The following discussion and analysis of our financial condition and results of
operations should be read in conjunction with the consolidated financial
statements and related notes thereto included in Item 1 "Financial Statements"
in this Quarterly Report on Form 10-Q. This discussion contains forward-looking
statements that involve risks and uncertainties. Our actual results could differ
materially from those discussed below. Factors that could cause or contribute to
such differences include, but are not limited to, those identified below and
those discussed in the section titled "Risk Factors" included elsewhere in this
Quarterly Report on Form 10-Q.
Overview and Highlights of Quarterly Results
Subsequent to our announcement of our financial results for the second quarter
of 2020, which was furnished on Form 8-K on July 23, 2020, we received a draft
complaint from the FTC alleging violations of our 2011 consent order with the
FTC and the FTC Act. The allegations relate to our use of phone number and/or
email address data provided for safety and security purposes for targeted
advertising during periods between 2013 and 2019. As a result, prior to the
filing of this Form 10-Q, we estimated a probable loss and recorded an accrual
of $150.0 million which is included in accrued and other current liabilities in
the consolidated balance sheet and in general and administrative expenses in the
consolidated statements of operations. The additional expense of $150.0 million
resulted in a $0.19 increase in basic and diluted net loss per share for the
three and six months ended June 30, 2020.
Revenue in the second quarter of 2020 totaled $683.4 million, a decrease of 19%,
compared to the second quarter of 2019.
•Advertising revenue totaled $562.0 million, a decrease of 23% year over year.
•Data licensing and other revenue totaled $121.4 million, an increase of 6% year
over year.
•U.S. revenue totaled $364.9 million, a decrease of 20% year over year.
•International revenue totaled $318.5 million, a decrease of 18% year over year.
Net loss was $1.38 billion for the three months ended June 30, 2020, which was
inclusive of a $1.10 billion provision for income taxes related to the
establishment of a valuation allowance against deferred tax assets. Net income
for the three months ended June 30, 2019 was $1.12 billion, which was inclusive
of a $1.08 billion benefit from income taxes related to the establishment of
deferred tax assets from the intra-entity transfer of intangible assets.
Loss from operations was $273.9 million, or 40% of total revenue, for the three
months ended June 30, 2020, compared to income from operations of $75.7 million,
or 9% of total revenue, for the three months ended June 30, 2019.
Cash, cash equivalents and short-term investments in marketable securities
totaled $7.77 billion as of June 30, 2020.
Average monetizable daily active users (mDAU) for the three months ended
June 30, 2020 was 186 million, an increase of 34% year over year.

