Item 2. Management’s Discussion and Analysis
Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations
The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our condensed consolidated financial statements and related notes appearing elsewhere in this Quarterly Report on Form 10-Q and our audited consolidated financial statements included in our Annual Report on Form 10-K for the year ended December 31, 2022. In addition to historical financial information, the following discussion contains forward-looking statements that are based upon current plans, expectations and beliefs that involve risks and uncertainties. Our actual results may differ materially from those anticipated in these forward-looking statements as a result of various factors, including those set forth under Part II, Item 1A, “Risk Factors” in this Quarterly Report on Form 10-Q.
Overview
We enable businesses of all sizes and across numerous industries to revolutionize how they engage their customers. Our leading customer engagement platform is comprised of a suite of flexible software and communications solutions that allow businesses to deliver seamless, trusted and engaging customer experiences at scale. In order to deliver the personalized experiences through digital communication channels that their customers have come to expect, businesses seek a comprehensive view of their customers across multiple digital touchpoints that reveals what their needs are and which communications methods they prefer. Our platform, which combines our highly customizable communications Application Programming Interfaces (“APIs”) with leading customer data management capabilities, allows businesses to break down data silos and build a comprehensive view of customers to create the exact solutions they need to engage their customers at every step of the customer journey through real-time, relevant, personalized communications over the customers’ preferred communication channels.
With our platform, businesses can personalize every transaction with real-time data, build lasting loyalty, reduce customer acquisition costs and increase customer lifetime value. Our customized software products are designed to address specific use cases, including our customer data platform, virtual contact centers, personalized yet scalable marketing campaigns and advanced account security systems. Our leading communications solutions, including our APIs, are highly customizable and enable developers to embed numerous forms of voice, messaging and email interactions into their customer-facing applications. Our platform is designed to support all of the most important ways people communicate through technology and our global infrastructure is capable of supporting virtually any business at scale.
In the three months ended March 31, 2023 and 2022, our revenue was $1.0 billion and $875.4 million, respectively, and our net loss was $342.1 million and $221.6 million, respectively. In the three months ended March 31, 2023 and 2022, our 10 largest Active Customer Accounts generated an aggregate of 10% and 11% of our total revenue, respectively.
Recent Developments
Business Unit Reorganization. In February 2023, we announced the reorganization of our business into two business units: Twilio Data & Applications and Twilio Communications (the “Reorganization”). In connection with the Reorganization, we appointed Elena Donio as President, Twilio Data & Applications, and Khozema Shipchandler as President, Twilio Communications, effective March 1, 2023. We also appointed Aidan Viggiano as our Chief Financial Officer, effective March 1, 2023.
We believe that this strategic realignment will enable us to better execute on the key priorities for each side of our business—accelerating growth for Data & Applications and driving efficiencies for Communications—while accounting for each business unit’s unique economic, customer and product needs. These two business units can execute against their respective financial goals with more focus and independence—but they are also highly complementary. Our Data & Applications business benefits from our underlying communications platform and our substantial active customer base. Our success in Data & Applications also drives more intelligence for our Communications products. Together, they address adjacent buyers and related problems that our customers have.
In connection with the Reorganization, we significantly changed the organizational structure of our business, including the way we will manage the business in the future. As such, in February 2023, we began making significant realignments to our internal processes and controls to build a financial reporting process within our enterprise reporting system that will enable consistent, comparable and reliable internal reporting on a business unit level. We expect to substantially complete our internal process realignments during 2023, which will enable us to provide segment level reporting.
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Share Repurchase Program. In February 2023, our Board of Directors authorized a share repurchase program pursuant to which we may repurchase up to $1.0 billion in aggregate value of our Class A common stock. Repurchases under this program can be made through open market, private transactions or other means in compliance with applicable federal securities laws and could include repurchases pursuant to Rule 10b5-1 trading plans. We have a discretion in determining the conditions under which shares may be repurchased from time to time. The program is set to expire on December 31, 2024.
In the first quarter of 2023, we repurchased $125.0 million in aggregate value, or 1.9 million shares, of our Class A common stock under this program. Subsequent to March 31, 2023, we have repurchased additional shares of our Class A common stock for an aggregate purchase price of $125.0 million. Approximately $750.0 million of the originally authorized amount remains available for future repurchases.
Workforce Reduction Plan. In February 2023, we committed to a workforce restructuring plan (the “February 2023 Plan”) that eliminated approximately 17% of our workforce. The execution of the February 2023 Plan was substantially completed as of March 31, 2023. In the first quarter of 2023, we incurred total restructuring expenses of $121.9 million related to employee severances, benefits, vesting of equity awards and facilitation costs. We are expecting to record an estimated additional $20.0 million of restructuring expenses until the execution of the plan is completed in 2023. The actual remaining expenses may differ materially from our original estimates. Previously, in September 2022, we executed a similar workforce reduction plan (the “September 2022 Plan”) that was intended to reduce operating costs, improve operating margins and shift our selling capacity to accelerate software sales. For further details refer to Note 6 to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q.
