The following discussion and analysis of our financial condition and results of
operations should be read in conjunction with our consolidated financial
statements and related notes appearing elsewhere in this Annual Report on
Form 10-K. 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 I, Item 1A, "Risk Factors" in this Annual Report on Form 10-K. Our fiscal
year ends on December 31.
                                    Overview
We are the leader in the Cloud Communications Platform category. We enable
developers to build, scale and operate real­time customer engagement within
their software applications via our simple­to­use Application Programming
Interfaces ("APIs"). The power, flexibility, and reliability offered by our
software building blocks empowers companies of virtually every shape and size to
build world­class engagement into their customer experience.
We offer a customer engagement platform with software designed to address
specific use cases like account security and contact centers and a set of APIs
that handles the higher level communication logic needed for nearly every type
of customer engagement. These APIs are focused on the business challenges that a
developer is looking to address, allowing our customers to more quickly and
easily build better ways to engage with their customers throughout their
journey. We also offer a set of APIs that enables developers to embed voice,
messaging, video and email capabilities into their applications and are designed
to support almost all the fundamental ways humans communicate, unlocking
innovators to address just about any communication market. The Super Network is
our software layer that allows our customers' software to communicate with
connected devices globally. It interconnects with communications networks and
inbox service providers around the world and continually analyzes data to
optimize the quality and cost of communications that flow through our platform.
The Super Network also contains a set of APIs that gives our customers access to
more foundational components of our platform, like phone numbers.
Our customers' applications are able to reach users via voice, messaging, video
and email in nearly every country in the world by utilizing our platform. We
support our global business through over 25 cloud data centers across more than
seven regions around the world and have developed contractual relationships with
network service providers globally.
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Our business model is primarily focused on reaching and serving the needs of
software developers, who we believe are becoming increasingly influential in
technology decisions in a wide variety of companies. We call this approach our
Business Model for Innovators, which empowers developers by reducing friction
and upfront costs, encouraging experimentation, and enabling developers to grow
as customers as their ideas succeed. We established and maintain our leadership
position by engaging directly with, and cultivating, our developer community,
which has led to the rapid adoption of our platform. We reach developers through
community events and conferences, including our SIGNAL customer and developer
conference, to demonstrate how every developer can create differentiated
applications incorporating communications using our products.
Once developers are introduced to our platform, we provide them with a low
friction trial experience. By accessing our easy­to­adopt APIs, extensive
self­service documentation and customer support team, developers build our
products into their applications and then test such applications through free
trial periods that we provide. Once they have decided to use our products beyond
the initial free trial period, customers provide their credit card information
and only pay for the actual usage of our products. Historically, we have
acquired the substantial majority of our customers through this self­service
model. As customers expand their usage of our platform, our relationships with
them often evolve to include business leaders within their organizations. Once
our customers reach a certain spending level with us, we support them with
account executives or customer success advocates within our sales organization
to ensure their satisfaction and expand their usage of our products.
We also supplement our self­service model with a sales effort aimed at engaging
larger potential customers, strategic leads and existing customers through a
direct sales approach. To help increase awareness of our products in the
enterprise, we have expanded our marketing efforts through programs like our
Twilio Engage roadshow where we seek to bring business leaders and developers
together to discuss the future of customer engagement. We have developed
products to support this effort as well, like the Twilio Enterprise Plan, which
provides capabilities for advanced security, access management and granular
administration. Our sales organization targets technical leaders and business
leaders who are seeking to leverage software to drive competitive
differentiation. As we educate these leaders on the benefits of developing
applications incorporating our products to differentiate their business, they
often consult with their developers regarding implementation. We believe that
developers are often advocates for our products as a result of our
developer­focused approach. Our sales organization includes sales development,
inside sales, field sales and sales engineering personnel.
When potential customers do not have the available developer resources to build
their own applications, we refer them to either our technology partners who
embed our products in the solutions that they sell to other businesses (such as
contact centers and sales force and marketing automation) or our consulting
partners who provide consulting and development services for organizations that
have limited software development expertise to build our platform into their
software applications.
We generate the substantial majority of our revenue from customers based on
their usage of our software products that they have incorporated into their
applications. Our Flex contact center platform is generally offered on a per
user, per month basis or on a usage basis per agent hour. In addition, our email
API is offered on a monthly subscription basis and our Marketing Campaigns
product is priced based on the number of email contacts stored on our platform
and the number of monthly emails sent to those contacts through our Email API.
Also, customers using our Programmable Messaging or Programmable Voice APIs
typically purchase one or more telephone numbers from us, for which we charge a
monthly flat fee per number. Some customers also choose to purchase various
levels of premium customer support for a monthly fee. Customers that register in
our self­service model typically pay upfront via credit card and draw down their
balance as they purchase or use our products. Most of our customers draw down
their balance in the same month they pay up front or are charged on a monthly
subscription basis for our email-related products. As a result, our deferred
revenue and customer deposits liability at any particular time is not a
meaningful indicator of future revenue. As our customers' usage grows, some of
our customers enter into contracts and are invoiced monthly in arrears. Most of
these customer contracts have terms of approximately 12 months and typically
include some level of minimum revenue commitment. Most customers with minimum
revenue commitment contracts generate a significant amount of revenue in excess
of their minimum revenue commitment in any period. Historically, the aggregate
minimum commitment revenue from customers with whom we have contracts has
constituted a minority of our revenue in any period, and we expect this to
continue in the future.
Our developer­focused products are delivered to customers and users through our
Super Network, which uses software to optimize communications on our platform.
We interconnect with communications networks and inbox service providers
globally to deliver our products, and therefore we have arrangements with
network service providers in many regions in the world. Historically, a
substantial majority of our cost of revenue has been network service provider
fees. We continue to optimize our network service provider coverage and
connectivity through continuous improvements in routing and sourcing in order to
lower the usage expenses we incur for network service provider fees. As we
benefit from our platform optimization efforts, we sometimes pass these savings
on to customers in the form of lower usage prices on our products in an effort
to drive increased usage and expand the reach and scale of our platform. In the
near term, we intend to operate our business to expand the reach and scale of
our platform and to grow our revenue, rather than to maximize our gross margins.
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We have achieved significant growth in recent periods. In the years ended
December 31, 2020, 2019 and 2018, our revenue was $1.8 billion, $1.1 billion and
$650.1 million, respectively, and our net loss was $491.0 million, $307.1
million and $121.9 million, respectively. In the years ended December 31, 2020,
2019 and 2018, our 10 largest Active Customer Accounts generated an aggregate of
14%, 13% and 18% of our total revenue, respectively.
Acquisition of Segment.io, Inc. in 2020
In November 2020, we acquired Segment.io, Inc. ("Segment"), the market-leading
customer data platform, for a purchase price of $3.0 billion, consisting of 9.5
million shares of our Class A common stock with a total value of $2.5 billion
and $413.3 million in cash. Part of the cash consideration was paid to settle
the vested equity awards of Segment employees. The estimated transaction value
of $3.2 billion, as previously announced, includes certain shares of Class A
common stock and assumed equity awards that are subject to future vesting. We
assumed all unvested and outstanding equity awards of Segment's continuing
employees as converted into our equity awards at the conversion ratio provided
in the Agreement and Plan of Reorganization. The total value of Class A shares
of our common stock and assumed equity awards that are subject to future vesting
was $316.0 million on the acquisition closing date, which will be recorded into
our stock-based compensation expense over the period the services are provided.
Because the acquisition of Twilio Segment occurred during the year ended
December 31, 2020, the information presented in this section with respect to the
year ended December 31, 2020 includes the contribution of Twilio Segment
starting from November 2, 2020, the date of acquisition. The information with
respect to the prior-year comparable periods relates to Twilio on a standalone
basis. As a result, comparisons to the prior-year period may not be indicative
of future results or future rates of growth.
Acquisition of SendGrid, Inc. in 2019
In February 2019, we acquired SendGrid, Inc. ("SendGrid"), the leading email API
platform, by issuing 23.6 million shares of its Class A common stock with a
total value of $2.7 billion. We also assumed all of the outstanding stock
options and restricted stock units of SendGrid as converted into our stock
options and restricted stock units, respectively,based on the conversion ratio
provided in the Agreement and Plan of Merger and Reorganization, as amended.
Public Equity Offerings
In February 2021, August 2020 and June 2019 we completed public equity offerings
in which we sold 4,312,500 shares, 5,819,838 shares and 8,064,515 shares,
respectively, of our Class A common stock at public offering prices of $409.60
per share, $247.00 per share and $124.00 per share, respectively. We received
aggregate proceeds of $1.8 billion, $1.4 billion and $979.0 million,
respectively, after deducting underwriting discounts and offering expenses paid
and payable by us.
                                COVID-19 UPDATE
A novel coronavirus disease ("COVID-19") was declared a global pandemic during
the first quarter of 2020 and has resulted in the imposition of numerous,
unprecedented, national and international measures to try to contain the virus,
including travel bans and restrictions, shutdowns, quarantines, shelter-in-place
and social distancing orders. To prioritize the health and safety of our
employees, customers and our community at large, we have either cancelled or
shifted other planned events to virtual-only experiences and may determine to
alter, postpone or cancel additional customer, employee or industry events in
the future. Since mid-March 2020, we have also taken several precautionary
measures to protect our employees and contingent workers and help minimize the
spread of the virus, including temporarily closing our worldwide offices,
requiring all employees and contingent workers to work from home and suspending
all business travel worldwide for our employees for the time being.
The broader implications of COVID-19 on our results of operations and overall
financial performance remain uncertain. The COVID-19 pandemic and its adverse
effects have become more prevalent in the locations where we, our customers,
suppliers or third-party business partners conduct business. In the three months
ended December 31, 2020, we experienced a modest rebound in usage levels from
customers in the travel and hospitality industry, while the ridesharing industry
remained below pre-COVID-19 levels. We also continued to experience increased
usage in other areas, including healthcare, education, consumer on-demand, and
retail. We acknowledge that there may be additional impacts to the economy and
our business as a result of COVID-19. We expect that there may be some
volatility in customer demand and buying habits as the pandemic continues, and
we may experience constrained supply or curtailed customer demand that could
materially and adversely impact our business, results of operations and
financial performance in future periods. Specifically, we may experience impact
from delayed sales cycles, including customers and prospective customers
delaying contract signing or contract renewals, or reducing
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budgets or minimum commitments related to the products and services that we
offer and changes to consumer behavior that may affect customers who use our
products and service for confirmations, notifications, and other use cases.
While we are continuing our recruiting efforts, it is possible that the pace of
our hiring may slow during the COVID-19 pandemic. See the risk factor titled
"The global COVID-19 pandemic may adversely impact our business, results of
operations and financial performance" in Part I, Item 1A, "Risk Factors" of this
Annual Report on Form 10-K for further discussion of the possible impact of the
COVID-19 pandemic on our business, financial condition and results of
operations.
                              Key Business Metrics
                                                                         Year Ended December 31,
                                                               2020                 2019                2018