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COVID-19 Update
The COVID-19 pandemic has resulted in public health responses including travel
bans, restrictions, social distancing requirements, and shelter-in-place orders,
which have negatively impacted our business, operations, and financial
performance. In the second quarter of 2020, we saw our highest reported
quarterly year-over-year mDAU growth rate primarily driven by external factors,
such as continued shelter-in-place requirements for many people, increased
global conversation around the COVID-19 pandemic and other current events. Our
work to serve the conversation around COVID-19, to help people find trusted
sources of information, to better organize and surface the many topics and
interests that bring people to Twitter, and innovations such as virtual watch
parties for movie launches and virtual concerts helped us serve our larger
audience. We also continue to benefit from ongoing product improvements,
including continued increases in relevance of notifications, Search, Explore,
and the Home timeline. We believe that mDAU growth in the second quarter of 2020
would still have been strong in the absence of external factors due to the
ongoing benefit of these product improvements.
While we experienced significant growth in mDAU, we also continued to see a
significant decrease in advertising spend since the pandemic became global in
March. This decrease in advertising spend led to twelve quarters cumulative
taxable losses from operations in a foreign subsidiary, which is a significant
piece of negative evidence in assessing the ability to realize deferred tax
assets. As of June 30, 2020, we have concluded that the deferred tax assets in a
foreign subsidiary are not more-likely-than-not to be realized and recorded a
valuation allowance of $1.10 billion. This valuation allowance would be reversed
in the event, and to the extent, that it is more-likely-than-not that there will
be sufficient taxable income in the foreign subsidiary to realize the tax
benefit. Depending on the extent and severity of COVID-19's impact, we could
have additional deferred tax asset valuation allowances in future periods.
In light of the current operating and economic environment, we have shifted
resources and priorities to increase focus on our revenue products. We have
decreased our expense growth due to decisions we have made to reduce spending,
continued cost savings from restricted business operations, and some of the
challenges of growing headcount and investing in our objectives in the current
environment. As we continue to adapt our operations and improve and increase
hiring, we intend to continue investing in our most important work. We expect
total costs and expenses to increase 10% or more year-over-year in the third
quarter of 2020. We have responded quickly and decisively to the challenges
presented by the current environment, updating our policies, increasing our use
of machine learning and automation to take actions on potentially abusive and
manipulative content, ensuring the continuity of our service, and partnering
with advertisers to adapt their campaigns to the current situation.
Given the continued and unprecedented uncertainty and rapidly shifting market
conditions of the business environment, we cannot reasonably estimate the full
impacts of the COVID-19 pandemic on our future financial and operational
results. Our past results may not be indicative of our future performance, and
historical trends in revenue, income (loss) from operations, net income (loss),
and net income (loss) per share may differ materially. For example, to the
extent the pandemic continues to disrupt economic activity globally, it could
continue to adversely affect our business, operations and financial results
through prolonged decreases in advertising spend, credit deterioration of our
customers, depressed economic activity, or declines in capital markets. The
timing of our capital expenditures related to the buildout of our new data
center and to address our near-term capacity needs are contingent on
improvements in the IT supply chain. We continue to monitor the rapidly evolving
situation and guidance from international and domestic authorities, including
federal, state and local public health authorities, and there may be
developments outside our control requiring us to adjust our operating plan. As
such, given the unprecedented uncertainty around the duration and severity of
the impact on market conditions and the business environment, we cannot
reasonably estimate the full impacts of the COVID-19 pandemic on our operating
results in the future.
The risks related to the COVID-19 pandemic on our business are further described
in "Part II-Other Information, Item 1A. Risk Factors."
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Key Metrics
We review a number of metrics, including the following key metrics, to evaluate
our business, measure our performance, identify trends affecting our business,
formulate business plans and make strategic decisions.
Monetizable Daily Active Usage or Users (mDAU). We define mDAU as people,
organizations, or other accounts who logged in or were otherwise authenticated
and accessed Twitter on any given day through twitter.com or Twitter
applications that are able to show ads. We believe that mDAU, and its related
growth, is the best way to measure our success against our objectives and to
show the size of our audience and engagement. Average mDAU for a period
represents the number of mDAU on each day of such period divided by the number
of days for such period. Changes in mDAU are a measure of changes in the size of
our daily logged in or otherwise authenticated active total accounts. To
calculate the year-over-year change in mDAU, we subtract the average mDAU for
the three months ended in the previous year from the average mDAU for the same
three months ended in the current year and divide the result by the average mDAU
for the three months ended in the previous year. Additionally, our calculation
of mDAU is not based on any standardized industry methodology and is not
necessarily calculated in the same manner or comparable to similarly titled
measures presented by other companies.
In the three months ended June 30, 2020, we had 186 million average mDAU, which
represents an increase of 34% from the three months ended June 30, 2019. The
increase was driven by global conversation around current events and ongoing
product improvements. In the three months ended June 30, 2020, we had 36 million
average mDAU in the United States and 150 million average mDAU in the rest of
the world, which represent increases of 24% and 37%, respectively, from the
three months ended June 30, 2019.
For additional information on how we calculate changes in mDAU and factors that
can affect this metric, see the section titled "Note Regarding Key Metrics."
                    [[Image Removed: twtr-20200630_g1.jpg]]
 [[Image Removed: twtr-20200630_g2.jpg]][[Image Removed: twtr-20200630_g3.jpg]]
Changes in Ad Engagements and Changes in Cost per Ad Engagement. We define an ad
engagement as an interaction with one of our pay-for-performance advertising
products. Ad engagements with our advertising products are based on the
completion of an objective set out by an advertiser such as expanding,
Retweeting, liking or replying to a Promoted Tweet, viewing an embedded video,
downloading or engaging with a promoted mobile application, clicking on a
website link, signing up for marketing emails from advertisers, following the
account that Tweets a Promoted Tweet, or completing a transaction on an external
website. We believe changes in ad engagements is one way to measure engagement
with our advertising products. We believe changes in cost per ad engagement is
one way to measure demand.
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In the three months ended June 30, 2020, ad engagements increased 3% from the
three months ended June 30, 2019, resulting primarily from audience growth
offset by a mix shift to ad formats with lower clickthrough rates. In the three
months ended June 30, 2020, cost per ad engagement decreased by 25% compared to
the three months ended June 30, 2019, driven by like-for-like price decreases
across most ad formats and lower demand.

[[Image Removed: twtr-20200630_g4.jpg]][[Image Removed: twtr-20200630_g5.jpg]]


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Results of Operations
The following tables set forth our consolidated statements of operations data
for each of the periods presented (in thousands):
                                                                                                                        Six Months Ended June
                                                          Three Months Ended June 30,                                            30,
                                                           2020                   2019                 2020                   2019
Revenue
Advertising services                                 $      561,994

$ 727,123 $ 1,244,186 $ 1,406,589 Data licensing and other

                                    121,444              114,258               246,889                221,682
Total revenue                                               683,438              841,381             1,491,075              1,628,271
Costs and expenses (1)
Cost of revenue                                             288,039              277,965               572,076                541,976
Research and development                                    215,806              159,242               416,194                305,488
Sales and marketing                                         207,286              240,249               428,573                446,048
General and administrative                                  246,237               88,239               355,605                165,415
Total costs and expenses                                    957,368              765,695             1,772,448              1,458,927
Income (loss) from operations                              (273,930)              75,686              (281,373)               169,344
Interest expense                                            (39,828)             (38,317)              (73,098)               (75,577)
Interest income                                              25,013               42,887                57,910                 83,428
Other income (expense), net                                    (361)               7,523                (8,080)                 7,087
Income (loss) before income taxes                          (289,106)              87,779              (304,641)               184,282
Provision (benefit) for income taxes                      1,088,899           (1,031,781)            1,081,760             (1,126,082)
Net income (loss)                                    $   (1,378,005)         $ 1,119,560          $ (1,386,401)         $   1,310,364