Sabbatical Program. In February 2023, we announced that we will be sunsetting our employee sabbatical program that we introduced effective July 1, 2022. The sabbatical program was intended to provide our tenured employees with a paid leave of four consecutive weeks after every three years of service. Employees who had accumulated more than three years of service as of the program’s effective date became eligible for their benefit immediately. The discontinuation of this program and the reduction in force under our February 2023 Plan resulted in a $12.0 million cumulative one-time decrease to our accrued sabbatical liability in the first quarter of 2023. As of March 31, 2023, the remaining liability of $15.7 million related to the accumulated benefits for employees who remain eligible for this benefit until its expiration on December 31, 2023. As of December 31, 2022, the accrued sabbatical liability was $30.7 million.
Remote-First Company. In 2022, we announced our decision to become a remote-first company allowing our employees the flexibility to work remotely on a permanent basis. As part of our new operating strategy, we permanently closed several of our offices in 2022 and early 2023. In February 2023, we announced that we will be closing additional offices during 2023. These office closures resulted in an impairment of several long-lived assets, including our operating lease assets, leasehold improvements and property and equipment. In the first quarter of 2023, we recorded a total impairment loss of $21.8 million and we expect to record an estimated additional impairment of approximately $10 million to $20 million in 2023 as the exit activities are finalized in each location.
Impairment of Strategic Investment. In the first quarter of 2023, we recorded a $46.2 million, non-cash impairment charge associated with one of our investments from 2021 to reduce its carrying amount to fair value.
Divestiture of IoT Assets. In the first quarter of 2023, we signed an agreement to divest our Internet of Things assets and liabilities to a third party. In connection with this transaction, we recorded a $3.8 million loss on net assets held for sale and an additional $2.2 million in related expenses. We may realize an additional gain or loss on the transaction closing date that is expected in the second quarter of 2023, which amount is not expected to be material.
Macroeconomic and Geopolitical Factors. Our results of operations may be significantly affected by several macroeconomic and geopolitical factors, such as changes in global economic conditions, customer demand and spending, inflation, labor market constraints, uncertainty regarding the impacts of fluctuations in foreign exchange rates, world events, existing and new domestic and foreign laws and regulations, as well as those factors outlined in Part II, Item 1A, “Risk Factors.”
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Key Business Metrics
We review a number of operational and financial metrics, including Active Customer Accounts and Dollar-Based Net Expansion Rate, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions.
The following table summarizes our year-over-year revenue growth and Dollar-Based Net Expansion Rate for the three months ended March 31, 2023 and 2022, and the number of Active Customer Accounts as of March 31, 2023 and 2022.
Three Months Ended
March 31,
2023 2022
Active Customer Accounts (as of end date of period) 300,000 268,000
Total Revenue (in thousands) $ 1,006,564 $ 875,363
Total Revenue Growth 15 % 48 %
Dollar-Based Net Expansion Rate 106 % 127 %
Active Customer Accounts
We define an Active Customer Account at the end of any period as an individual account, as identified by a unique account identifier, for which we have recognized at least $5 of revenue in the last month of the period. A single organization may constitute multiple unique Active Customer Accounts if it has multiple account identifiers, each of which is treated as a separate Active Customer Account. Active Customer Accounts excludes customer accounts from Zipwhip, Inc.
We believe that the number of Active Customer Accounts is an important indicator of the growth of our business, the market acceptance of our platform and future revenue trends. We believe that use of our platform by customers at or above the $5 per month threshold is a stronger indicator of potential future engagement than trial usage of our platform or usage at levels below $5 per month. The number of Active Customer Accounts is rounded down to the nearest thousand . In the three months ended March 31, 2023 and 2022, revenue from Active Customer Accounts represented over 99% of total revenue in each period.
Dollar‑Based Net Expansion Rate
Our Dollar-Based Net Expansion Rate compares the total revenue from all Active Customer Accounts in a quarter to the same quarter in the prior year. To calculate the Dollar-Based Net Expansion Rate, we first identify the cohort of Active Customer Accounts that were Active Customer Accounts in the same quarter of the prior year. The Dollar-Based Net Expansion Rate is the quotient obtained by dividing the revenue generated from that cohort in a quarter, by the revenue generated from that same cohort in the corresponding quarter in the prior year. When we calculate Dollar-Based Net Expansion Rate for periods longer than one quarter, we use the average of the applicable quarterly Dollar-Based Net Expansion Rates for each of the quarters in such period. Revenue from acquisitions does not impact the Dollar-Based Net Expansion Rate calculation until the quarter following the one-year anniversary of the applicable acquisition, unless the acquisition closing date is the first day of a quarter. As a result, for the quarter ended March 31, 2023, our Dollar-Based Net Expansion Rate excludes the contributions from acquisitions made after January 1, 2022.
