to professional services composed primarily of legal and other consulting fees.
Free Cash Flow and Adjusted Free Cash Flow We define FCF as GAAP net cash provided by operating activities less purchases of property and equipment. We define Adjusted FCF as FCF plus litigation settlement payments, net.
Free Cash Flow 51 Table of Contents We define FCF as GAAP net cash provided by operating activities less purchases of property and equipment.
We believe that of our significant accounting policies, which are described in Note 1 “Summary of Business and Significant Accounting Policies” to our consolidated financial statements, the following critical estimates involve a greater degree of judgment and complexity. Revenue Recognition We derive our revenue primarily from subscription agreements with customers for access to our unified communications platform and services.
We believe that of our significant accounting policies, which are described in Note 1 “Summary of Business and Significant Accounting Policies” to our consolidated financial statements, the following critical estimates involve a greater degree of judgment and complexity.
Net cash used in investing activities of $1,562.4 million for the fiscal year ended January 31, 2021 was primarily due to net purchases of marketable securities of $1,438.8 million, purchases of property and equipment of $80.0 million, cash paid for acquisition, net of cash acquired, of $26.5 million, purchases of strategic investments of $13.0 million, and purchases of intangible assets of $5.8 million.
Investing Activities Net cash used in investing activities of $318.3 million for the fiscal year ended January 31, 2023 was primarily due to cash paid for acquisition, net of cash acquired, of $120.6 million, purchases of property and equipment of $103.8 million, purchases of strategic investments of $69.1 million, net purchases of marketable securities of $13.9 million, and purchases of intangible assets of $11.3 million.
Gains on Strategic Investments, Net Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Gains on strategic investments, net $ 43,761 $ 2,538 $ 41,223 1,624 % Gains on strategic investments, net recognized during the fiscal year ended January 31, 2022 was driven by $49.9 million unrealized gains recognized on our privately held equity securities, partially offset by $6.2 million unrealized losses recognized on our publicly traded equity securities.
Gains on Strategic Investments, Net Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) (Losses) Gains on strategic investments, net $ (37,571) $ 43,761 $ 81,332 (185.9) % Losses on strategic investments, net recognized during the fiscal year ended January 31, 2023 were primarily driven by $36.8 million of unrealized losses recognized on our publicly traded equity securities, while gains on strategic investments, net recognized during the fiscal year ended January 31, 2022 were driven by $49.9 million of unrealized gains recognized on our privately held equity securities, partially offset by $6.2 million unrealized losses recognized on our publicly traded equity securities.
We believe that as more developers and other third parties use our platform to integrate major third-party applications, we will become the ubiquitous platform for communications. We will need to expend additional resources to continue introducing new products, features, and functionality, and supporting the efforts of third parties to enhance the value of our platform with their own applications.
We will need to expend additional resources to continue introducing new products, features, and functionality, and supporting the efforts of third parties to enhance the value of our platform with their own applications.
Our operating results and growth prospects will depend, in part, on our ability to attract new customers. While we believe there is a significant market opportunity that our platform addresses, it is difficult to predict customer adoption rates or the future growth rate and size of the market for our platform.
While we believe there is a significant market 49 Table of Contents opportunity that our platform addresses, it is difficult to predict customer adoption rates or the future growth rate and size of the market for our platform.
The increase in sales and marketing expense was primarily due to higher personnel-related expenses of $308.2 million, mainly driven by additional headcount in our sales force to support the increased demand , which includes an increase of $82.9 million in stock-based compensation expense; and an increase of $73.0 million in amortization of deferred contract acquisition costs driven by our increase in revenue.
The increase in sales and marketing expense was primarily due to higher personnel-related expenses of $471.4 million, which includes an increase of $303.1 million in stock based compensation, mainly driven by additional headcount and expanded equity programs, and an increase of $82.1 million in amortization of deferred contract acquisition costs.
Operating Expenses Research and Development Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Research and development $ 362,990 $ 164,080 $ 198,910 121 % Research and development expense for the fiscal year ended January 31, 2022 increased by $198.9 million, or 121%, compared to the fiscal year ended January 31, 2021.
Operating Expenses Research and Development Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Research and development $ 774,059 $ 362,990 $ 411,069 113.2 % Research and development expense for the fiscal year ended January 31, 2023 increased by $411.1 million, or 113.2%, compared to the fiscal year ended January 31, 2022.