(1)Costs and expenses include stock-based compensation expense as follows (in
thousands):
                                                                                                              Six Months Ended June
                                                    Three Months Ended June 30,                                        30,
                                                       2020                 2019               2020                 2019
Cost of revenue                                 $        8,996           $  5,973          $  14,752          $    11,021
Research and development                                77,988             50,229            138,575               96,490
Sales and marketing                                     29,183             22,202             48,022               40,267
General and administrative                              16,709             16,211             29,430               30,328
Total stock-based compensation expense          $      132,876           $ 94,615          $ 230,779          $   178,106



                                       34

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The following table sets forth our consolidated statements of operations data for each of the periods presented as a percentage of revenue:


                                                                                                                      Six Months Ended June
                                                          Three Months Ended June 30,                                          30,
                                                          2020                  2019                  2020                 2019
Revenue
Advertising services                                           82  %                 86  %                83  %                 86  %
Data licensing and other                                       18                    14                   17                    14
Total revenue                                                 100                   100                  100                   100
Costs and expenses
Cost of revenue                                                42                    33                   38                    33
Research and development                                       32                    19                   28                    19
Sales and marketing                                            30                    29                   29                    27
General and administrative                                     36                    10                   24                    10
Total costs and expenses                                      140                    91                  119                    90
Income (loss) from operations                                 (40)                    9                  (19)                   10
Interest expense                                               (6)                   (5)                  (5)                   (5)
Interest income                                                 4                     5                    4                     5
Other income (expense), net                                     -                     1                   (1)                    0
Income (loss) before income taxes                             (42)                   10                  (20)                   11
Provision (benefit) for income taxes                          159                  (123)                  73                   (69)
Net income (loss)                                            (202) %                133  %               (93) %                 80  %


Revenue
We generate the substantial majority of our revenue from the sale of advertising
services. We also generate revenue by licensing our data to third parties and
providing mobile advertising exchange services.
Advertising Services
We generate most of our advertising revenue by selling our Promoted Products.
Currently, our Promoted Products consist of the following:
•Promoted Tweets. Promoted Tweets, which are labeled as "promoted," appear
within a timeline, search results or profile pages just like an ordinary Tweet
regardless of device, whether it be desktop or mobile. Using our proprietary
algorithms and understanding of the interests of each account, we can deliver
Promoted Tweets that are intended to be relevant to a particular account. We
enable our advertisers to target an audience based on an individual account's
interest graph. Our Promoted Tweets are pay-for-performance or
pay-for-impression delivered advertising that are priced through an auction. Our
Promoted Tweets include objective-based features that allow advertisers to pay
only for the types of engagement selected by the advertisers, such as Tweet
engagements (e.g., Retweets, replies and likes), website clicks, mobile
application installs or engagements, obtaining new followers, or video views.
•Promoted Accounts. Promoted Accounts, which are labeled as "promoted," provide
a way for our advertisers to grow a community of people who are interested in
their business, products or services. Our Promoted Accounts are
pay-for-performance advertising priced through an auction.
•Promoted Trends. Promoted Trends, which are labeled as "promoted," appear at
the top of the list of trending topics or timeline for an entire day in a
particular country or on a global basis. We sell our Promoted Trends on a
fixed-fee-per-day basis.
While the majority of the Promoted Products we sell to our advertisers are
placed on Twitter, we also generate advertising revenue by placing advertising
products that we sell to advertisers on third-party publishers' websites,
applications or other offerings.

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Data Licensing and Other
We generate data licensing and other revenue by (i) offering data products and
data licenses that allow our data partners to access, search and analyze
historical and real-time data on our platform (which consists of public Tweets
and their content), and (ii) providing mobile advertising exchange services
through our MoPub exchange. Our data partners generally purchase licenses to
access all or a portion of our data for a fixed period. We recognize data
licensing revenue as our data partners consume and benefit from their use of the
licensed data. In addition, we operate a mobile ad exchange and receive service
fees from transactions completed on the exchange. Our mobile ad exchange enables
buyers and sellers to purchase and sell advertising inventory and matches buyers
and sellers. We have determined we are not the principal as it relates to the
purchase and sale of advertising inventory in transactions between third-party
buyers and sellers on the exchange. Therefore, we report revenue related to our
ad exchange services on a net basis.
                                         Three Months Ended June 30,                                                               Six Months Ended June 30,
                                           2020                  2019               % Change                2020                  2019                 % Change
                                                (in thousands)                                                                          (in thousands)
Advertising services                 $     561,994           $ 727,123                    (23) %       $ 1,244,186          $  1,406,589                     (12) %
Data licensing and other                   121,444             114,258                      6  %           246,889               221,682                      11  %
Total revenue                        $     683,438           $ 841,381                    (19) %       $ 1,491,075          $  1,628,271                      (8) %