We believe that measuring Dollar-Based Net Expansion Rate provides a more meaningful indication of the performance of our efforts to increase revenue from existing customers. Our ability to drive growth and generate incremental revenue depends, in part, on our ability to maintain and grow our relationships with existing Active Customer Accounts and to increase their use of our platform. An important way in which we have historically tracked performance in this area is by measuring the Dollar-Based Net Expansion Rate for Active Customer Accounts. Our Dollar-Based Net Expansion Rate increases when such Active Customer Accounts increase their usage of a product, extend their usage of a product to new applications or adopt a new product. Our Dollar-Based Net Expansion Rate decreases when such Active Customer Accounts cease or reduce their usage of a product or when we lower usage prices on a product. As our customers grow their businesses and extend the use of our platform, they sometimes create multiple customer accounts with us for operational or other reasons. As such, when we identify a significant customer organization (defined as a single customer organization generating more than 1% of revenue in a quarterly reporting period) that has created a new Active Customer Account, this new Active Customer Account is tied to, and revenue from this new Active Customer Account is included with, the original Active Customer Account for the purposes of calculating this metric.
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Key Components of Statements of Operations
Revenue
Revenue. We derive the majority of our revenue from usage‑based fees earned from our Twilio Communications products when customers access our cloud-based platform. Our usage‑based products primarily include offerings, such as Programmable Messaging, Programmable Voice, Twilio Verify and others. Some examples of the usage‑based fees that we charge include fees related to the number of text messages sent or received using our Programmable Messaging, minutes of call duration activity for our Programmable Voice and the number of authentications for Twilio Verify. In the three months ended March 31, 2023 and 2022, we generated 71% and 73% of our revenue, respectively, from usage‑based fees.
We earn monthly subscription-based fees from various of our Twilio Data & Applications products and solutions on our platform, such as our customer data platform Twilio Segment, our customer engagement solution Twilio Engage, our cloud contact center Twilio Flex; as well as certain of our Twilio Communications fee‑based products, such as our Email API. When our usage-based Twilio Communications products are embedded into our Twilio Data & Applications and other products, we charge for them separately on a usage basis.
Customers gain access to our products and solutions either through an e-commerce self service sign-up format which requires an upfront prepayment via credit card that is drawn down as they use our products; or for our larger customers, including enterprise customers, a negotiated contract is established for at least 12 months that contain minimum revenue commitments and which may contain more favorable pricing. Customers on such contracts are typically either invoiced monthly in arrears for products used or invoiced in advance at the start of the term.
Amounts that have been charged via credit card or invoiced are recorded in revenue, deferred revenue or customer deposits, depending on whether the revenue recognition criteria have been met. Our deferred revenue and customer deposits liability balance is not a meaningful indicator of our future revenue at any point in time because the number of contracts with our invoiced customers that contain terms requiring any form of prepayment is not significant.
We define U.S. revenue as revenue from customers with IP addresses or mailing addresses at the time of registration in the United States. We define international revenue as revenue from customers with IP addresses or mailing addresses at the time of registration outside of the United States.
As part of our expected shift to two operating segments in 2023, “Other” revenue, as described in Note 12 to the unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q, will be allocated to our two business units—Twilio Data & Applications and Twilio Communications—and in such future periods each business unit will include revenue that was not included in such business unit in the current quarter or in prior periods. Upon finalizing the shift to two operating segments, prior periods presented for purposes of comparison will be recast accordingly.
Cost of Revenue and Gross Margin
Cost of Revenue . Cost of revenue consists primarily of fees paid to network service providers. Cost of revenue also includes cloud infrastructure fees, direct costs of personnel, such as salaries and stock‑based compensation for our customer support employees, and other non‑personnel costs, such as depreciation and amortization expense related to data centers and hosting equipment, amortization of capitalized internal-use software development costs and acquired intangible assets.
Our arrangements with network service providers require us to pay fees based on the volume of phone calls initiated or text messages sent, as well as the number of telephone numbers acquired by us to service our customers. Our arrangements with our cloud infrastructure provider require us to pay fees based on our server capacity consumption.
Gross Margin. Gross margin is gross profit expressed as a percentage of revenue. Our gross margin has been and will continue to be affected by a number of factors, including the timing and extent of our investments in our operations; our product mix; our ability to manage our network service provider and cloud infrastructure‑related fees, including A2P SMS fees; the mix of U.S. revenue compared to international revenue; changes in foreign exchange rates; the timing of amortization of capitalized software development costs and acquired intangibles; and the extent to which we periodically choose to adjust prices of our products.