General and Administrative General and administrative expenses primarily consist of personnel-related expenses associated with our finance and legal organizations; professional fees for external legal, accounting, and other consulting services; expected credit losses; insurance; indirect taxes; litigation settlements, and allocated overhead.
Sales and marketing expenses also include credit card processing fees related to sales and amortization of deferred contract acquisition costs. 52 Table of Contents General and Administrative General and administrative expenses primarily consist of personnel-related expenses associated with our finance and legal organizations; professional fees for external legal, accounting, and other consulting services; expected credit losses; insurance; certain indirect taxes; litigation settlements; corporate security and regulatory expenses; and allocated overhead.
The remainder of the increase was primarily attributable to an increase of $11.6 million in allocated overhead expenses, and an increase of $6.8 million related to subscription to software-based services. 51 Table of Contents Sales and Marketing Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Sales and marketing $ 1,135,959 $ 684,904 $ 451,055 66 % Sales and marketing expense for the fiscal year ended January 31, 2022 increased by $451.1 million, or 66%, compared to the fiscal year ended January 31, 2021.
The remainder of the increase was primarily attributable to an increase of $21.6 million in allocated overhead expenses. 55 Table of Contents Sales and Marketing Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Sales and marketing $ 1,696,590 $ 1,135,959 $ 560,631 49.4 % Sales and marketing expense for the fiscal year ended January 31, 2023 increased by $560.6 million, or 49.4%, compared to the fiscal year ended January 31, 2022.
General and Administrative Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) General and administrative $ 482,770 $ 320,547 $ 162,223 51 % General and administrative expense for the fiscal year ended January 31, 2022 increased by $162.2 million, or 51%, compared to the fiscal year ended January 31, 2021.
General and Administrative Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) General and administrative $ 576,431 $ 482,770 $ 93,661 19.4 % General and administrative expense for the fiscal year ended January 31, 2023 increased by $93.7 million, or 19.4%, compared to the fiscal year ended January 31, 2022.
Other sales and marketing expenses include advertising and promotional events to promote our brand, such as awareness programs, digital programs, public relations, tradeshows, and our user conference, Zoomtopia, and allocated overhead. Sales and marketing expenses also include credit card processing fees related to sales and amortization of deferred contract acquisition costs.
Sales and Marketing Sales and marketing expenses primarily consist of personnel-related expenses directly associated with our sales and marketing organization. Other sales and marketing expenses include advertising and promotional events to promote our brand, such as awareness programs, digital programs, public relations, tradeshows, and our user conference, Zoomtopia, and allocated overhead.
Other (Expense) Income, Net Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Other (expense) income, net $ (5,720) $ 15,648 $ (21,368) (137) % Other (expense) income, net for the fiscal year ended January 31, 2022 decreased by $21.4 million, or 137%, compared to the fiscal year ended January 31, 2021.
Other (Expense) Income, Net Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Other income (expense), net $ 41,418 $ (5,720) $ 47,138 (824.1) % Other income (expense), net for the fiscal year ended January 31, 2023 increased by $47.1 million, or 824.1%, compared to the fiscal year ended January 31, 2022.
We had net income of $1,375.6 million, $672.3 million, and $25.3 million for the fiscal years ended January 31, 2022, 2021, and 2020, respectively.
We had net income of $103.7 million, $1,375.6 million, and $672.3 million for the fiscal years ended January 31, 2023, 2022, and 2021, respectively. Net cash provided by operating activities was $1,290.3 million, $1,605.3 million, and $1,471.2 million for the fiscal years ended January 31, 2023, 2022, and 2021, respectively.
Therefore, the recent increase in usage of our platform has adversely affected, and may continue to adversely affect, our gross margin. In addition, there is no assurance that we will experience an increase in paid hosts or that new or existing users will continue to utilize our service after the COVID-19 pandemic has tapered globally.
There is no assurance that we will experience an increase in paid hosts or that new or existing users will continue to utilize our service after the COVID-19 pandemic has tapered globally. As reported in prior periods we experienced significant revenue growth.
Governments have instituted lockdown or other similar measures to slow infection rates. Many organizations have resorted to mandating employees to work from home, which has resulted in these organizations seeking out video communication solutions like ours to keep employees as productive as possible, even while working from home.
During the onset of the COVID-19 pandemic, many organizations resorted to mandating employees to work from home, which resulted in these organizations seeking out video communication solutions like ours to keep employees as productive as possible, even while working from home.