Revenue in the three and six months ended June 30, 2020 decreased by $157.9
million or 19% and $137.2 million and 8%, respectively, compared to the three
and six months ended June 30, 2019.
In the three and six months ended June 30, 2020, advertising revenue decreased
by $165.1 million or 23% and $162.4 million or 12%, respectively, compared to
the three and six months ended June 30, 2019.
The decrease in advertising revenue in the three and six months ended June 30,
2020 reflects continued widespread economic disruption related to the COVID-19
pandemic and a significant decrease in global advertising spend. In the first
quarter of 2020, these factors led to a 27% decline in advertising revenue in
the last three weeks of March compared to the same period in the prior year.
There was a gradual, moderate recovery relative to March levels throughout most
of the second quarter of 2020, with the exception of late May to mid-June, when
many brands slowed or paused spend in reaction to US civil unrest. During the
last three weeks of June, advertising revenue declined 15% year over year for
this period. Demand gradually improved once brands returned after the protests
subsided.
The decrease in advertising revenue in the three and six months ended June 30,
2020 was attributable to decreases in cost per ad engagement of 25% and 22%,
respectively, offset by increases in the number of ad engagements of 3% and 13%,
respectively, compared to the same periods in 2019. The decreases in cost per ad
engagement were driven by like-for-like price decreases across most ad formats
and lower demand beginning in March and continuing through the second quarter of
2020. The increases in the number of ad engagements resulted primarily from
audience growth offset by a mix shift to ad formats with lower clickthrough
rates.
In the three and six months ended June 30, 2020, data licensing and other
revenue increased by 6% and 11% compared to the three and six months ended
June 30, 2019, respectively. The increase was attributable to expanded and new
partnerships in Developer and Enterprise Solutions, and the timing of revenue
recognition. Looking ahead, we continue to expect year-over-year data licensing
and other revenue growth to moderate over the course of 2020.

                                       36
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Cost of Revenue
Cost of revenue includes infrastructure costs, other direct costs including
revenue share expenses, amortization of acquired intangible assets and
amortization of capitalized labor costs for internally developed software,
allocated facilities costs, as well as traffic acquisition costs, or TAC.
Infrastructure costs consist primarily of data center costs related to our
co-located facilities, which include lease and hosting costs, related support
and maintenance costs and energy and bandwidth costs, public cloud hosting
costs, as well as depreciation of servers and networking equipment; and
personnel-related costs, including salaries, benefits and stock-based
compensation, for our operations teams. TAC consists of costs we incur with
third parties in connection with the sale to advertisers of our advertising
products that we place on third-party publishers' websites, and applications or
other offerings collectively resulting from acquisitions. Certain elements of
our cost of revenue are fixed and cannot be reduced in the near term.
                                Three Months Ended June 30,                                                             Six Months Ended June 30,
                                  2020                  2019               % Change               2020                 2019                 % Change
                                       (in thousands)                                                                        (in thousands)
Cost of revenue             $     288,039           $ 277,965                      4  %       $ 572,076          $   541,976                        6  %
Cost of revenue as a                   42   %              33  %                                     38  %                33    %
percentage of revenue


In the three months ended June 30, 2020, cost of revenue increased by $10.1
million compared to the three months ended June 30, 2019. The increase was
attributable to a $7.9 million increase in depreciation expense primarily
related to additional internally developed software, server and networking
equipment and a $2.2 million increase in direct costs, primarily driven by an
increase in infrastructure costs and traffic acquisition costs, offset by a
decrease in revenue share expenses.
In the six months ended June 30, 2020, cost of revenue increased by $30.1
million compared to the six months ended June 30, 2019. The increase was
attributable to a $16.3 million increase in direct costs, primarily driven by an
increase in infrastructure cost and traffic acquisition costs, offset by a
decrease in revenue share expenses, and a $13.8 million increase in depreciation
expense primarily related to additional internally developed software, server
and networking equipment.
We plan to continue to scale the capacity and enhance the capability and
reliability of our infrastructure to support mDAU growth and increased activity
on our platform.
Research and Development
Research and development expenses consist primarily of personnel-related costs,
including salaries, benefits and stock-based compensation, for our engineers and
other employees engaged in the research and development of our products and
services. In addition, research and development expenses include amortization of
acquired intangible assets, allocated facilities costs, and other supporting
overhead costs.
                                 Three Months Ended June 30,                                                             Six Months Ended June 30,
                                   2020                  2019               % Change               2020                 2019                 % Change
                                        (in thousands)                                                                        (in thousands)
Research and development     $     215,806           $ 159,242                     36  %       $ 416,194          $   305,488                       36  %
Research and development as             32   %              19  %                                     28  %                19    %

a percentage of revenue




In the three months ended June 30, 2020, research and development expenses
increased by $56.6 million compared to the three months ended June 30, 2019. The
increase was attributable to a $39.2 million increase in personnel-related costs
mainly driven by an increase in employee headcount, a $13.9 million net increase
in allocated facilities costs and other supporting overhead expenses, and a $3.5
million decrease in the capitalization of costs associated with developing
software for internal use.
In the six months ended June 30, 2020, research and development expenses
increased by $110.7 million compared to the three months ended June 30, 2019.
The increase was attributable to a $69.7 million increase in personnel-related
costs mainly driven by an increase in employee headcount, a $30.8 million net
increase in allocated facilities costs and other supporting overhead expenses,
and a $10.2 million decrease in the capitalization of costs associated with
developing software for internal use.
We plan to continue to invest in key areas of our business to ensure that we
have an appropriate level of engineering, product management and design
personnel and related resources to support our research and development efforts
on key priorities.