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Operating Expenses
The most significant components of operating expenses are personnel costs, which consist of salaries, benefits, sales commissions and bonuses and stock‑based compensation. We also incur other non‑personnel costs related to our general overhead expenses.
Research and Development. Research and development expenses consist primarily of personnel costs, outsourced engineering services, cloud infrastructure fees for staging and development of our products, depreciation, amortization of capitalized internal-use software development costs and an allocation of our general overhead expenses. We capitalize the portion of our software development costs that meets the criteria for capitalization.
We are focusing our research and development investment in the highest impact product areas for our future. We are investing strategically in alignment with our focus on building a trusted leading customer engagement platform.
Sales and Marketing. Sales and marketing expenses consist primarily of personnel costs, including commissions and bonuses to our sales employees. Sales and marketing expenses also include expenditures related to advertising, marketing, our brand awareness activities, costs related to our SIGNAL customer and developer conferences, credit card processing fees, professional services fees, depreciation, amortization of acquired intangible assets and an allocation of our general overhead expenses.
We focus our sales and marketing efforts on generating awareness of our company, platform and products, creating sales leads and establishing and promoting our brand, both domestically and internationally.
General and Administrative. General and administrative expenses consist primarily of personnel costs for our accounting, finance, legal, human resources and administrative support personnel. General and administrative expenses also include costs related to business acquisitions and dispositions, legal and other professional services fees, certain taxes, depreciation and amortization, charitable contributions and an allocation of our general overhead expenses.
We expect that we will incur costs associated with supporting the growth of our business and to meet the increased compliance requirements associated with our operations. We may also incur higher than usual losses related to deterioration of quality of certain financial assets caused by macroeconomic conditions.
Restructuring Costs. Restructuring costs consist primarily of personnel costs, such as employee severance payments, benefits and certain facilitation costs, associated with our workforce reductions, which are described in Note 6 to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q. Restructuring costs also include stock-based compensation expense related to vesting of stock-based awards of the impacted employees.
Impairment of Long-Lived Assets. Impairment of long-lived assets consists primarily of impairment charges allocated to the carrying amount of certain operating right-of-use assets and the associated leasehold improvements and property and equipment when the carrying amounts exceed their respective fair values.
(Provision for) Benefit from Income Taxes
Our (provision for) benefit from income taxes consists primarily of income taxes and withholding taxes in foreign jurisdictions in which the Company conducts business.
The primary difference between our effective tax rate and the federal statutory rate relates to the valuation allowance the Company established on the federal, state and certain foreign net operating losses and credits.
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Non-GAAP Financial Measures
We use the following non‑GAAP financial information, collectively, to evaluate our ongoing operations and for internal planning and forecasting purposes. We believe that non‑GAAP financial information, when taken collectively, may be helpful to investors because it provides consistency and comparability with past financial performance, facilitates period‑to‑period comparisons of results of operations and assists in comparisons with other companies, many of which use similar non‑GAAP financial information to supplement their results of operations reported in accordance with generally accepted accounting principles (“GAAP”). Non‑GAAP financial information is presented for supplemental informational purposes only, should not be considered a substitute for financial information presented in accordance with GAAP and may be different from similarly‑titled non‑GAAP measures used by other companies. Whenever we use a non‑GAAP financial measure, a reconciliation is provided to the most closely applicable financial measure stated in accordance with GAAP. The users of our consolidated financial statements are encouraged to review the related GAAP financial measures and the reconciliation of these non‑GAAP financial measures to their most directly comparable GAAP financial measures.