Number of Active Customer Accounts (as of end date of period) (1)

                                                221,000              179,000             64,286
Total Revenue (in thousands) (1)                          $ 1,761,776          $ 1,134,468          $ 650,067
Total Revenue Growth Rate (1)                                      55  %                75  %              63  %
Dollar-Based Net Expansion Rate (2)                               137  %               135  %             143  %

____________________


(1) Includes the contributions from our Twilio Segment business, acquired November 2, 2020, and Twilio SendGrid
business, acquired February 1, 2019, from the dates of their respective acquisitions. Effective December 31,
2019, we round down the number of Active Customer Accounts to the nearest thousand.

(2) As previously announced in our Annual Report on Form 10-K filed with the SEC on March 2, 2020, commencing
with the three-month period ended March 31, 2020, we calculate our Dollar-Based Net Expansion Rate by comparing
total revenue from a cohort of Active Customer Accounts in a period to the same period in the prior year (the
"New DBNE Definition"). To facilitate comparison between the periods presented, Dollar-Based Net Expansion Rate
as presented in the table above has been calculated as if the New DBNE Definition had been in effect during that
period. As a result of the New DBNE Definition, unless specifically identified as being calculated using total
revenue, any Dollar-Based Net Expansion Rates disclosed by us in our SEC filings, press releases and
presentations prior to the date of our press release for the three months ended March 31, 2020, will not be
directly comparable to our Dollar-Based Net Expansion Rates going forward. Revenue from Twilio Segment will not
impact this calculation until the one-year anniversary of the acquisition.


Number of Active Customer Accounts. 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 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. 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. In the years ended December 31, 2020, 2019
and 2018, revenue from Active Customer Accounts represented over 99% of total
revenue in each 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. Effective December 31, 2019,
we round down the number of Active Customer Accounts to the nearest thousand.
Dollar­Based Net Expansion Rate. 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 the 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, for reporting periods starting with the three months ended
December 31, 2016, 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. 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.
For historical periods through December 31, 2019, our Dollar-Based Net Expansion
Rate compared the revenue from Active Customer Accounts, other than large Active
Customer Accounts that have never entered into 12-month minimum revenue
commitment contracts with us, in a quarter to the same quarter in the prior
year. For reporting periods starting with the three months ended March 31, 2020,
our Dollar-Based Net Expansion Rate compares the 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-
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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. As a result of the change in calculation of
Dollar-Based Net Expansion Rate, unless specifically identified as being
calculated based on total revenue, any Dollar-Based Net Expansion Rates
disclosed by us in our SEC filings, press releases and presentations prior to
the date of our press release for the three months ended March 31, 2020, will
not be directly comparable to our Dollar-Based Net Expansion Rates going
forward.
The table below sets forth our historical Dollar-Based Net Expansion Rates as
calculated based on total revenue.
                                                                   Three Months Ended
Dec 31, 2019        Sep 30, 2019        Jun 30, 2019        Mar 31, 2019        Dec 31, 2018        Sep 30, 2018        Jun 30, 2018        Mar 31, 2018
       125  %              132  %              141  %              142  %              150  %              147  %              138  %              138  %

                                                                   Three Months Ended
Dec 31, 2017        Sep 30, 2017        Jun 30, 2017        Mar 31, 2017        Dec 31, 2016        Sep 30, 2016        Jun 30, 2016
       123  %              125  %              132  %              128  %              141  %              140  %              148  %