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Sales and Marketing
Sales and marketing expenses consist primarily of personnel-related costs,
including salaries, commissions, benefits and stock-based compensation for our
employees engaged in sales, sales support, business development and media,
marketing, corporate communications and customer service functions. In addition,
marketing and sales-related expenses also include advertising costs, market
research, trade shows, branding, marketing, public relations costs, amortization
of acquired intangible assets, allocated facilities costs, and other supporting
overhead costs.
                                Three Months Ended June 30,                                                             Six Months Ended June 30,
                                  2020                  2019               % Change               2020                 2019                 % Change
                                       (in thousands)                                                                        (in thousands)
Sales and marketing         $     207,286           $ 240,249
     (14) %       $ 428,573          $   446,048                       (4) %
Sales and marketing as a               30   %              29  %                                     29  %                27    %

percentage of revenue




In the three months ended June 30, 2020, sales and marketing expenses decreased
by $33.0 million compared to the three months ended June 30, 2019. The decrease
was attributable to a $26.8 million decrease in marketing and sales-related
expenses, primarily due to reduced marketing campaigns, customer events, and
travel, and a $6.2 million net decrease in allocated facilities costs and other
supporting overhead expenses.
In the six months ended June 30, 2020, sales and marketing expenses decreased by
$17.5 million compared to the three months ended June 30, 2019. The decrease was
attributable to a $32.2 million decrease in marketing and sales-related
expenses, primarily due to reduced marketing campaigns, customer events, and
travel, offset by a $14.7 million net increase in allocated facilities costs and
other supporting overhead expenses.
We continue to evaluate key areas in our business to ensure we have an
appropriate level of sales and marketing expenses to execute on our key
priorities and objectives.
General and Administrative
General and administrative expenses consist primarily of personnel-related
costs, including salaries, benefits and stock-based compensation, for our
executive, finance, legal, information technology, human resources and other
administrative employees. In addition, general and administrative expenses
include fees and costs for professional services, including consulting,
third-party legal and accounting services and facilities costs and other
supporting overhead costs that are not allocated to other departments.
                                   Three Months Ended June 30,                                                             Six Months Ended June 30,
                                      2020                 2019               % Change               2020                 2019                 % Change
                                          (in thousands)                                                                        (in thousands)
General and administrative     $      246,237           $ 88,239                    179  %       $ 355,605          $   165,415                      115  %
General and administrative as              36   %             10  %                                     24  %                10    %

a percentage of revenue




In the three months ended June 30, 2020, general and administrative expenses
increased by $158.0 million compared to the three months ended June 30, 2019.
The increase was attributable to a $150.0 million legal accrual related to an
ongoing FTC matter recorded in the second quarter of 2020, a $15.3 million
increase in personnel-related costs mainly driven by an increase in employee
headcount, and a $5.5 million increase in professional service fees, offset by a
$12.8 million increase in facilities and other supporting overhead expenses
allocated to other functions.
In the six months ended June 30, 2020, general and administrative expenses
increased by $190.2 million compared to the three months ended June 30, 2019.
The increase was attributable to a $150.0 million legal accrual related to an
ongoing FTC matter recorded in the second quarter of 2020, a $51.8 million
increase in personnel-related costs mainly driven by an increase in employee
headcount and an $11.4 million increase in professional service fees, offset by
a $23.0 million increase in facilities and other supporting overhead expenses
allocated to other functions.
We plan to continue to invest in general and administrative functions to ensure
we have an appropriate level of support for our key objectives.

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Interest Expense
Interest expense consists primarily of interest expense incurred in connection
with the $935.0 million principal amount of 0.25% convertible senior notes due
in 2019, or the 2019 Notes, which we repaid at maturity in September 2019, the
$954.0 million principal amount of 1.00% convertible senior notes due in 2021,
or the 2021 Notes, the $1.15 billion principal amount of 0.25% convertible
senior notes due in 2024, or the 2024 Notes, the $700.0 million principal amount
of 3.875% senior notes due in 2027, or the 2027 Notes, and the $1.0 billion
principal amount of 0.375% convertible senior notes due in 2025, or the 2025
Notes, and interest expense related to finance leases and other financing
facilities.
                                       Three Months Ended June 30,                                                                  Six Months Ended June 30,
                                       2020                   2019                 % Change                 2020                   2019                 % Change
                                             (in thousands)                                                                              (in thousands)
Interest expense                        39,828                 38,317                      4  %              73,098                 75,577                     (3) %


