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Twitter

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FY2018 Annual Report · Twitter
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Annual Report 2019

jack @jack

Our logo? Made up of 3 sizes of 
circles, each representing local,
topical, and global conversation!

About Twitter, Inc. 

Twitter, Inc. (NYSE: TWTR) is what’s happening in the world and what people are talking about right now. 
From breaking news and entertainment to sports, politics, and everyday interests, see every side of the 
story. Join the open conversation. Watch live-streaming events. Available in more than 40 languages 
around the world, the service can be accessed via twitter.com, an array of mobile devices, and SMS. 
For more information, please visit about.twitter.com, follow @Twitter, and download both the Twitter and 
Periscope apps at twitter.com/download and periscope.tv.

UNITED STATES 
SECURITIES AND EXCHANGE COMMISSION 
Washington, D.C. 20549 

FORM 10-K 

(Mark One) 
 ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 

For the fiscal year ended December 31, 2018 
OR 
 TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 
FOR THE TRANSITION PERIOD FROM                      TO                      
Commission File Number 001-36164 

Twitter, Inc. 

(Exact name of registrant as specified in its charter) 

Delaware
(State or other jurisdiction
of incorporation or organization)

20-8913779
(I.R.S. Employer
Identification No.)

1355 Market Street, Suite 900 
San Francisco, California 94103 
(Address of principal executive offices and Zip Code) 
(415) 222-9670 
(Registrant’s telephone number, including area code) 

Securities registered pursuant to Section 12(b) of the Act: 

Title of each class
Common Stock, Par Value $0.000005 Per Share

Name of each exchange on which registered
New York Stock Exchange

Securities registered pursuant to Section 12(g) of the Act: None 
Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.    YES      NO   

Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or 15(d) of the Act.    YES      NO   

Indicate by check mark whether the registrant: (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 
during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing 
requirements for the past 90 days.    YES      NO   

Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of 
Regulation S-T (§ 232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such fi 
les).    YES      NO    

Indicate by check mark if disclosure of delinquent filers pursuant to Item 405 of Regulation S-K (§229.405 of this chapter) is not contained herein, and 
will not be contained, to the best of registrant’s knowledge, in definitive proxy or information statements incorporated by reference in Part III of this 
Form 10-K or any amendment to this Form 10-K.    

Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an 
emerging growth company. See the definitions of “large accelerated filer”, “accelerated filer”, “smaller reporting company”, and “emerging growth 
company” in Rule 12b-2 of the Exchange Act. 

Large accelerated filer

Non-accelerated filer





Emerging growth company 

Accelerated filer

Smaller reporting company





If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new 
or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.  

Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).    YES      NO   

The aggregate market value of the voting and non-voting common equity held by non-affiliates of the registrant, based on the closing price of a share of 
the registrant’s common stock on June 30, 2018 as reported by the New York Stock Exchange on such date was approximately $31.2 billion.  

The number of shares of the registrant’s common stock outstanding as of February 7, 2019 was 766,824,550. 

Portions of the registrant’s Definitive Proxy Statement relating to the Annual Meeting of Stockholders are incorporated by reference into Part III of this 
Annual Report on Form 10-K where indicated. Such Definitive Proxy Statement will be filed with the Securities and Exchange Commission within 120 
days after the end of the registrant’s fiscal year ended December 31, 2018. 

 
 
 
 
 
 
 
 
 
TABLE OF CONTENTS 

PART I

  Page

Item 1. Business .......................................................................................................................................................    7

Item 1A. Risk Factors..................................................................................................................................................    12

Item 1B. Unresolved Staff Comments.........................................................................................................................    42

Item 2. Properties .....................................................................................................................................................    42

Item 3.