                             Net Loss Carryforwards
At December 31, 2020, we had federal, state and foreign net operating loss
carryforwards of approximately $2.7 billion, $1.8 billion and $27.9 million
respectively, and federal and state tax credits of approximately $79.8 million
and $57.7 million, respectively. If not utilized, the federal and state loss
carryforwards will expire at various dates beginning in 2029 and 2025,
respectively, and the federal tax credits will expire at various dates beginning
in 2029. The state tax credits can be carried forward indefinitely. At present,
we believe that it is more likely than not that the federal and state net
operating loss and credit carryforwards will not be realized. Accordingly, a
full valuation allowance has been established for these tax attributes, as well
as the rest of the federal and state deferred tax assets.
                   Key Components of Statements of Operations
Revenue. We derive our revenue primarily from usage­based fees earned from
customers using the software products within our Solutions APIs and Channel
APIs. These usage­based software products include offerings, such as
Programmable Voice, Programmable Messaging and Programmable Video. Some examples
of the usage­based fees for which we charge include minutes of call duration
activity for our Programmable Voice products, number of text messages sent or
received using our Programmable Messaging products and number of authentications
for our Account Security products. In the years ended December 31, 2020, 2019
and 2018, we generated 76%, 75% and 84% of our revenue, respectively, from
usage­based fees. We also earn monthly flat fees from certain fee­based
products, such as our Email API, Marketing Campaigns, Flex seats, telephone
numbers, short codes and customer support.
When customers first begin using our platform, they typically pay upfront via
credit card in monthly prepaid amounts and draw down their balances as they
purchase or use our products. As customers grow their usage of our products,
they automatically receive tiered usage discounts. Our larger customers often
enter into contracts, for at least 12 months that contain minimum revenue
commitments, which may contain more favorable pricing. Customers on such
contracts typically are invoiced monthly in arrears for products used.
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, and we define
international revenue as revenue from customers with IP addresses or mailing
addresses at the time of registration outside of the United States.
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Cost of Revenue and Gross Margin. 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 stock­based
compensation for our customer support employees, and non­personnel costs, such
as depreciation and amortization expense related to data centers and hosting
equipment, amortization of capitalized internal use software development costs
and acquired intangibles. 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.
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
infrastructure­related fees, including Application to Person SMS fees, the mix
of U.S. revenue compared to international revenue, changes in foreign exchange
rates and the timing of amortization of capitalized software development costs
and acquired intangibles and the extent to which we periodically choose to pass
on our cost savings from platform optimization efforts to our customers in the
form of lower usage prices.
Operating Expenses. The most significant components of operating expenses are
personnel costs, which consist of salaries, benefits, sales commissions and
bonuses and stock­based compensation. We also incur other non­personnel costs
related to our general overhead expenses. We expect that our operating costs
will increase in absolute dollars as we add additional employees and invest in
our infrastructure to grow our business.
Research and Development. Research and development expenses consist primarily of
personnel costs, outsourced engineering services, cloud infrastructure fees for
staging and development, amortization of capitalized internal use software
development costs, depreciation and an allocation of our general overhead
expenses. We capitalize the portion of our software development costs that meets
the criteria for capitalization.
We continue to focus our research and development efforts on adding new features
and products, including new use cases, improving our platform and increasing the
functionality of our existing products.
Sales and Marketing. Sales and marketing expenses consist primarily of personnel
costs, including commissions for our sales employees. Sales and marketing
expenses also include expenditures related to advertising, marketing, our brand
awareness activities and developer evangelism, costs related to our SIGNAL
customer and developer conferences, credit card processing fees, professional
services fees, depreciation, amortization of acquired intangibles and an
allocation of our general overhead expenses.
We focus our sales and marketing efforts on generating awareness of our company,
platform and products through our developer evangelist team and self­service
model, creating sales leads and establishing and promoting our brand, both
domestically and internationally. We plan to continue investing in sales and
marketing by increasing our sales and marketing headcount, supplementing our
self­service model with an enterprise sales approach, expanding our sales
channels, driving our go­to­market strategies, building our brand awareness and
sponsoring additional marketing events.
General and Administrative. General and administrative expenses consist
primarily of personnel costs for our accounting, finance, legal, human resources
and administrative support personnel and executives. General and administrative
expenses also include costs related to business acquisitions, legal and other
professional services fees, certain taxes, depreciation and amortization 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 international expansion. We may also
incur higher than usual losses related to deterioration of quality of certain
financial assets caused by the macroeconomic conditions and uncertainly in the
COVID-19 environment.
Our general and administrative expenses include a certain amount of sales and
other taxes to which we are subject in the United States and internationally
based on the manner we sell and deliver our products. Prior to March 2017, we
did not collect sales or other taxes from our customers and recorded such taxes
as general and administrative expenses. Effective March 2017, we began
collecting most of these taxes from customers in certain jurisdictions and since
then we have expanded the number of jurisdictions where we currently collect. We
expect that these expenses will gradually decline in future years as we continue
to expand the jurisdictions where we collect these taxes from our customers.
Provision for Income Taxes. Our income tax provision or benefit for interim
periods is determined using an estimate of our annual effective tax rate,
adjusted for discrete items occurring in the quarter. The primary difference
between our effective tax rate and the federal statutory rate relates to the net
operating losses in jurisdictions with a valuation allowance or a zero tax rate,
and the income tax benefit recorded in connection with the Segment and SendGrid
acquisitions.
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On June 7, 2019, a three-judge panel from the U.S. Court of Appeals for the
Ninth Circuit overturned the U.S. Tax Court's decision in Altera Corp. v.
Commissioner and upheld the portion of the Treasury regulations under Section
482 of the Internal Revenue Code that requires related parties in a cost-sharing
arrangement to share expenses related to share-based compensation. As a result
of this decision, our gross unrecognized tax benefits increased to reflect the
impact of including share-based compensation in cost-sharing arrangements. On
July 22, 2019, Altera filed a petition for a rehearing before the full Ninth
Circuit and the request was denied on November 12, 2019. On February 10, 2020,
Altera filed a petition to appeal the decision to the Supreme Court, and on June
22, 2020, the Supreme Court denied the petition. We will continue to monitor
future developments and their potential effects on our consolidated financial
statements.

                             Results of Operations
The following tables set forth our results of operations for the periods
presented and as a percentage of our total revenue for those periods. We have
included Twilio Segment in our results of operations prospectively after
November 2, 2020, and Twilio SendGrid in our results of operations prospectively
after February 1, 2019, the respective closing dates of each acquisition. The
period-to-period comparison of our historical results are not necessarily
indicative of the results that may be expected in the future.
                                                                        

Year Ended December 31,


                                                           2020                   2019                  2018
Consolidated Statements of Operations Data:               (In thousands, except share and per share amounts)
Revenue                                              $   1,761,776          $   1,134,468          $    650,067
Cost of revenue (1) (2)                                    846,115                525,551               300,841
Gross profit                                               915,661                608,917               349,226
Operating expenses:
Research and development (1) (2)                           530,548                391,355               171,358
Sales and marketing (1) (2)                                567,407                369,079               175,555
General and administrative (1) (2)                         310,607                218,268               117,548
Total operating expenses                                 1,408,562                978,702               464,461
Loss from operations                                      (492,901)              (369,785)             (115,235)
Other (expenses) income, net                               (11,525)                 7,569                (5,923)
Loss before benefit (provision) for income
taxes                                                     (504,426)              (362,216)             (121,158)
Benefit (provision) for income taxes                        13,447                 55,153                  (791)