In the three months ended June 30, 2020, interest expense increased by $1.5
million compared to the three months ended June 30, 2019. The increase was
primarily attributable to the issuance of the 2027 Notes in December 2019 and
the 2025 Notes in March 2020, offset by our repayment of the 2019 Notes at their
maturity in September 2019. In the six months ended June 30, 2020, interest
expense decreased by $2.5 million compared to the six months ended June 30,
2019. The decrease was primarily attributable to our repayment of the 2019 Notes
at their maturity in September 2019, offset by the issuance of the 2027 Notes in
December 2019 and the 2025 Notes in March 2020.
Interest expense in the three and six months ended June 30, 2020 comprised $39.7
million and $72.8 million, respectively, of total interest expense related to
the Notes as well as the credit facility, and $0.1 million and $0.3 million,
respectively, related to finance leases of equipment.
Interest Income
Interest income is generated from our cash equivalents and short-term
investments net of the related amortization of premium paid on such investments.
                                   Three Months Ended June 30,                                                          Six Months Ended June 30,
                                     2020                 2019               % Change              2020                2019                 % Change
                                         (in thousands)                                                                       (in thousands)
Interest income                $      25,013           $ 42,887                    (42) %       $ 57,910          $   83,428                      (31) %


Interest income decreased by $17.9 million and $25.5 million in the three and
six months ended June 30, 2020, respectively, compared to the three and six
months ended June 30, 2019. The decrease was primarily attributable to lower
interest rates.
Other Income (Expense), Net
Other income (expense), net, consists primarily of unrealized foreign exchange
gains and losses due to re-measurement of monetary assets and liabilities
denominated in non-functional currencies and realized foreign exchange gains and
losses on foreign exchange transactions, and gains and losses on investments in
privately-held companies. We expect our foreign exchange gains and losses will
vary depending upon movements in the underlying exchange rates.
                                         Three Months Ended June 30,                                                         Six Months Ended June 30,
                                            2020                2019              % Change              2020                2019                % Change
                                                (in thousands)                                                                    (in thousands)
Other income (expense), net            $      (361)          $ 7,523                   (105) %       $ (8,080)         $   7,087

(214) %




Other expense, net, was $0.4 million and $8.1 million in the three and six
months ended June 30, 2020, respectively, compared to other income, net, of $7.5
million and $7.1 million in the three and six months ended June 30, 2019,
respectively. The change was primarily attributable to impairment charges of
$0.5 million and $8.5 million on investments in privately-held companies in the
three and six months ended June 30, 2020, respectively, compared to an $8.6
million gain net of impairment charge on investments in privately-held companies
during the three and six months ended June 30, 2019.

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Provision (Benefit) for Income Taxes
Our provision (benefit) for income taxes consists of federal and state income
taxes in the United States and income taxes in certain foreign jurisdictions.
                                                                                                               Six Months Ended June
                                                  Three Months Ended June 30,                                           30,
                                                   2020                  2019                  2020                  2019
                                                         (in thousands)                                            (in thousands)

Provision (benefit) for income taxes $ 1,088,899 $ (1,031,781) $ 1,081,760 $ (1,126,082)





In the three and six months ended June 30, 2020, the net provision for income
taxes of $1.09 billion and $1.08 billion, respectively, consisted of the income
tax expense of $1.10 billion from the establishment of a valuation allowance on
deferred tax assets of a foreign subsidiary, which was offset by an income tax
benefit of $12.5 million and $19.6 million, respectively. In the three and six
months ended June 30, 2019, the net benefit from income taxes of $1.03 billion
and $1.13 billion, respectively, consisted of the benefit for income taxes of
$1.08 billion and $1.21 billion, respectively, related to the establishment of
deferred tax assets from intra-entity transfers of intangible assets and the
provision for income taxes of $50.7 million and $80.8 million, respectively. The
change in provision (benefit) for income taxes was primarily due to the
valuation allowance establishment in the three and six months ended June 30,
2020, the establishment of deferred tax assets in the three and six months ended
June 30, 2019, changes in income (loss) before tax by jurisdiction, foreign tax
rate differences, tax deductions for stock-based compensation, and research and
development credits.