Non‑GAAP Gross Profit and Non‑GAAP Gross Margin
For the periods presented, we define non‑GAAP gross profit and non‑GAAP gross margin as GAAP gross profit and GAAP gross margin, respectively, adjusted to exclude, as applicable, certain expenses as presented in the table below:
Three Months Ended
March 31,
2023 2022
Reconciliation: (In thousands)
GAAP gross profit $ 490,690 $ 425,071
GAAP gross margin 49 % 49 %
Non-GAAP adjustments:
Stock-based compensation 5,290 4,521
Amortization of acquired intangibles 29,961 30,636
Payroll taxes related to stock-based compensation 195 —
Non-GAAP gross profit $ 526,136 $ 460,228
Non-GAAP gross margin 52 % 53 %
Non‑GAAP Operating Expenses
For the periods presented, we define non‑GAAP operating expenses (including categories of operating expenses) as GAAP operating expenses (and categories of operating expenses) adjusted to exclude, as applicable, certain expenses as presented in the table below:
Three Months Ended
March 31,
2023 2022
Reconciliation: (In thousands)
GAAP operating expenses $ 754,774 $ 642,879
Non-GAAP adjustments:
Stock-based compensation (155,176) (150,754)
Amortization of acquired intangibles (20,813) (20,830)
Acquisition and divestiture related expenses (2,235) (660)
Loss on net assets held for sale (3,824) —
Payroll taxes related to stock-based compensation (5,052) (11,218)
Charitable contribution (1,599) (4,232)
Restructuring costs (121,942) —
Impairment of long-lived assets (21,784) —
Non-GAAP operating expenses $ 422,349 $ 455,185
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Non‑GAAP Income (Loss) from Operations and Non‑GAAP Operating Margin
For the periods presented, we define non‑GAAP income (loss) from operations and non‑GAAP operating margin as GAAP income (loss) from operations and GAAP operating margin, respectively, adjusted to exclude, as applicable, certain expenses as presented in the table below:
Three Months Ended
March 31,
2023 2022
Reconciliation: (In thousands)
GAAP loss from operations $ (264,084) $ (217,808)
GAAP operating margin (26) % (25) %
Non-GAAP adjustments:
Stock-based compensation 160,466 155,275
Amortization of acquired intangibles 50,774 51,466
Acquisition and divestiture related expenses 2,235 660
Loss on net assets held for sale 3,824 —
Payroll taxes related to stock-based compensation 5,247 11,218
Charitable contribution 1,599 4,232
Restructuring costs 121,942 —
Impairment of long-lived assets 21,784 —
Non-GAAP income from operations $ 103,787 $ 5,043
Non-GAAP operating margin 10 % 1 %
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Results of Operations
The following table sets forth our results of operations for the periods presented. We have included results of operations for acquisitions closed after January 1, 2022, from the closing date of each such acquisition. The period-to-period comparison of our historical results are not indicative of the results that may be expected in the future.
Three Months Ended
March 31,
2023 2022
Condensed Consolidated Statements of Operations Data: (In thousands, except share and per share amounts)
Revenue $ 1,006,564 $ 875,363
Cost of revenue (1) (2)
515,874 450,292
Gross profit 490,690 425,071
Operating expenses:
Research and development (1) (2)
238,595 240,611
Sales and marketing (1) (2)
259,885 287,906
General and administrative (1) (2)
112,568 114,362
Restructuring costs (1)
121,942 —
Impairment of long-lived assets 21,784 —
Total operating expenses 754,774 642,879
Loss from operations (264,084) (217,808)
Other expenses, net:
Share of losses from equity method investment (30,419) —
Impairment of strategic investments (46,154) —
Other income (expenses), net 8,985 (6,677)
Total other expenses, net (67,588) (6,677)
Loss before (provision for) benefit from income taxes (331,672) (224,485)
(Provision for) benefit from income taxes (10,467) 2,858
Net loss attributable to common stockholders $ (342,139) $ (221,627)
Net loss per share attributable to common
stockholders, basic and diluted $ (1.84) $ (1.23)
Weighted-average shares used in computing net
loss per share attributable to common
stockholders, basic and diluted 186,403,349 180,898,713
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(1) Includes stock-based compensation expense as follows:
Three Months Ended
March 31,
2023 2022
(In thousands)
Cost of revenue $ 5,290 $ 4,521
Research and development 78,093 79,369
Sales and marketing 48,129 47,586
General and administrative 28,954 23,799
Restructuring costs 10,333 —
Total $ 170,799 $ 155,275
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____________________________________
(2) Includes amortization of acquired intangibles as follows:
Three Months Ended
March 31,
2023 2022
(In thousands)
Cost of revenue $ 29,961 $ 30,636
Research and development 420 420
Sales and marketing 20,393 20,403
General and administrative — 7
Total $ 50,774 $ 51,466
The following table sets forth our results of operations for each of the periods presented as a percentage of our total revenue:
Three Months Ended
March 31,
2023 2022
Condensed Consolidated Statements of Operations, as a percentage of revenue: **
Revenue 100 % 100 %
Cost of revenue 51 51
Gross profit 49 49
Operating expenses:
Research and development 24 27
Sales and marketing 26 33
General and administrative 11 13
Restructuring costs 12 —
Impairment of long-lived assets 2 —
Total operating expenses 75 73
Loss from operations (26) (25)
Other expenses, net
Share of losses from equity method investment (3) —
Impairment of strategic investments (5) —
Other income (expenses), net 1 (1)
Total other expenses, net (7) (1)
Loss before (provision for) benefit from income taxes (33) (26)
(Provision for) benefit from income taxes (1) *
Net loss attributable to common stockholders (34 %) (25 %)
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* Less than 0.5% of revenue.