Legal Proceedings........................................................................................................................................    42

Item 4. Mine Safety Disclosures ...............................................................................................................................    43

PART II

Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity 

Securities......................................................................................................................................................    44

Item 6. Selected Financial Data................................................................................................................................    46

Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations ........................    51

Item 7A. Quantitative and Qualitative Disclosures About Market Risk .......................................................................    72

Item 8. Financial Statements and Supplementary Data ...........................................................................................    74

Item 9. Changes in and Disagreements With Accountants on Accounting and Financial Disclosure ......................    118

Item 9A. Controls and Procedures..............................................................................................................................    118

Item 9B. Other Information..........................................................................................................................................    118

PART III

Item 10. Directors, Executive Officers and Corporate Governance............................................................................    119

Item 11. Executive Compensation..............................................................................................................................    119

Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters .....    119

Item 13. Certain Relationships and Related Transactions, and Director Independence ............................................    119

Item 14. Principal Accounting Fees and Services ......................................................................................................    119

PART IV

Item 15. Exhibits, Financial Statement Schedules .....................................................................................................    120

Item 16. Form 10-K Summary ....................................................................................................................................

124

Signatures ....................................................................................................................................................    125

2

 
SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS 

This Annual Report on Form 10-K contains forward-looking statements within the meaning of Section 27A of the 

Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which 
statements involve substantial risks and uncertainties. Forward-looking statements generally relate to future events or our 
future financial or operating performance. In some cases, you can identify forward-looking statements because they 
contain words such as “may,” “will,” “should,” “expects,” “plans,” “anticipates,” “could,” “intends,” “target,” “projects,” 
“contemplates,” “believes,” “estimates,” “predicts,” “potential” or “continue” or the negative of these words or other similar 
terms or expressions that concern our expectations, strategy, plans or intentions. Forward-looking statements contained 
in this Annual Report on Form 10-K include, but are not limited to, statements about: 

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our ability to attract and retain users and increase the level of engagement, including ad engagement, of 
our users and its impact on revenue; 

our plans regarding health and user safety, including our expectations regarding the impact on our 
reported metrics, policies, enforcement and preventing manipulation of our platform; 

our expectations regarding monetizable DAUs (mDAUs), MAUs, changes in cost per ad engagement and 
changes in ad engagements;

our ability to develop or acquire new products, product features and services, improve our existing 
products and services, including with respect to Promoted Tweet product features, video and 
performance advertising, and increase the value of our products and services; 

our business strategies, plans and priorities, including our plans for growth and hiring, investment in our 
research and development efforts and our plans to scale capacity and enhance capability and reliability of 
our infrastructure, including capital expenditures relating to infrastructure; 

our ability to provide new content from third parties, including our ability to secure live streaming video 
content on terms that are acceptable to us; 

our ability to attract advertisers to our platforms, products and services and increase the amount that 
advertisers spend with us; 

our expectations regarding our user growth and growth rates and related opportunities as well as the 
continued usage of our mobile applications, including the impact of seasonality;

our ability to increase our revenue and our revenue growth rate, including advertising and data licensing 
and other revenue; 

our ability to improve user monetization; 

our future financial performance, including trends in cost per ad engagement, revenue (including data 
licensing revenue), cost of revenue, operating expenses, including stock-based compensation and 
income taxes;

our expectations regarding fluctuations in our tax expense and cash taxes;

the impact of the General Data Protection Regulation (GDPR) and other data and privacy regulation;

our expectations regarding outstanding litigation or the decisions of the courts;

the effects of seasonal trends on our results of operations; 

the impact of our recent financial results on our valuation allowance for federal and state deferred tax 
assets; 

the sufficiency of our cash and cash equivalents, short-term investment balance and credit facility 
together with cash generated from operations to meet our working capital and capital expenditure 
requirements; 

our ability to timely and effectively develop, invest in, scale and adapt our existing technology and 
network infrastructure; 

our ability to successfully acquire and integrate companies and assets; and 

our expectations regarding international operations and foreign exchange gains and losses. 

3

We caution you that the foregoing list may not contain all of the forward-looking statements made in this Annual 

Report on Form 10-K. 