We reassessed the ability to realize deferred tax assets by considering the
available positive and negative evidence. As of June 30, 2020, we concluded that
the deferred tax assets in a foreign subsidiary are not more-likely-than-not to
be realized and recorded a valuation allowance of $1.10 billion. In evaluating
the need for a valuation allowance, we considered recent operating results which
resulted in a cumulative taxable loss in a foreign subsidiary for the twelve
quarters ended June 30, 2020. The twelve quarters cumulative taxable losses from
operations is considered a significant piece of negative evidence and outweighs
other positive evidence, such as projections of future income. The twelve
quarters cumulative taxable losses and projected near-term losses in the foreign
subsidiary are largely driven by the negative impact from the COVID-19 pandemic
as it has caused, and may continue to cause, decreased advertiser demand. If
there are favorable changes to actual operating results or to projections of
future income, we may determine that it is more-likely-than-not such deferred
tax assets may be realizable.
As of June 30, 2020, we had $786.3 million of deferred tax assets for which we
have not established a valuation allowance, related to the US federal, states
other than Massachusetts and California, and international subsidiaries other
than Ireland. The $786.3 million deferred tax asset balance reflects the
reduction in net deferred tax assets of $1.10 billion in the three months ended
June 30, 2020. As of June 30, 2020, we completed our reassessment of the ability
to realize these assets and concluded that a valuation allowance was not
required. Depending on the extent and severity of COVID-19's impact, our
forecasted earnings and expectations may change and could result in a material
non-cash income tax charge to record additional valuation allowances to further
reduce our deferred tax assets to the net amount we believe is
more-likely-than-not to be realized.
On June 7, 2019, the Ninth Circuit Court of Appeals issued a new opinion in the
case of Altera Corp. v. Commissioner, which upheld Department of Treasury
regulations which require related parties in an intercompany cost-sharing
arrangement to share expenses related to stock-based compensation. We have
prepared the consolidated financial statements consistent with this opinion. In
February 2020, Altera Corp. filed a petition to appeal the decision with the
Supreme Court of the United States. On June 22, 2020, the Supreme Court denied
the petition. We have considered the impact of the Supreme Court's denial and
there were no material impacts to our consolidated financial statements.
Our effective tax rate could be affected by our jurisdictional mix of income
(loss) before taxes, including our allocation of centrally incurred costs to
foreign jurisdictions, changes in tax rates and tax regulations, the impact of
tax examinations, the impact of business combinations, changes in our corporate
structure, changes in the geographic location of business functions or assets,
tax effects of stock-based compensation, and changes in management's assessment
of the ability to realize deferred tax assets. In addition, the provision is
impacted by deferred income taxes reflecting the net tax effects of temporary
differences between the carrying amounts of assets and liabilities for financial
reporting purposes and the amounts used for income tax purposes. Our effective
tax rate is based on forecasted annual results which may fluctuate significantly
through the rest of the year, in particular due to the uncertainty in our annual
forecasts resulting from the unpredictable impact of the COVID-19 pandemic on
our operating results.
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Liquidity and Capital Resources


                                                          Six Months Ended June 30,
                                                           2020               2019
                                                               (in thousands)
Net income (loss)                                     $ (1,386,401)      $ 1,310,364
Net cash provided by operating activities             $    447,783       $  

690,666


Net cash used in investing activities                 $   (112,813)      $  

(384,382)

Net cash provided by (used in) financing activities $ 989,082 $

(25,153)




Our principal sources of liquidity are our cash, cash equivalents, and
short-term investments in marketable securities. Our cash equivalents and
marketable securities are invested primarily in short-term fixed income
securities, including government and investment-grade debt securities and money
market funds. In March 2020, we also received net proceeds of approximately
$985.3 million from the issuance of the 2025 Notes, after deducting the debt
issuance costs.
In March 2020, our Board of Directors authorized a program to repurchase up to
$2.0 billion of our common stock over time. Repurchases may be made from time to
time through open market purchases or through privately negotiated transactions
subject to market conditions, applicable legal requirements and other relevant
factors. The repurchase program does not obligate us to acquire any particular
amount of our common stock, and may be suspended at any time at our discretion.
As of June 30, 2020, no shares have been repurchased under this program.
As of June 30, 2020, we had $7.77 billion of cash, cash equivalents and
short-term investments in marketable securities, of which $164.9 million was
held by our foreign subsidiaries. We do not plan to indefinitely reinvest these
funds held by our foreign subsidiaries and have accrued the incremental taxes
due as part of repatriation. While the global disruptions caused by the COVID-19
pandemic are currently expected to be temporary, there is uncertainty around its
extent and duration. Our liquidity and working capital needs could be negatively
impacted. We believe that our existing cash, cash equivalents and short-term
investment balances, and our credit facility, together with cash generated from
operations will be sufficient to meet our working capital and capital
expenditure requirements for at least the next 12 months despite the uncertainty
related to the COVID-19 pandemic.
Credit Facility
We have a revolving credit agreement with certain lenders which provides for a
$500.0 million revolving unsecured credit facility maturing on August 7, 2023.
We are obligated to pay interest on loans under the credit facility and other
customary fees for a credit facility of this size and type, including an upfront
fee and an unused commitment fee. The interest rate for the credit facility is
determined based on calculations using certain market rates as set forth in the
credit agreement. In addition, the credit facility contains restrictions on
payments including cash payments of dividends. As of June 30, 2020, no amounts
had been drawn under the credit facility.
Operating Activities
Cash provided by operating activities consists of net income (loss) adjusted for
certain non-cash items including depreciation and amortization, stock-based
compensation, amortization of discount on our Notes, deferred income taxes,
impairment of investments in privately-held companies, non-cash restructuring
charges, as well as the effect of changes in working capital and other
activities. We expect that cash provided by operating activities will fluctuate
in future periods as a result of a number of factors, including fluctuations in
our revenue, increases in operating expenses and costs related to acquisitions.
For additional discussion, see "Part II-Other Information, Item 1A. Risk
Factors."
Cash provided by operating activities in the six months ended June 30, 2020 was
$447.8 million, a decrease in cash inflow of $242.9 million compared to the six
months ended June 30, 2019. Cash provided by operating activities was driven by
a net loss of $1.39 billion, as adjusted for the exclusion of non-cash expenses
and other adjustments totaling $1.62 billion, of which $1.10 billion was due to
a provision for income taxes related to the establishment of a valuation
allowance against deferred tax assets, $244.5 million was related to
depreciation and amortization expense, and $230.8 million was related to
stock-based compensation expense, and the effect of changes in working capital
and other carrying balances that resulted in cash inflows of $214.7 million.
Cash provided by operating activities in the six months ended June 30, 2019 was
$690.7 million. Cash provided by operating activities was driven by net income
of $1.31 billion, as adjusted for the exclusion of non-cash expenses and other
adjustments totaling $690.8 million, of which $1.14 billion was due to a benefit
from income taxes related to the establishment of deferred tax assets from
intra-entity transfers of intangible assets, $229.1 million was related to
depreciation and amortization expense, and $178.1 million was related to
stock-based compensation expense, and the effect of changes in working capital
and other carrying balances that resulted in cash inflows of $71.1 million.