Amortization is recognized on a straight-line basis commensurate with the pattern of revenue recognition. Allowance for Credit Losses The allowance for credit losses is based on management’s estimate for expected credit losses for outstanding accounts receivable.
Amortization is recognized on a straight-line basis commensurate with the pattern of revenue recognition.
We also provide other services, which include professional services, consulting services, and online event hosting, which were immaterial to our consolidated financial statements. Revenue is recognized when a customer obtains control of promised services. The amount of revenue recognized reflects the consideration that we expect to receive in exchange for these services.
Revenue Recognition We derive our revenue primarily from subscription agreements with customers for access to our unified communications and collaboration platform and services. We also provide other services, which include professional services, consulting services, and online event hosting, which were immaterial to our consolidated financial statements. Revenue is recognized when a customer obtains control of promised services.
Cost of Revenue Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) Cost of revenue $ 1,054,554 $ 821,989 $ 232,565 28 % Gross profit 3,045,310 1,829,379 1,215,931 66 % Gross margin 74 % 69 % Cost of revenue for the fiscal year ended January 31, 2022 increased by $232.6 million, or 28%, compared to the fiscal year ended January 31, 2021.
Cost of Revenue Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Cost of revenue $ 1,100,451 $ 1,054,554 $ 45,897 4.4 % Gross profit 3,292,509 3,045,310 247,199 8.1 % Gross margin 74.9 % 74.3 % Cost of revenue for the fiscal year ended January 31, 2023 increased by $45.9 million, or 4.4%, compared to the fiscal year ended January 31, 2022.
As a result, an expected dividend yield of zero percent was used. 56 Table of Contents Strategic Investments Accounting for strategic investments in privately held debt and equity securities in which we do not have a controlling interest or significant influence requires us to make significant estimates and assumptions.
We have not recorded any impairment charges during the fiscal years presented. Strategic Investments Accounting for strategic investments in privately held debt and equity securities in which we do not have a controlling interest or significant influence requires us to make significant estimates and assumptions.
An end-to-end encryption (“E2EE”) option is available to free and paid Zoom customers globally who host meetings with up to 200 participants. Zoom’s E2EE uses the same AES-256-GCM encryption that secures Zoom meetings by default, but with Zoom’s E2EE, the meeting host generates encryption keys and uses public key cryptography to distribute these keys to the other meeting participants.
Zoom’s E2EE uses the same AES-256-GCM encryption that secures Zoom meetings by default, but with Zoom’s E2EE, the meeting host, or originating caller in the case of Zoom Phone, as opposed to Zoom's servers, generates encryption keys and uses public key cryptography to distribute these keys to the other meeting participants or call recipient.
The increase was primarily due to higher personnel-related expenses of $182.1 million mainly driven by additional headcount, which includes a $62.8 million increase in stock-based compensation expense.
The increase was primarily due to higher personnel-related expenses of $388.4 million, which includes a $248.7 million increase in stock-based compensation expense, mainly driven by the increased headcount and expanded equity programs, and an increase of $139.7 million in non-stock based related personal costs due to a 67% increase in headcount.
Our Basic offering is free and gives hosts access to Zoom Meetings with core features but with the limitation that meetings with more than two endpoints time-out at 40 minutes. Our paid offerings include our Pro, Business, Enterprise, Education, and Healthcare plans, which provide incremental features and functionality, such as different participant limits, administrative controls, and reporting.
Our Zoom One Basic offering is free and gives hosts access to Zoom Meetings with core features but with the limitation that meetings time-out at 40 minutes. Our core paid offerings are available with our Zoom One bundles: Zoom One Pro, Business, Business Plus, Enterprise, and Enterprise Plus.
As of January 31, 2022, 2021, and 2020, we had approximately 191,000, 141,100, and 54,600 Enterprise customers. Non-GAAP Financial Measures In addition to our results determined in accordance with GAAP, we believe that free cash flow (“FCF”) and adjusted free cash flow (“Adjusted FCF”), non-GAAP financial measures, are useful in evaluating our liquidity.
These customers are a subset of Enterprise customers. Non-GAAP Financial Measures In addition to our results determined in accordance with GAAP, we believe that free cash flow (“FCF”) is a non-GAAP financial measure that is useful in evaluating our liquidity.
Net cash provided by operating activities was $1,605.3 million for the fiscal year ended January 31, 2022, compared to $1,471.2 million for the fiscal year ended January 31, 2021.