You should not rely upon forward-looking statements as predictions of future events. We have based the forward-
looking statements contained in this Annual Report on Form 10-K primarily on our current expectations and projections 
about future events and trends that we believe may affect our business, financial condition, operating results, cash flows 
or prospects. The outcome of the events described in these forward-looking statements is subject to risks, uncertainties 
and other factors described in the section titled “Risk Factors” and elsewhere in this Annual Report on Form 10-K. 
Moreover, we operate in a very competitive and rapidly changing environment. New risks and uncertainties emerge from 
time to time and it is not possible for us to predict all risks and uncertainties that could have an impact on the forward-
looking statements contained in this Annual Report on Form 10-K. We cannot assure you that the results, events and 
circumstances reflected in the forward-looking statements will be achieved or occur, and actual results, events or 
circumstances could differ materially from those described in the forward-looking statements. 

The forward-looking statements made in this Annual Report on Form 10-K relate only to events as of the date on 

which the statements are made. We undertake no obligation to update any forward-looking statements made in this 
Annual Report on Form 10-K to reflect events or circumstances after the date of this Annual Report on Form 10-K or to 
reflect new information or the occurrence of unanticipated events, except as required by law. We may not actually achieve 
the plans, intentions or expectations disclosed in our forward-looking statements and you should not place undue reliance 
on our forward-looking statements. Our forward-looking statements do not reflect the potential impact of any future 
acquisitions, mergers, dispositions, joint ventures or investments we may make. 

4

NOTE REGARDING KEY METRICS

We review a number of metrics, including monetizable daily active usage or users, or mDAUs, monthly active usage 

or users, or MAUs, changes in ad engagements and changes in cost per ad engagement, to evaluate our business, 
measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions. 
See the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key 
Metrics” for a discussion of how we calculate mDAUs, MAUs, changes in ad engagements and changes in cost per ad 
engagement.

We define monetizable daily active usage or users (mDAU) as Twitter users who logged in and accessed Twitter on 

any given day through Twitter.com or Twitter applications that are able to show ads. Our definition and calculation of 
mDAU is the same as that of the DAU data presented since the first quarter of 2016. The 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. 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 active user base. 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 in the previous year.

We define monthly active usage or users (MAU) as Twitter users who logged in or were otherwise authenticated and 

accessed Twitter through our website, mobile website, desktop or mobile applications, SMS or registered third-party 
applications or websites in the 30-day period ending on the date of measurement. Average MAU for a period represent 
the average of the MAU at the end of each month during the period. We believe that mDAU, and its related growth, are 
the best ways to measure our success against our objectives and to show the size of our audience and engagement 
going forward, so we will discontinue disclosing MAU after the first quarter of 2019.

Certain metrics also include users that access Twitter through applications that automatically contact our servers for 

regular updates with no discernible user-initiated action involved, which we refer to as third-party auto-polling MAU. This 
activity causes our system to count MAUs associated with such applications as active users on the day or days such 
contact occurs. As of December 31, 2018, fewer than 8.5% of MAUs may have been third-party auto-polling MAU. Third-
party auto-polling does not apply to mDAU as mDAU does not include users accessing Twitter through third-party 
applications.