Net loss attributable to common
stockholders                                              (490,979)              (307,063)             (121,949)
Net loss per share attributed to common
stockholders, basic and diluted                      $       (3.35)         $       (2.36)         $      (1.26)
Weighted-average shares used in computing net
loss per share attributable to common
stockholders, basic and diluted                        146,708,663            130,083,046            97,130,339


____________________________________

(1) Includes stock-based compensation expense as follows:


                                                      Year Ended December 31,
                                                 2020           2019           2018
                                                           (In thousands)
              Cost of revenue                 $   8,857      $   7,123      $  1,126
              Research and development          173,303        126,012        42,277
              Sales and marketing               103,450         60,886        23,616
              General and administrative         76,301         70,297        26,254
              Total                           $ 361,911      $ 264,318      $ 93,273

____________________________________

(2) Includes amortization of acquired intangibles as follows:


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                                                      Year Ended December 31,
                                                  2020          2019         2018
                                                          (In thousands)
               Cost of revenue                 $ 59,501      $ 45,267      $ 5,656
               Research and development               -             -           22
               Sales and marketing               38,915        27,540        1,117
               General and administrative            78             -          375
               Total                           $ 98,494      $ 72,807      $ 7,170


                                                                           Year Ended December 31,
                                                           2020                      2019                     2018
Consolidated Statements of Operations, as a
percentage of revenue: **
Revenue                                                         100  %                    100  %                   100  %
Cost of revenue                                                  48                        46                       46
Gross profit                                                     52                        54                       54
Operating expenses:
Research and development                                         30                        34                       26
Sales and marketing                                              32                        33                       27
General and administrative                                       18                        19                       18
Total operating expenses                                         80                        86                       71
Loss from operations                                            (28)                      (33)                     (18)
Other (expenses) income, net                                     (1)                        1                       (1)
Loss before benefit (provision) for income
taxes                                                           (29)                      (32)                     (19)
Benefit (provision) for income taxes                                  *                         *                       *
Net loss attributable to common
stockholders                                                    (28  %)                   (27  %)                  (19) %


____________________________________


* Less than 0.5% of revenue.
** Columns may not add up to 100% due to rounding.
     Comparison of the Fiscal Years Ended December 31, 2020, 2019 and 2018
Revenue
                                                 Year Ended December 31,
                                                                                                        2019 to 2020                      2018 to 2019
                                       2020                 2019                2018                       Change                            Change
                                                                                    (Dollars in thousands)


Total Revenue                     $ 1,761,776          $ 1,134,468          $ 650,067          $    627,308             55  %       $    484,401       75  %


2020 compared to 2019
In 2020, total revenue increased by $627.3 million, or 55%, compared to the same
period last year. This increase was primarily attributable to an increase in the
usage of our products, particularly our Programmable Messaging products and
Programmable Voice products, the adoption of additional products by our existing
customers, and revenue contribution from our acquisition of our Twilio Segment
business for the period from November 2, 2020 through December 31, 2020. This
increase was partially offset by pricing decreases that we have implemented over
time in the form of lower usage prices, in an effort to increase the reach and
scale of our platform. The changes in usage and price in 2020, were reflected in
our Dollar­Based Net Expansion Rate of 137%. The increase in usage was also
attributable to a 23% increase in the number of Active Customer Accounts, from
179,000 as of December 31, 2019, to over 221,000 as of December 31, 2020, which
was also positively impacted by the customer accounts added through our
acquisition of the Twilio Segment business.
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In 2020, U.S. revenue and international revenue represented $1.3 billion or 73%,
and $479.6 million, or 27%, respectively, of total revenue. In 2019, U.S.
revenue and international revenue represented $808.9 million, or 71%, and $325.6
million, or 29%, respectively, of total revenue. The increase in international
revenue was attributable to the growth in usage of our products, particularly
our Programmable Messaging products and Programmable Voice products, by our
existing international Active Customer Accounts; a 23% increase in the number of
international Active Customer Accounts driven in part by our focus on expanding
our sales to customers outside of the United States; and revenue contribution
from our acquisition of the Twilio Segment business.
2019 compared to 2018
In 2019, total revenue increased by $484.4 million, or 75%, compared to the same
period last year. This increase was primarily attributable to an increase in the
usage of our products, particularly our Programmable Messaging products and
Programmable Voice products, the adoption of additional products by our existing
customers, and revenue contribution from our acquisition of the Twilio SendGrid
business for the period from February 1, 2019 through December 31, 2019. This
increase was partially offset by pricing decreases that we have implemented over
time in the form of lower usage prices, in an effort to increase the reach and
scale of our platform. The changes in usage and price in 2019, were reflected in
our Dollar­Based Net Expansion Rate of 135%. The increase in usage was also
attributable to a 178% increase in the number of Active Customer Accounts, from
64,286 as of December 31, 2018, to over 179,000 as of December 31, 2019, which
was also positively impacted by the customer accounts added through our
acquisition of the Twilio SendGrid business.
In 2019, U.S. revenue and international revenue represented $808.9 million or
71%, and $325.6 million, or 29%, respectively, of total revenue. In 2018, U.S.
revenue and international revenue represented $484.8 million, or 75%, and $165.3
million, or 25%, respectively, of total revenue. The increase in international
revenue was attributable to the growth in usage of our products, particularly
our Programmable Messaging products and Programmable Voice products, by our
existing international Active Customer Accounts; a 167% increase in the number
of international Active Customer Accounts driven in part by our focus on
expanding our sales to customers outside of the United States; and revenue
contribution from our acquisition of the Twilio SendGrid business.
Cost of Revenue and Gross Margin
                               Year Ended December 31,
                                                                           2019 to 2020                2018 to 2019
                         2020            2019            2018                 Change                      Change
                                (Dollars in thousands)
Cost of revenue      $ 846,115       $ 525,551       $ 300,841       $    320,564        61  %    $    224,710     75  %
Gross margin                52  %           54  %           54  %


2020 compared to 2019
In 2020, cost of revenue increased by $320.6 million, or 61%, compared to the
same period last year. The increase in cost of revenue was primarily
attributable to a $246.2 million increase in network service providers' costs
and a $32.3 million increase in cloud infrastructure fees, both to support the
growth in usage of our products. The increase was also due to a $14.2 million
increase in the amortization expense of intangible assets that we acquired
through business combinations.
In 2020, gross margin percentage declined compared to 2019. This decline was
primarily driven by a re-acceleration in growth of our messaging business, an
increase in amortization expense related to acquired intangible assets, the
impact of an increasing mix of international product usage and an increase in
network service provider fees in certain geographies. These declines were
partially offset by the impact of the acquisition of the Twilio Segment business
and certain operational improvements.
2019 compared to 2018
In 2019, cost of revenue increased by $224.7 million, or 75%, compared to the
same period last year. The increase in cost of revenue was primarily
attributable to a $133.1 million increase in network service providers' costs
and a $18.6 million increase in cloud infrastructure fees, both to support the
growth in usage of our products. The increase was also due to a $39.6 million
increase in depreciation and amortization expense primarily related to the
acquired intangible assets and our internally developed software.
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In 2019, gross margin percentage remained stable compared to 2018. Changes in
product mix, which includes the impact of the acquisition of the Twilio SendGrid
business, and some operational improvements were largely offset by an increase
in amortization expense related to acquired intangible assets, the impact of an
increasing mix of international product usage, and an increase in network
service provider fees in certain geographies.
Operating Expenses
                                                       Year Ended December 31,
                                                                                                             2019 to 2020                      2018 to 2019
                                              2020                2019               2018                       Change                            Change
                                                                                          (Dollars in thousands)