Net cash provided by operating activities was $1,290.3 million for the fiscal year ended January 31, 2023, compared to $1,605.3 million for the fiscal year ended January 31, 2022. The decrease in operating cash flow was mainly driven by higher income tax payments and lower increases in deferred revenue.
The remaining increase was primarily due to an increase of $99.0 million in personnel-related expenses mainly driven by additional headcount, which includes a $34.7 million increase in stock-based compensation expense; an increase of $26.6 million related to subscription to software-based services; an increase of $9.3 million in allocated overhead expenses; and an increase of $8.6 million in professional services mainly for customer support.
The increase was primarily due to an increase of $147.9 million in personnel-related expenses, which includes an increase of $104.9 million in stock-based compensation expense, mainly driven by additional headcount and expanded equity programs, an increase of $29.8 million related to subscription to software-based services, and an increase in allocated overhead of $8.7 million , partially offset by a decrease of $144.6 million in costs mainly driven by the net impact of the transition from third-party cloud hosting to internal data centers and cloud optimization.
For example, we have recently introduced a number of product enhancements, including new features for Zoom Phone, Zoom Meetings, and Zoom Webinars. We addressed new work-from-home realities with the introduction of Zoom for Home, a solution designed for the home office that combines Zoom software enhancements with compatible hardware.
We addressed new work-from-home realities with the introduction of Zoom for Home, a solution designed for the home office that combines Zoom software enhancements with compatible hardware. We also deliver Zoom Phone calling plans in more than 45 countries and territories as of January 31, 2023.
These customers are a subset of the customers with more than 10 employees. Number of Enterprise Customers We believe that our ability to increase the number of Enterprise customers is an indicator of our potential future business opportunities, the growth of our business, and an indicator of our market penetration.
Key Business Metrics We review the following key business metrics to measure our performance, identify trends, formulate financial projections, and make strategic decisions. Number of Enterprise Customers We believe that our ability to increase the number of Enterprise customers is an indicator of our potential future business opportunities, the growth of our business, and an indicator of our market penetration.
Our 24 co-located data centers worldwide and the public cloud enable us to provide both high-quality and high-definition, real-time video to our customers even in low-bandwidth environments. We generate revenue from the sale of subscriptions to our unified communications platform.
We strive to live up to the trust our customers place in us by delivering a communications solution while prioritizing their privacy and security. Our 28 co-located data centers worldwide and the public cloud in conjunction with our proprietary adaptive rate codec enable us to provide both high-quality and high-definition, real-time video to our customers even in low-bandwidth environments.
We also expanded our geographic footprint with Zoom Phone availability to more than 45 countries and territories during fiscal year 2022. Third-party developers are also a key component of our strategy for platform innovation to make it easier for customers and developers to extend our product portfolio with new functionalities.
Third-party developers are also a key component of our strategy for platform innovation to make it easier for customers and developers to extend our product portfolio with new functionalities. We believe that as more developers and other third parties use our platform to integrate major third-party applications, we will become the ubiquitous platform for communications and collaboration.
Critical Accounting Estimates Critical accounting estimates are those accounting estimates that require the most difficult, subjective or complex judgments, often as a result of the need to make estimates about the effect of matters that are inherently uncertain. These estimates are developed based on historical experience and various other assumptions that we believe to be reasonable under the circumstances.
These estimates are developed based on historical experience and various other assumptions that we believe to be reasonable under the circumstances.
For Zoom Phone, plans include Zoom Phone Pro, which provides extension-to-extension calling or can be used with the Bring Your Own Carrier model wherein the customer connects Zoom Phone to an existing carrier. We also offer Regional Unlimited and Regional Metered calling plans in three specific markets (United States/Canada, United Kingdom/Ireland, and Australia/New Zealand).
We also offer vertical-specific plans for Education, Healthcare and Government which provide incremental features and functionality, such as different participant limits, administrative controls, and reporting. 48 Table of Contents For Zoom Phone, plans include Zoom Phone Pro, which provides extension-to-extension calling or can be used with the Bring Your Own Carrier model wherein the customer connects Zoom Phone to an existing carrier.
Subscription revenue is driven primarily by the number of paid hosts as well as purchases of additional products, including Zoom Rooms, Zoom Webinars, Zoom Phone, Zoom Events, and Hardware-as-a-Service (“HaaS”) for rooms and phones. A host is any user of our unified communications platform who initiates a Zoom Meeting and invites one or more participants to join that meeting.