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Investing Activities
Our primary investing activities consist of purchases of property and equipment,
particularly purchases of servers and networking equipment, leasehold
improvements for our facilities, purchases and disposal of marketable
securities, strategic investments in privately-held companies, acquisitions of
businesses and other activities.
Cash used in investing activities in the six months ended June 30, 2020 was
$112.8 million, a decrease in cash outflow of $271.6 million compared to the six
months ended June 30, 2019. The decrease was primarily due to a $795.4 million
increase in proceeds from sales of marketable securities and a $0.8 million
increase in proceeds from sales of property and equipment, offset by a $287.8
million decrease in proceeds from maturities of marketable securities, a $130.8
million increase in purchases of marketable securities, a $68.3 million increase
in purchases of property and equipment, a $14.0 million increase in cash used in
business combinations, as well as $12.4 million of cash used in other investing
activities in the six months ended June 30, 2020 compared to $11.3 million of
cash generated from other investing activities in the six months ended June 30,
2019.
We intend to increase capital expenditure in absolute dollars sequentially in
the third quarter of 2020. The increase will allow us to address our near-term
capacity needs and continue our buildout of a new data center, contingent on
improvements in the IT supply chain.
Financing Activities
Our primary financing activities consist of issuance of securities, including
common stock issued under our employee stock purchase plan, repayment of
convertible notes, payments of finance lease obligations, and stock option
exercises by employees and other service providers.
Cash provided by financing activities in the six months ended June 30, 2020 was
$989.1 million, compared to $25.2 million cash used in financing activities in
the six months ended June 30, 2019. The change was primarily due to $985.3
million of net proceeds from the issuance of the 2025 Notes net of issuance
costs in the six months ended June 30, 2020, a $21.5 million decrease in
payments of finance lease obligations, and a $9.2 million increase in proceeds
from the issuance of shares of stock from the ESPP, offset by a $1.7 million
increase in tax payments related to net share settlements of equity awards and a
$0.1 million decrease in proceeds from option exercises.
Contractual Obligations
Our principal commitments consist of obligations under the Notes (including
principal and coupon interest), finance and operating leases for equipment,
office space and co-located data center facilities, as well as non-cancellable
contractual commitments. Refer to Note 14 - Commitments and Contingencies for
more details.
Off Balance Sheet Arrangements
We do not have any off-balance sheet arrangements and did not have any such
arrangements as of June 30, 2020.
Critical Accounting Policies and Estimates
We prepare our consolidated financial statements and related notes in accordance
with GAAP. In doing so, we make estimates and assumptions that affect our
reported amounts of assets, liabilities, revenue and expenses, as well as
related disclosure of contingent assets and liabilities. To the extent that
there are material differences between these estimates and actual results, our
financial condition or operating results would be affected. We base our
estimates on past experience and other assumptions that we believe are
reasonable under the circumstances, and we evaluate these estimates on an
ongoing basis. We refer to accounting estimates of this type as critical
accounting policies and estimates. Please refer to "Management's Discussion and
Analysis of Financial Condition and Results of Operations" contained in Part II,
Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31,
2019 for a more complete discussion of our critical accounting policies and
estimates.
There have been no material changes to our critical accounting policies and
estimates as compared to the critical accounting policies and estimates
described in our Annual Report on Form 10-K for the fiscal year ended
December 31, 2019.
Recent Accounting Pronouncements
For information with respect to recent accounting pronouncements and the impact
of these pronouncements on our consolidated financial statements, see Note 1 -
"Description of Business and Summary of Significant Accounting Policies" in the
notes to the consolidated financial statements included in Part I of this
Quarterly Report on Form 10-Q.
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