Research and development                 $   530,548          $ 391,355          $ 171,358          $    139,193             36  %       $    219,997      128  %
Sales and marketing                          567,407            369,079            175,555               198,328             54  %            193,524      110  %
General and administrative                   310,607            218,268            117,548                92,339             42  %            100,720       86  %
Total operating expenses                 $ 1,408,562          $ 978,702          $ 464,461          $    429,860             44  %       $    514,241      111  %


2020 compared to 2019
In 2020, research and development expenses increased by $139.2 million, or 36%,
compared to the same period last year. The increase was primarily attributable
to a $128.3 million increase in personnel costs, net of a $17.8 million increase
in capitalized software development costs, largely as a result of a 63% average
increase in our research and development headcount, as we continued to focus on
enhancing our existing products, introducing new products as well as enhancing
product management and other technical functions. This increase also reflected
the impact of growth in the headcount as a result of the acquisition of our
Twilio Segment business on November 2, 2020. The increase was also due to a
$13.3 million increase in our cloud infrastructure fees related to staging and
development of our products. In addition, 2020 included research and development
expenses from our acquired Twilio Segment business for the period from November
2, 2020 through December 31, 2020.
In 2020, sales and marketing expenses increased by $198.3 million, or 54%,
compared to the same period last year. The increase was primarily attributable
to a $137.4 million increase in personnel costs, largely as a result of a 88%
average increase in sales and marketing headcount, as we continued to expand our
sales efforts in the United States and abroad. The increase also reflected the
impact of growth in the headcount as a result of the acquisition of our Twilio
Segment business on November 2, 2020. The increase was also due to a $11.4
million increase related to the amortization of acquired intangible assets, and
a $20.1 million increase in advertising expenses. In addition, 2020 included
sales and marketing expenses from our acquired Twilio Segment business for the
period from November 2, 2020 through December 31, 2020.
In 2020, general and administrative expenses increased by $92.3 million, or 42%,
compared to the same period last year. The increase was primarily attributable
to a $25.4 million increase in personnel costs, largely as a result of a 66%
average increase in general and administrative headcount, to support the growth
of our business domestically and internationally. The increase also reflected
the impact of growth in the headcount as a result of the acquisition of our
Twilio Segment business on November 2, 2020. The increase was also due to a
$19.0 million increase in charitable contributions due to several donations made
by Twilio.org, a $10.7 million increase in our allowance for estimated credit
losses partially impacted by the COVID-19 environment, and a $5.8 million
increase in professional expenses related to our acquisitions of other business.
Additionally, certain of our taxes increased by $7.9 million primarily in
foreign jurisdictions and our professional services fees increased by $6.6
million. In addition, 2020 included general and administrative expenses from our
acquired Twilio Segment business for the period from November 2, 2020 through
December 31, 2020.
2019 compared to 2018
In 2019, research and development expenses increased by $220.0 million, or 128%,
compared to the same period last year. The increase was primarily attributable
to a $183.3 million increase in personnel costs, net of a $5.0 million increase
in capitalized software development costs, largely as a result of a 71% average
increase in our research and development headcount, as we continued to focus on
enhancing our existing products, introducing new products as well as enhancing
product management and other technical functions. This increase also reflected
the impact of growth in the headcount as a result of the acquisition of our
Twilio SendGrid business. The increase was also due to a $16.5 million increase
in facilities and depreciation expenses to accommodate the growth in our
headcount. In addition, 2019 included research and development expenses from our
acquired Twilio SendGrid business for the period from February 1, 2019 through
December 31, 2019.
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In 2019, sales and marketing expenses increased by $193.5 million, or 110%,
compared to the same period last year. The increase was primarily attributable
to a $117.3 million increase in personnel costs, largely as a result of a 93%
average increase in sales and marketing headcount, as we continued to expand our
sales efforts in the United States and internationally. The increase also
reflected the impact of growth in the headcount as a result of the acquisition
of our Twilio SendGrid business. The increase was also due to a $26.4 million
increase related to the amortization of acquired intangible assets, a $16.4
million increase in advertising expenses and an $11.4 million increase in
facilities and related expenses. In addition, 2019 included sales and marketing
expenses from our acquired Twilio SendGrid business for the period from February
1, 2019 through December 31, 2019.
In 2019, general and administrative expenses increased by $100.7 million, or
86%, compared to the same period last year. The increase was primarily
attributable to a $74.3 million increase in personnel costs, largely as a result
of a 64% average increase in general and administrative headcount, to support
the growth of our business domestically and internationally. The increase also
reflected the impact of growth in the headcount as a result of the acquisition
of our Twilio SendGrid business. The increase was also due to a $11.7 million
increase in professional expenses related to our acquisitions of other business
and a $6.5 million increase in facilities and depreciation expenses. In
addition, 2019 included general and administrative expenses from our acquired
Twilio SendGrid business for the period from February 1, 2019 through
December 31, 2019.
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                        Quarterly Results of Operations
The following tables set forth our unaudited quarterly statements of operations
data for each of the eight quarters within the two years ended December 31,
2020, as well as the percentage that each line item represents of our revenue
for each quarter presented. The information for each quarter has been prepared
on a basis consistent with our audited consolidated financial statements
included elsewhere in this Annual Report on Form 10-K, and reflect, in the
opinion of management, all adjustments of a normal, recurring nature that are
necessary for a fair presentation of the financial information contained in
those statements. For the three months ended December 31, 2020, our revenue also
includes the contribution from our Twilio Segment business since the date of our
acquisition of this business on November 2, 2020. For the three months ended
March 31, 2019 and all subsequent periods thereafter, our revenue also includes
the contribution from our Twilio SendGrid business since the date of our
acquisition of this business on February 1, 2019. Our historical results are not
necessarily indicative of the results that may be expected in the future. The
following quarterly financial data should be read in conjunction with our
audited consolidated financial statements included elsewhere in this Annual
Report on Form 10-K.
Consolidated Statements of Operations:
                                                                                                   Three Months Ended
                                     Mar 31,            Jun 30,            Sep 30,            Dec 31,            Mar 31,            Jun 30,             Sep 30,             Dec 31,
                                       2019               2019               2019               2019               2020               2020               2020                2020
                                                                                                (Unaudited, in thousands)
Revenue                            $ 233,139          $ 275,039          $ 295,066          $ 331,224          $ 364,868          $ 400,849          $  447,969          $  548,090
Cost of revenue (1) (2)              107,089            125,024            136,904            156,534            171,333            191,718             217,095             265,969
Gross profit                         126,050            150,015            158,162            174,690            193,535            209,131             230,874             282,121
Operating expenses:
Research and development
(1) (2)                               77,855             98,783            104,481            110,236            114,339            120,701             136,652             158,856
Sales and marketing (1) (2)           71,607             90,421            100,657            106,394            116,722            129,823             140,875             179,987
General and administrative
(1) (2)                               64,176             54,543             47,690             51,859             55,170             61,251              65,617             128,569
Total operating expenses             213,638            243,747            252,828            268,489            286,231            311,775             343,144             467,412
Loss from operations                 (87,588)           (93,732)           (94,666)           (93,799)           (92,696)          (102,644)           (112,270)           (185,291)
Other (expenses) income, net            (636)              (880)             4,377              4,708             (1,118)             3,015              (3,996)             (9,426)
Loss before benefit
(provision) for income taxes         (88,224)           (94,612)           (90,289)           (89,091)           (93,814)           (99,629)           (116,266)           (194,717)
Benefit (provision) for
income taxes                          51,721              2,033              2,555             (1,156)              (977)              (294)               (648)             15,366
Net loss attributable to
common stockholders                $ (36,503)         $ (92,579)         $ (87,734)         $ (90,247)         $ (94,791)         $ (99,923)         $ (116,914)         $ (179,351)