** Columns may not add up to 100% due to rounding.
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Comparison of the Three Months Ended March 31, 2023 and 2022
Revenue
Three Months Ended
March 31,
2023 2022 Change
(Dollars in thousands)
Total revenue $ 1,006,564 $ 875,363 $ 131,201 15 %
In the three months ended March 31, 2023, total revenue increased by $131.2 million, or 15%, compared to the same period last year. This increase was attributable to an increase in the usage of our products by our existing customers as reflected in our Dollar‑Based Net Expansion Rate of 106%, as well as a 12% increase in the number of Active Customer Accounts, from over 268,000 as of March 31, 2022, to over 300,000 as of March 31, 2023. This growth in usage and Active Customer Accounts helped to drive a $103.9 million increase in Communications revenue and a $19.1 million increase in Data & Applications revenue during the three months ended March 31, 2023 compared to the same period last year.
In the three months ended March 31, 2023, U.S. revenue and international revenue represented $662.1 million or 66%, and $344.5 million, or 34%, respectively, of total revenue. In the three months ended March 31, 2022, U.S. revenue and international revenue represented $570.4 million, or 65%, and $305.0 million, or 35%, respectively, of total revenue. The increases in revenue in each geographical area were attributable to the growth in usage of our products by our existing customers and Active Customer Accounts as described above.
Cost of Revenue and Gross Margin
Three Months Ended
March 31,
2023 2022 Change
(Dollars in thousands)
Cost of revenue $ 515,874 $ 450,292 $ 65,582 15 %
Gross margin 49 % 49 %
In the three months ended March 31, 2023, cost of revenue increased by $65.6 million, or 15%, compared to the same period last year. The increase in cost of revenue was primarily attributable to a $58.4 million increase in network service providers’ costs, which support the growth in usage of our products driven by the growth in Active Customer Accounts and the increase in usage of our products by existing customers as described above.
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Operating Expenses
Three Months Ended
March 31,
2023 2022 Change
(Dollars in thousands)
Research and development $ 238,595 $ 240,611 $ (2,016) (1) %
Sales and marketing 259,885 287,906 (28,021) (10) %
General and administrative 112,568 114,362 (1,794) (2) %
Restructuring costs 121,942 — 121,942 100 %
Impairment of long-lived assets 21,784 — 21,784 100 %
Total operating expenses $ 754,774 $ 642,879 $ 111,895 17 %
In the three months ended March 31, 2023, research and development expenses decreased by $2.0 million, or 1%, compared to the same period last year. The decrease was attributable to our efforts to manage our cost structure, including the restructuring of our workforce in September 2022 and February 2023, and sunsetting of the employee sabbatical program in the three months ended March 31, 2023. As a result, total personnel costs decreased by $5.5 million, despite a 4% average increase in research and development headcount. This decrease was partially offset by increases in other operating expense categories that were not significant either individually or in the aggregate.
In the three months ended March 31, 2023, sales and marketing expenses decreased by $28.0 million, or 10%, compared to the same period last year. The decrease was attributable to our efforts to manage our cost structure, including the restructuring of our workforce in September 2022 and February 2023, and sunsetting of the employee sabbatical program in the three months ended March 31, 2023. As a results, total personnel costs decreased by $18.5 million, driven by a 12% average decrease in sales and marketing headcount. The lower sales and marketing expenses were also due to a $4.3 million decrease in advertising expenses and a $2.7 million decrease in expenses related to corporate events.
In the three months ended March 31, 2023, general and administrative expenses decreased by $1.8 million, or 2%, compared to the same period last year. The decrease was attributable to our efforts to manage our cost structure, including the restructuring of our workforce in September 2022 and February 2023, and sunsetting of the employee sabbatical program in the three months ended March 31, 2023. As a result, total personnel costs decreased by $3.6 million, driven by a 23% average decrease in general and administrative headcount. This decrease was partially offset by increases in other operating expense categories that were not significant either individually or in the aggregate.
In the three months ended March 31, 2023, we incurred $121.9 million in restructuring costs primarily as a result of our February 2023 Plan. For further detail refer to Note 6 to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q.
In the three months ended March 31, 2023, we incurred $21.8 million in impairment charges related to certain of our operating lease assets and other long-lived assets as a result of our permanent office closure announcements in 2022 and in the first quarter of 2023. For further detail refer to Note 5 to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q.
Liquidity and Capital Resources
As of March 31, 2023, we had cash and cash equivalents of $634.8 million and short-term marketable securities of $3.3 billion. In any given period, cash and cash equivalents may consist of money market funds, reverse repurchase agreements and commercial paper. Short-term marketable securities consist primarily of U.S. treasury securities, non-U.S. government securities, high credit quality corporate debt securities and commercial paper. The cash and cash equivalents and short-term marketable securities are held for working capital purposes.