A host is any user of our unified communications and collaboration platform who initiates a Zoom Meeting and invites one or more participants to join that meeting.
Expected timing of those payments are as follows: Payments Due by Period Total Less Than 1 Year 1 – 3 Years 3 – 5 Years More Than 5 Years (in thousands) Operating lease obligations $ 117,763 $ 24,490 $ 47,787 $ 30,171 $ 15,315 Non-cancelable purchase obligations 386,594 227,182 159,412 — — Total contractual obligations $ 504,357 $ 251,672 $ 207,199 $ 30,171 $ 15,315 The contractual commitment amounts in the table above are associated with agreements that are enforceable and legally binding.
Expected timing of those payments are as follows: Payments Due by Period Total Less Than 1 Year 1 – 3 Years 3 – 5 Years More Than 5 Years (in thousands) Operating lease obligations $ 105,176 $ 25,886 $ 48,706 $ 22,580 $ 8,004 Non-cancelable purchase obligations 298,855 191,902 104,253 2,700 — Total contractual obligations $ 404,031 $ 217,788 $ 152,959 $ 25,280 $ 8,004 The contractual commitment amounts in the table above are associated with agreements that are enforceable and legally binding.
Our revenue from the rest of world (APAC and EMEA) represented 33%, 31%, and 19% of our total revenue for the fiscal years ended January 31, 2022, 2021, and 2020, respectively. We plan to add local sales support in further select international markets over time.
The decrease in revenue from the rest of the world in the fiscal year ended January 31, 2023 was due to the impact of the strengthening of the U.S dollar along with macroeconomic conditions in the EMEA region. We plan to add local sales support in further select international markets over time.
The remaining increase was primarily due to an increase of $104.4 million in marketing and sales event-related costs mainly due to an increase in digital advertising programs, an increase of $19.1 million in credit card processing fees as a result of increased online payments, an increase of $17.1 million in allocated overhead expenses, and an increase of $8.4 million related to subscription to software-based services.
The remaining increase was primarily due to an increase of $76.9 million in marketing and sales event-related costs mainly due to an increase in awareness, social media and digital programs, and an increase of $14.9 million in allocated overhead expenses.
In response to the COVID-19 pandemic, we have temporarily removed the 40-minute time limit for meetings with more than two endpoints from our free Basic accounts for more than 125,000 K-12 school domains worldwide . We also experienced a significant increase in usage from paid users as more companies utilized our platform to allow their employees to work remotely.
The increase in gross margin was mainly due to increased efficiencies as we expanded our internal data center capacity; in addition, during the current fiscal year, we reinstated the 40-minute time limit for meetings with more than two endpoints from our free Basic accounts for more than 125,000 K-12 school domains worldwide, which was temporarily lifted at the onset of the COVID-19 pandemic.
Stock Repurchase Program In February 2022, our board of directors authorized a stock repurchase program of up to $1.0 billion of our Class A common, which expires in February 2024.
Stock Repurchase Program In February 2022, our board of directors authorized a stock repurchase program of up to $1.0 billion of our Class A common, which was completed in December 2022. See Note 10 "Stockholders’ Equity and Equity Incentive Plans" of this Annual Report on Form 10-K for additional information related to share repurchases.
Expansion of Zoom Across Existing Enterprise Customers Our net dollar expansion rate for Enterprise customers is calculated the same way as discussed above by applying the ARR specifically from Enterprise customers. We define Enterprise customers as distinct business units who have been engaged by either our direct sales team, resellers, or strategic partners.
We define Enterprise customers as distinct business units who have been engaged by either our direct sales team, resellers, or strategic partners. Revenue from Enterprise customers represented 54.8%, 47.6% and 45.6% of total revenue for the year ending January 31, 2023, 2022 and 2021, respectively.
We connect people through our core unified communications offering, which frictionlessly brings together video, phone, chat, and webinars, and enables meaningful experiences across disparate devices and locations. Our Developer Platform enables customers, developers, and service providers to easily build apps and integrations on top of Zoom’s industry-leading video communications platform, with opportunities for global discovery and distribution.
Our Developer Platform enables customers, developers, and service providers to easily build apps and integrations on top of Zoom’s industry-leading video communications and collaboration platform, with opportunities for global discovery and distribution. Our virtual and hybrid event solutions allow users to seamlessly create and manage engaging events. We believe that face-to-face communications build greater empathy and trust.