____________________________________

(1) Includes stock-based compensation expense as follows:


                                                                                                      Three Months Ended
                                            Mar 31,           Jun 30,           Sep 30,           Dec 31,           Mar 31,           Jun 30,           Sep 30,           Dec 31,
                                             2019              2019              2019              2019              2020              2020              2020               2020
                                                                                                  (Unaudited, in thousands)

Cost of revenue                           $  1,809          $  1,623          $  1,674          $  2,017          $  1,837          $  2,143          $  2,237          $   2,640
Research and development                    25,339            33,701            34,348            32,624            33,209            39,841            46,294             53,959
Sales and marketing                         11,749            14,564            16,143            18,430            19,943            23,086            26,573             33,848
General and administrative                  19,427            20,852            16,103            13,915            14,036            14,317            14,306             33,642
Total                                     $ 58,324          $ 70,740          $ 68,268          $ 66,986          $ 69,025          $ 79,387          $ 89,410          $ 124,089

____________________________________

(2) Includes amortization of acquired intangibles as follows:


                                                                                                     Three Months Ended
                                            Mar 31,           Jun 30,           Sep 30,           Dec 31,           Mar 31,           Jun 30,           Sep 30,           Dec 31,
                                             2019              2019              2019              2019              2020              2020              2020              2020
                                                                                                  (Unaudited, in thousands)

Cost of revenue                           $  8,460          $ 11,857          $ 12,549          $ 12,401          $ 12,381          $ 12,695          $ 12,540          $ 21,885

Sales and marketing                          5,003             7,329             7,322             7,886             7,864             7,889             7,876            15,286
General and administrative                     153                62               121              (336)               47                11                10                10
Total                                     $ 13,616          $ 19,248          $ 19,992          $ 19,951          $ 20,292          $ 20,595          $ 20,426          $ 37,181


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Consolidated Statement of Operations, as a percentage of revenue **
                                                                                                      Three Months Ended
                                      Mar 31,            Jun 30,             Sep 30,             Dec 31,             Mar 31,             Jun 30,             Sep 30,             Dec 31,
                                       2019               2019                2019                2019                2020                2020                2020                2020
                                                                                                          (Unaudited)
Revenue                                  100  %              100  %              100  %              100  %              100  %              100  %              100  %              100  %
Cost of revenue                           46                  45                  46                  47                  47                  48                  48                  49
Gross profit                              54                  55                  54                  53                  53                  52                  52                  51
Operating expenses:
Research and development                  33                  36                  35                  33                  31                  30                  31                  29
Sales and marketing                       31                  33                  34                  32                  32                  32                  31                  33
General and administrative                28                  20                  16                  16                  15                  15                  15                  23
Total operating expenses                  92                  89                  86                  81                  78                  78                  77                  85
Loss from operations                     (38)                (34)                (32)                (28)                (25)                (26)                (25)                (34)
Other (expenses) income, net               -                   -                   1                   1                      *                1                  (1)                 (2)
Loss before benefit
(provision) for income taxes             (38)                (34)                (31)                (27)                (26)                (25)      

         (26)                (36)
Benefit (provision) for
income taxes                              22                   1                   1                      *                   *                   *                   *                   *
Net loss attributable to
common stockholders                      (16) %              (34) %              (30) %              (27) %              (26) %              (25) %              (26) %              (33) %


____________________________________


* Less than 0.5% of revenue.
** Columns may not add up to 100% due to rounding.
                                                                                                Three Months Ended
                                   Mar 31,            Jun 30,            Sep 30,            Dec 31,            Mar 31,            Jun 30,            Sep 30,            Dec 31,
                                     2019               2019               2019               2019               2020               2020               2020               2020
                                                                                         (Unaudited, dollars in thousands)

Number of Active Customer
Accounts
(as of end date of period)
(1) (2) (3)                        154,797            161,869            172,092            179,000            190,000            200,000            208,000            221,000
Total Revenue (in
thousands) (1) (2)               $ 233,139          $ 275,039          $ 295,066          $ 331,224          $ 364,868          $ 400,849          $ 447,969          $ 548,090
Total Revenue Growth Rate
(1) (2)                                 81  %              86  %              75  %              62  %              57  %              46  %              52  %              65  %
Dollar-Based Net Expansion
Rate (4)                               142  %             141  %             132  %             125  %             143  %             132  %             137  %             139  %

____________________________________


(1) For the three months ended December 31, 2020, Active Customer Accounts,
Total Revenue and Total Revenue Growth Rate include the contribution from the
Twilio Segment acquisition, which closed on November 2, 2020. Effective December
31, 2019, we round down the number of Active Customer Accounts to the nearest
thousand.
(2) For the three months ended March 31, 2019 and all subsequent quarterly
periods thereafter, Active Customer Accounts, Total Revenue and Total Revenue
Growth Rate include the contribution from the Twilio SendGrid acquisition, which
closed on February 1, 2019.
(3) See the section titled "Key Business Metrics-Number of Active Customer
Accounts."
(4) See the section titled "Key Business Metrics-Dollar-Based Net Expansion
Rate."
                  Quarterly Trends in Revenue and Gross Margin
Our quarterly revenue increased in each period presented primarily due to an
increase in the usage of our products, the adoption of additional products by
our existing customers, as evidenced by our Dollar-Based Net Expansion Rates and
an increase in our new customers. For the three months ended December 31, 2020,
our revenue also includes the contribution from our Twilio Segment business
since the date of our acquisition of this business on November 2, 2020. For the
three months ended March 31, 2019 and all subsequent quarterly periods
thereafter, our revenue also includes the contribution from our Twilio SendGrid
business since the date of our acquisition of this business on February 1, 2019.
In the first three quarters of 2020, the gross margin stayed relatively
consistent due to continued platform optimization, offset by continued
international product usage. In the fourth quarter of 2020, international usage
continued to increase at a higher rate than domestic usage, causing a slight
decline in the gross margin percentage.
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In the first three quarters of 2019 the gross margin stayed relatively
consistent due to continued platform optimization, offset by continued
international product usage. In the fourth quarter of 2019, international usage
continued to increase at a higher rate than domestic usage, causing a slight
decline in gross margin percentage.
                     Quarterly Trends in Operating Expenses
Our operating expenses have generally increased sequentially on a dollar basis
as a result of our growth, primarily related to our acquisitions of our Segment
and SendGrid businesses, increased personnel costs to support our expanded
operations, our continued investment in our products, our operations as a public
company and our litigation costs.