Our principal sources of liquidity have been (i) the net proceeds of $979.0 million, $1.4 billion and $1.8 billion, net of underwriting discounts and offering expenses paid by us, from our public equity offerings in June 2019, August 2020 and February 2021, respectively; (ii) the aggregate net proceeds of approximately $984.7 million, after deducting purchaser discounts and debt issuance costs paid by us, from the issuance of our 2029 Notes and 2031 Notes in March 2021 (each, as defined below); (iii) the net proceeds of $228.4 million, after deducting transaction costs paid by us, from settlement of our capped call arrangements in June 2021; and (iv) the payments received from customers using our products.
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Our primary uses of cash include operating costs, such as personnel-related costs, network service provider costs, cloud infrastructure costs, facility-related spending, as well as, from time to time, acquisitions, investments and share repurchases. Our principal contractual and other commitments consist of obligations under our 2029 Notes and 2031 Notes, our operating leases for office space that we occupy, sublease or hold to sublease, and contractual commitments to our cloud infrastructure and network service providers. Refer to Note 11 and Note 13(a) to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q for discussions of our obligations and commitments related to leases, debt and other purchase obligations.
We may, from time to time, consider acquisitions of, or investments in, complementary businesses, products, services, capital infrastructure or technologies which might affect our liquidity requirements, cause us to secure additional financing or issue additional equity or debt securities. There can be no assurance that additional credit lines or financing instruments will be available in amounts or on terms acceptable to us, if at all.
We believe that our cash, cash equivalents and marketable securities balances, as well as the cash flows generated by our operations, will be sufficient to satisfy our anticipated cash needs for working capital and capital expenditure needs, including authorized share repurchases, for the next 12 months and beyond. However, our belief may prove to be incorrect, and we could utilize our available financial resources sooner than we currently expect. Our future capital requirements and the adequacy of available funds will depend on many factors, including those set forth in Part II, Item 1A, “Risk Factors.” We may be required to seek additional equity or debt financing in order to meet these future capital requirements. In the event that additional financing is required from outside sources, we may not be able to raise it on terms acceptable to us, or at all. If we are unable to raise additional capital when desired, our business, results of operations and financial condition would be adversely affected. Additionally, cash from operations could also be affected by various risks and uncertainties in connection with the impact of an economic downturn or recession, significant market volatility in the global economy, timing and ability to collect payments from our customers and other risks detailed in Part II, Item 1A, “Risk Factors.”
Share Repurchase Program
In February 2023, our Board of Directors authorized a share repurchase program pursuant to which we may repurchase up to $1.0 billion in aggregate value of our Class A common stock. Repurchases under the program will be made through open market, private transactions or other means in compliance with applicable federal securities laws, and could include repurchases pursuant to Rule 10b5-1 trading plans. We have a discretion in determining the conditions under which shares may be repurchased from time to time. The program is set to expire on December 31, 2024.
In the first quarter of 2023, we purchased $125.0 million in aggregate value, or 1.9 million shares, of our Class A common stock on the open market under this program. Subsequent to March 31, 2023, we have repurchased additional shares of our Class A common stock for an aggregate purchase price of $125.0 million. Approximately $750.0 million of the originally authorized amount remains available for future repurchases.
2029 Notes and 2031 Notes
In March 2021, we issued and sold $1.0 billion aggregate principal amount of senior notes, consisting of $500.0 million principal amount of 3.625% notes due 2029 (the “2029 Notes”) and $500.0 million principal amount of 3.875% notes due 2031 (the “2031 Notes,” and together with the 2029 Notes, the “Notes”). The Notes are described in detail in Note 13 to our Annual Report on Form 10-K filed with the SEC on February 27, 2023.
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Cash Flows
The following table summarizes our cash flows:
Three Months Ended
March 31,
2023 2022
(In thousands)
Cash used in operating activities $ (97,866) $ (17,575)
Cash provided by investing activities 202,465 150,967
Cash (used in) provided by financing activities (121,538) 4,107
Effect of exchange rate changes on cash, cash equivalents and restricted cash 39 27
Net (decrease) increase in cash, cash equivalents and restricted cash $ (16,900) $ 137,526
Cash Flows from Operating Activities
In the three months ended March 31, 2023, cash used in operating activities consisted primarily of our net loss of $342.1 million adjusted for non-cash items, including $170.8 million of stock-based compensation expense which included the impact of our February 2023 Plan, $71.4 million of depreciation and amortization expense, $21.8 million of impairment of operating lease assets and other long-lived assets, $8.6 million of non-cash reduction in our operating right-of-use asset, $17.9 million amortization of deferred commissions, $30.4 million of our share of losses from an equity method investment, $46.2 million of impairment of an investment that we acquired in 2021, and $143.2 million of cumulative changes in operating assets and liabilities. With respect to changes in operating assets and liabilities, accounts receivable and prepaid expenses increased $86.7 million primarily due to revenue growth, timing of cash receipts and pre-payments and certain operating expenses. Accounts payable and other current liabilities increased $19.1 million primarily driven by a $33.2 million increase in the restructuring liabilities that was offset by a $15.0 million decrease in the sabbatical benefit accrual as a result of lower headcount and sunsetting of the program. Operating lease liabilities decreased $13.7 million due to payments made against our operating lease obligations. Other long-term assets increased $21.5 million primarily due to an increase in the sales commissions balances related to the growth of our business. The impairment of operating lease assets and other long lived assets and the details of the February 2023 Plan are described further in Note 5 and Note 6, respectively, to our unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q.