The decrease was primarily attributable to a decrease of $19.2 million related to changes in foreign currency exchange rates. 52 Table of Contents (Benefit from) Provision for Income Taxes Year Ended January 31, 2022 2021 $ Change % Change (in thousands, except percentages) (Benefit from) provision for income taxes $ (274,007) $ 5,718 $ (279,725) (4,892) % Benefit from income taxes for the fiscal year ended January 31, 2022 was $274.0 million, compared to a provision for income taxes of $5.7 million the fiscal year ended January 31, 2021.
The increase was mainly driven by an increase of $45.6 million in investment yield. 56 Table of Contents Provision for (Benefit from) Income Taxes Year Ended January 31, 2023 2022 $ Change % Change (in thousands, except percentages) Provision for (benefit from) income taxes $ 145,565 $ (274,007) $ 419,572 (153.1) % Provision for income taxes for the fiscal year ended January 31, 2023 was $145.6 million, compared to a benefit from income taxes of $274.0 million the fiscal year ended January 31, 2022.
Our trailing 12-month net dollar expansion rate for Enterprise customers was 130% as of January 31, 2022, and greater than 130% as of January 31, 2021 and 2020, respectively. Innovation and Expansion of Our Platform We continue to invest resources to enhance the capabilities of our platform.
Our trailing 12-month net dollar expansion rate for Enterprise customers was 115%, 130%, and 152% as of January 31, 2023, 2022 and 2021, respectively. Retention of Online Customers In addition to Enterprise customers, we also have a significant number of customers that subscribe to our services directly through our website (“Online customers”).
Net cash provided by financing activities of $2,050.3 million for the fiscal year ended January 31, 2021 was due to proceeds from our follow-on offering, net of underwriting discounts and commissions and other offering costs, of $1,979.2 million , proceeds from issuance of common stock pursuant to our ESPP of $38.4 million, proceeds from the exercise of stock options of $28.6 million, and proceeds from international employee stock sales to be remitted to employees and tax authorities of $4.1 million.
Financing Activities Net cash used in financing activities of $936.9 million for the fiscal year ended January 31, 2023 was primarily due to cash paid for repurchases of common stock of $1.0 billion, offset by proceeds from issuance of common stock pursuant to our employee stock purchase plan (“ESPP”) of $53.7 million and proceeds from the exercise of stock options of $8.6 million.
As a result, the increase in revenue was primarily due to subscription services provided to existing customers, which accounted for approximately 70% of the increase, and to subscription services provided to new customers, which accounted for approximately 30% of the increase.
The increase in revenue was due to a 23.6% increase in revenue from subscription services provided to Enterprise customers, of which 87.6% and 12.4% were from existing and new customers, respectively. This increase was partially offset by a 7.7% decline in revenue from subscription services provided to Online customers.
T he program may be modified, suspended or discontinued at any time. As of March 6, 2022, $997.1 million of the repurchase authorization remained available. Off-Balance Sheet Arrangements We do not have any off-balance sheet arrangements as defined in Item 303(a)(4)(ii) of Regulation S-K promulgated by the SEC under the Securities Act.
Off-Balance Sheet Arrangements We do not have any off-balance sheet arrangements as defined in Item 303(a)(4)(ii) of Regulation S-K promulgated by the SEC under the Securities Act. 58 Table of Contents Critical Accounting Estimates Critical accounting estimates are those accounting estimates that require the most difficult, subjective or complex judgments, often as a result of the need to make estimates about the effect of matters that are inherently uncertain.
Moreover, the tapering of the COVID-19 pandemic, particularly as vaccines become widely available and distributed, may result in a decline in paid hosts and users once individuals are no longer working or attending school from home. Key Factors Affecting Our Performance Acquiring New Customers We are focused on continuing to grow the number of customers that use our platform.
Key Factors Affecting Our Performance Acquiring New Customers We are focused on continuing to grow the number of customers that use our platform. Our operating results and growth prospects will depend, in part, on our ability to attract new customers.
It also enables event hosts to provide ticketing and registration for attendees, and the ability to track these activities. International Expansion Our platform addresses the communications needs of users worldwide, and we see international expansion as a major opportunity.
International Opportunity Our platform addresses the communications and collaboration needs of users worldwide, and we see international expansion as a major opportunity. Our revenue from the rest of world (APAC and EMEA) represented 30%, 33%, and 31% of our total revenue for the fiscal years ended January 31, 2023, 2022, and 2021, respectively.