In the fourth quarter of 2020, our general and administrative expenses included
$20.7 million of costs related to the acquisition of our Twilio Segment business
on November 2, 2020. The fourth quarter general and administrative expense also
included $31.7 million of stock-based compensation expense related to vesting of
equity awards of Twilio Segment that we assumed, and vesting of certain shares
of our Class A common stock that we issued subject to service conditions on the
acquisition closing date.
In the first and second quarters of 2019, our general and administrative
expenses included $20.7 million and $26.0 million, respectively, of additional
stock-based compensation expense related to vesting of equity awards of Twilio
SendGrid that we assumed on the acquisition closing date. The first quarter
general and administrative expenses also included $12.4 million of costs related
to the acquisition of SendGrid on February 1, 2019. In the third quarter of
2019, our sales and marketing expenses included $9.4 million of costs related to
our SIGNAL customer and developer conference, which occurred in the third
quarter of 2019.
                        Liquidity and Capital Resources
To date, our principal sources of liquidity have been (i) the net proceeds of
$155.5 million, $64.4 million, $979.0 million,$1.4 billion, and $1.8 billion,
net of underwriting discounts and offering expenses paid by us, from our initial
public offering in June 2016 and our subsequent public offerings in October
2016, June 2019, August 2020, and February 2021, respectively; (ii) the net
proceeds we received through private sales of equity securities; (iii) the net
proceeds of approximately $537.0 million, after deducting purchaser discounts
and debt issuance costs paid by us, from issuance of the 0.25% convertible
senior notes due 2023 (the "Notes"), as described in Note 9 to our consolidated
financial statements included elsewhere in this Annual Report on Form 10-K; and
(iv) the payments received from customers using our products.
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 expenditures
for at least the next 12 months. 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 I, 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 COVID-19 pandemic,
including timing and ability to collect payments from our customers and other
risks detailed in Part I, Item 1A, "Risk Factors."
Cash Flows
The following table summarizes our cash flows:
                                                                             Year Ended December 31,
                                                                  2020                 2019                2018
                                                                                 (In thousands)
Cash provided by operating activities                         $   32,654          $    14,048          $   7,983
Cash used in investing activities                               (845,855)          (1,285,792)          (139,419)
Cash provided by financing activities                          1,493,311            1,020,145            515,819
Effect of exchange rate changes on cash, cash
equivalents and restricted cash                                       40                    -                163
Net increase (decrease) in cash, cash equivalents and
restricted cash                                               $  680,150          $  (251,599)         $ 384,546


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Cash Flows from Operating Activities
In 2020, cash provided by operating activities consisted primarily of our net
loss of $491.0 million adjusted for non-cash items, including $360.9 million of
stock-based compensation expense, $16.5 million of tax benefit related to
release of valuation allowance in connection with our acquisitions of other
businesses, $149.7 million of depreciation and amortization expense, $23.8
million amortization of the debt discount and issuance costs related to our
Notes, $38.4 million of non-cash reduction to our operating right-of-use asset,
$13.3 million amortization of deferred commissions, a $13.2 million increase in
our allowance for credit losses, and $97.4 million of cumulative changes in
operating assets and liabilities. With respect to changes in operating assets
and liabilities, accounts receivable and prepaid expenses increased $92.9
million primarily due to the timing of cash receipts from certain of our larger
customers, pre-payments for cloud infrastructure fees and certain operating
expenses. Accounts payable and other current liabilities increased $98.4 million
primarily due to increases in transaction volumes. Operating lease liability
decreased $33.9 million due to payments made against our operating lease
obligations. Other long-term assets increased $81.9 million primarily due to an
increase in the sales commissions balances related to the growth of our
business.
In 2019, cash provided by operating activities consisted primarily of our net
loss of $307.1 million adjusted for non-cash items, including $264.3 million of
stock-based compensation expense, $55.7 million of tax benefit related to
release of valuation allowance in connection with our acquisitions of other
businesses, $110.4 million of depreciation and amortization expense, $23.7
million amortization of the debt discount and issuance costs related to our
Notes, $23.2 million of non-cash reduction to our operating right-of-use asset
and $48.0 million of cumulative changes in operating assets and liabilities.
With respect to changes in operating assets and liabilities, accounts receivable
and prepaid expenses increased $71.7 million primarily due to the timing of cash
receipts from certain of our larger customers, pre-payments for cloud
infrastructure fees and certain operating expenses. Accounts payable and other
current liabilities increased $63.4 million primarily due to increases in
transaction volumes. Operating lease liability decreased $21.1 million due to
payments made against our operating lease obligations. Other long-term assets
increased $18.0 million primarily due to an increase in the deferred sales
commissions balances related to the growth of our business.
In 2018, cash provided by operating activities consisted primarily of our net
loss of $121.9 million adjusted for non-cash items, including $93.3 million of
stock-based compensation expense, $26.1 million of depreciation and amortization
expense, $14.1 million amortization of the debt discount and issuance costs
related to our Notes and $14.8 million of cumulative changes in operating assets
and liabilities. With respect to changes in operating assets and liabilities,
accounts receivable and prepaid expenses increased $67.0 million, which resulted
primarily from the timing of cash receipts from certain of our larger customers,
pre-payments for cloud infrastructure fees and certain operating expenses.
Accounts payable and other current liabilities increased $52.1 million and
deferred revenue and customer deposits increased $6.0 million primarily due to
increases in transaction volumes.
Cash Flows from Investing Activities
In 2020, cash used in investing activities was $845.9 million primarily
consisting of $453.1 million of purchases of marketable securities and other
investments, net of maturities and sales, $333.6 million of net cash paid to
acquire other businesses as described in Note 6 to our consolidated financial
statements included elsewhere in this Annual Report on Form 10-K, $33.3 million
related to capitalized software development costs and $25.8 million related to
purchases of long-lived assets.
In 2019, cash used in investing activities was $1.3 billion, primarily
consisting of $1.3 billion of purchases of marketable securities and other
investments, net of maturities and sales, $122.7 million of net cash paid to
acquire other businesses, $21.9 million related to capitalized software
development costs and $45.4 million related to purchases of long-lived assets.
In 2018, cash used in investing activities was $139.4 million, primarily
consisting of $84.2 million of purchases of marketable securities, net of
maturities, $30.6 million of net cash paid to acquire other businesses and
$19.5 million related to capitalized software development costs.
Cash Flows from Financing Activities
In 2020, cash provided by financing activities was $1.5 billion primarily
consisting of $1.4 billion in net proceeds from our public equity offering, as
described in Note 13 to our consolidated financial statements included elsewhere
in this Annual Report on Form 10-K, and $104.8 million in proceeds from stock
options exercised by our employees and shares issued under our employee stock
purchase plan.
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In 2019, cash provided by financing activities was $1.0 billion primarily
consisting of $979.1 million in net proceeds from our public equity offering and
$57.5 million in proceeds from stock options exercised by our employees and
shares issued under our employee stock purchase plan.
In 2018, cash provided by financing activities was $515.8 million, primarily
consisting of $537.1 million in net proceeds from our Notes, net of purchaser
discounts and issuance costs paid in the period, and $40.0 million in proceeds
from stock options exercised by our employees and shares issued under our
employee stock purchase plan. This was partially offset by a $58.5 million
payment for capped call transactions.
                         Off-Balance Sheet Arrangements