In the three months ended March 31, 2022, cash used in operating activities consisted primarily of our net loss of $221.6 million adjusted for non-cash items, including $155.3 million of stock-based compensation expense, $68.1 million of depreciation and amortization expense, $12.4 million of non-cash reduction to our operating right-of-use asset, $12.6 million amortization of deferred commissions and $60.7 million of cumulative changes in operating assets and liabilities. With respect to changes in operating assets and liabilities, accounts receivable and prepaid expenses increased $33.8 million primarily due to revenue growth, the timing of cash receipts and pre-payments for cloud infrastructure fees and certain operating expenses. Accounts payable and other current liabilities increased $19.4 million primarily due to increases in transaction volumes. Operating lease liability decreased $13.1 million due to payments made against our operating lease obligations. Other long-term assets increased $27.4 million primarily due to an increase in the sales commissions balances related to the growth of our business.
Cash Flows from Investing Activities
In the three months ended March 31, 2023, cash provided by investing activities was $202.5 million primarily consisting of $219.1 million of proceeds from sales and maturities of marketable securities, net of purchases of marketable securities and other investments; $9.9 million related to capitalized software development costs and $6.8 million related to purchases of long-lived assets.
In the three months ended March 31, 2022, cash provided by investing activities was $151.0 million primarily consisting of $195.9 million of proceeds from sales and maturities of marketable securities, net of purchases of marketable securities and other investments, offset by $27.7 million of net cash paid to acquire other businesses, $10.3 million related to capitalized software development costs and $7.0 million related to purchases of long-lived assets.
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Cash Flows from Financing Activities
In the three months ended March 31, 2023, cash used in financing activities was $121.5 million primarily consisting of $115.0 million of cash paid to repurchase 1.9 million shares of our Class A common stock in the open market, including related costs, and $7.4 million in principal payments on debt and finance leases, offset by $3.3 million in proceeds from stock options exercised by our employees and shares issued under our employee stock purchase plan.
In the three months ended March 31, 2022, cash provided by financing activities was $4.1 million primarily consisting of $11.7 million in proceeds from stock options exercised by our employees, offset by $6.5 million in principal payments on debt and finance leases.
Critical Accounting Policies and Estimates
Our unaudited condensed consolidated financial statements are prepared in accordance with generally accepted accounting principles in the United States of America. The preparation of these unaudited condensed consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses and related disclosures. We evaluate our estimates and assumptions on an ongoing basis. Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates.
There have been no changes to our critical accounting policies as described in our Annual Report on Form 10-K filed with the SEC on February 27, 2023, other than the addition of a policy related to our share repurchase program as described in Note 2 to the unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q.
Recent Accounting Pronouncements Not Yet Adopted
Refer to Note 2 to the unaudited condensed consolidated financial statements included elsewhere in this Quarterly Report on Form 10-Q for a discussion of recent accounting pronouncements not yet adopted.
Available Information
Our filings are available to be viewed and downloaded free of charge through our investor relations website after we file them with the SEC. Our filings include our Annual Report on Form 10-K, Quarterly Reports on Form 10-Q, our Proxy Statement for our annual meeting of stockholders, Current Reports on Form 8-K and other filings with the SEC. Our investor relations website is located at http://investors.twilio.com. The SEC also maintains a website that contains periodic and current reports, proxy statements and other information about issuers, like us, that file electronically with the SEC. The address of that website is www.sec.gov.
We webcast our earnings calls and certain events we participate in or host with members of the investment community on our investor relations website. Additionally, we provide notifications of news or announcements regarding our financial performance, including SEC filings, investor events, press and earnings releases, and blogs as part of our investor relations website. Further corporate governance information, including our corporate governance guidelines and code of business conduct and ethics, is also available on our investor relations website under the heading “Governance.” The contents of our websites are not intended to be incorporated by reference into this Quarterly Report on Form 10-Q or in any other report or document we file with the SEC, and any references to our websites are intended to be inactive textual references only.
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Text extracted from the filing as submitted to EDGAR. Formatting, tables and exhibits are simplified for reading; the original document is authoritative for anything you rely on.