We have not entered into any off-balance sheet arrangements and do not have any


                    holdings in variable interest entities.
                 Contractual Obligations and Other Commitments
The following table summarizes our contractual obligations as of December 31,
2020:
                                        Less Than One       One to Three        Three to Five       Five Years or
                                            Year                Years               Years               More              Total Payments
                                                                                  (In thousands)
Operating leases (1)                    $   60,220          $  109,281          $   76,664          $   75,410          $       321,575
Finance leases (2)                           9,866              14,429               3,920                 518                   28,733
Convertible senior notes (3)                     -             343,702                   -                   -                  343,702
Noncancelable purchase
obligations (4)                             81,988              57,049                   -                   -                  139,037
Total payments                          $  152,074          $  524,461          $   80,584          $   75,928          $       833,047

____________________________________


(1) Operating leases represent total future minimum rent payments under
noncancellable operating lease agreements.
(2) Finance leases represent total future minimum payments under a
noncancellable financing lease agreements.
(3) See Note 9 to the consolidated financial statements included elsewhere in
this Annual Report on Form 10-K for a discussion of our convertible senior
notes.
(4) Noncancellable purchase obligations represent total future minimum payments
under contracts with our cloud infrastructure provider, network service
providers and other vendors. Purchase obligations exclude agreements that are
cancellable without penalty. Unrecognized tax benefits are not included in the
table above because any amounts expected to be settled in cash are not material.
                              Segment Information

We have one business activity and operate in one reportable segment.


                   Critical Accounting Policies and Estimates
Our consolidated financial statements are prepared in accordance with generally
accepted accounting principles in the United States of America. The preparation
of these consolidated financial statements requires us to make estimates and
assumptions that affect the reported amounts of assets, liabilities, revenue,
expenses and related disclosures. We evaluate our estimates and assumptions on
an ongoing basis. Our estimates are based on historical experience and various
other assumptions that we believe to be reasonable under the circumstances. Our
actual results could differ from these estimates.
We believe that the accounting policies, assumptions and estimates associated
with revenue recognition and business combinations have the greatest potential
impact on our consolidated financial statements. Therefore, we consider these to
be our critical accounting policies and estimates.
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Revenue Recognition
Revenue is recognized upon transfer of control of promised products or services
to customers in an amount that reflects the consideration we expect to receive
in exchange for those products or services. We enter into contracts that can
include various combinations of products and services, which are generally
capable of being distinct and accounted for as separate performance obligations.
Revenue is recognized net of allowances for credits and any taxes collected from
customers, which are subsequently remitted to governmental authorities.
Our revenue is primarily derived from usage-based fees earned from customers
accessing our enterprise cloud computing services. Platform access is considered
a monthly series comprising one performance obligation and usage-based fees are
recognized as revenue in the period in which the usage occurs.
Subscription-based fees are derived from certain non-usage-based contracts, such
as with the sales of short codes, customer support, and fees charged to access
the cloud-based platform of our recently acquired Twilio Segment business that
is further described in Note 6 to our consolidated financial statements included
elsewhere in this Annual Report of Form 10-K. Non-usage-based contracts revenue
is recognized on a ratable basis over the contractual term which is generally
one year or less for our legacy products and one to three years for the
contracts acquired with Segment.
Our arrangements do not contain general rights of return. However, credits may
be issued on a case-by-case basis. Credits are accounted for as variable
consideration, are estimated based on historical trends and are recorded against
revenue. The contracts do not provide customers with the right to take
possession of the software supporting the applications. Amounts that have been
invoiced are recorded in accounts receivable and in revenue or deferred revenue
depending on whether the revenue recognition criteria have been met.
Business Combinations

Accounting for business combinations requires us to make significant estimates
and assumptions, especially at the acquisition date with respect to tangible and
intangible assets acquired and liabilities assumed. We use our best estimates
and assumptions to accurately assign fair value to the tangible and intangible
assets acquired and liabilities assumed at the acquisition date as well as the
useful lives of those acquired intangible assets. Examples of critical estimates
in valuing certain of the intangible assets and goodwill we have acquired
include but are not limited to future expected cash flows from acquired
developed technologies; existing customer relationships; uncertain tax positions
and tax related valuation allowances assumed; and discount rates. Unanticipated
events and circumstances may occur that may affect the accuracy or validity of
such assumptions, estimates or actual results.
                Recent Accounting Pronouncements Not Yet Adopted
See Note 2(ac) to the consolidated financial statements included elsewhere in
this Annual Report on Form 10-K for a discussion of recent accounting
pronouncements not yet adopted.
Item 7A. Quantitative and Qualitative Disclosures about Market Risk
We are exposed to certain market risks in the ordinary course of our business,
including sensitivities as follows:
Interest Rate Risk
We had cash and cash equivalents of $933.9 million and marketable securities of
$2.1 billion as of December 31, 2020. Cash and cash equivalents consist of bank
deposits and money market funds. Marketable securities consist primarily of U.S.
treasury securities and high credit quality corporate debt securities. The cash
and cash equivalents and marketable securities are held for working capital
purposes. Such interest­earning instruments carry a degree of interest rate
risk. To date, fluctuations in interest income have not been significant. The
primary objective of our investment activities is to preserve principal while
maximizing income without significantly increasing risk. We do not enter into
investments for trading or speculative purposes and have not used any derivative
financial instruments to manage our interest rate risk exposure. Due to the
short­term nature of our investments, we have not been exposed to, nor do we
anticipate being exposed to, material risks due to changes in interest rates. A
hypothetical 10% change in interest rates during any of the periods presented
would not have had a material impact on our consolidated financial statements.
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In May 2018, we issued $550.0 million aggregate principal amount of Notes, of
which $206.3 million was redeemed as of December 31, 2020. The fair market value
of the Notes is affected by our stock price. The fair value of the Notes will
generally increase as our common stock price increases and will generally
decrease as our common stock price declines in value. In addition, the fair
market value of the Notes is exposed to interest rate risk. Generally, the fair
market value of our fixed interest rate Notes will increase as interest rates
fall and decrease as interest rates rise. Additionally, on our balance sheet we
carry the Notes at face value less unamortized discount and debt issuance cost,
and we present the fair value for required disclosure purposes only.
Currency Exchange Risks
The functional currency of most of our foreign subsidiaries is the U.S. dollar.
The local currencies of our foreign subsidiaries are the Australian dollar, the
Bermuda dollar, the Brazilian real, the British pound, the Canadian dollar, the
Columbian peso, the Czech Republic koruna, the Euro, the Hong Kong dollar, the
Indian rupee, the Japanese yen, the Mexican Peso, the Serbian Dollar, the
Singapore dollar and the Swedish krona.
Our subsidiaries remeasure monetary assets and liabilities at period-end
exchange rates, while non-monetary items are remeasured at historical rates.
Revenue and expense accounts are remeasured at the average exchange rate in
effect during the year. If there is a change in foreign currency exchange rates,
the conversion of our foreign subsidiaries' financial statements into U.S.
dollars would result in a realized gain or loss which is recorded in our
consolidated statements of operations. We do not currently engage in any hedging
activity to reduce our potential exposure to currency fluctuations, although we
may choose to do so in the future. A hypothetical 10% change in foreign exchange
rates during any of the periods presented would not have had a material impact
on our consolidated financial statements.

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