5

The numbers of active users presented in this Annual Report on Form 10-K are based on internal company data. 
While these numbers are based on what we believe to be reasonable estimates for the applicable period of measurement, 
there are inherent challenges in measuring usage and user engagement across our large user base around the world. 
Furthermore, our metrics may be impacted by our information quality efforts, which are our overall efforts to reduce 
malicious activity on the service, inclusive of spam, malicious automation, and fake accounts. For example, there are a 
number of false or spam accounts in existence on our platform. We have performed an internal review of a sample of 
accounts and estimate that the average of false or spam accounts during the fourth quarter of 2018 represented fewer 
than 5% of our MAU and mDAU during the quarter. The false or spam accounts for a period represents the average of 
false or spam accounts in the samples during each monthly analysis period during the quarter. In making this 
determination, we applied significant judgment, so our estimation of false or spam accounts may not accurately represent 
the actual number of such accounts, and the actual number of false or spam accounts could be higher than we have 
estimated. We are continually seeking to improve our ability to estimate the total number of spam accounts and eliminate 
them from the calculation of our active users, and have made improvements in our spam detection capabilities that have 
resulted in the suspension of a large number of spam, malicious automation and fake accounts. We intend to continue to 
make such improvements. After we determine an account is spam, malicious automation or fake, we stop counting it in 
our MAU, mDAU, or related metrics. Additionally, we rely on third-party SMS aggregators and mobile carriers to deliver 
SMS messages to certain of our users when we send our SMS messages to such accounts. If, however, we are notified 
of material deliverability issues because of, for example, infrastructure issues at the service-provider level or 
governmental restrictions based on content, we do not include the affected users in MAUs. We also treat multiple 
accounts held by a single person or organization as multiple users for purposes of calculating our active users because 
we permit people and organizations to have more than one account. Additionally, some accounts used by organizations 
are used by many people within the organization. As such, the calculations of our active users may not accurately reflect 
the actual number of people or organizations using our platform.

In addition, our data regarding user geographic location for purposes of reporting the geographic location of our 
MAU and mDAU is based on the IP address or phone number associated with the account when a user initially registered 
the account on Twitter. The IP address or phone number may not always accurately reflect a user’s actual location at the 
time such user engaged with our platform. For example, a mobile user may appear to be accessing Twitter from the 
location of the proxy server that the user connects to rather than from a user’s actual location.

We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy. Our 
measures of user growth and user engagement may differ from estimates published by third parties or from similarly-titled 
metrics of our competitors due to differences in methodology.

 Our total audience metrics are based on both internal metrics and data from Google Analytics, which measures 

logged-out visitors to our properties.

6

Item 1. BUSINESS 

Overview 

PART I 

Twitter is what’s happening in the world and what people are talking about right now. From breaking news and 
entertainment, to sports, politics, and everyday interests, Twitter shows every side of the story. On Twitter you can join the 
open conversation and watch highlights, clips, or live-streaming events. Twitter is available in more than 40 languages 
around the world. The service can be accessed via twitter.com, an array of mobile devices via Twitter owned and 
operated mobile applications (e.g. Twitter for iPhone and Twitter for Android), and SMS.

In 2018, we took important steps to increase the collective health, openness, and civility of the public conversation 

on Twitter, helping people see high-quality information, strengthening our sign-up and account verification processes, and 
preventing the abuse of Twitter data. Specific actions we took in 2018 included: strengthening account security, updating 
our rules to more clearly address specific types of hateful conduct, taking new behavior-based signals into account when 
presenting and organizing Tweets, making it easier to see when a Tweet was removed for breaking our rules, and 
expanding our team through increased hiring and acquisition. In 2018, our machine learning efforts continued to improve, 
making it harder for malicious accounts to manipulate our service through multiple accounts and evading suspension, 
resulting in the suspension of millions of spammy and suspicious accounts. We also continued our work to make it easier 
to follow and discuss events as they are unfolding with expanded coverage of sports, entertainment, news, elections, and 
other topics and events.

Products and Services for Users 

Our primary product, Twitter, is a global platform for public self-expression and conversation in real time. Twitter 
allows people to consume, create, distribute and discover content and has democratized content creation and distribution. 
Periscope is a mobile application that lets anyone broadcast and watch video live with others. Periscope broadcasts can 
also be viewed through Twitter and on desktop or mobile web browsers. We continue to implement live broadcasts across 
Twitter, including trends and moments, to help people discover what’s happening live.

The reach of Twitter content is not limited to our logged-in users on the Twitter platform, but rather extends to a 
much larger global audience. The public nature of the Twitter platform allows us and others to extend the reach of Twitter 
content beyond our properties. Over 1 million media outlets and our platform partners distribute Tweets beyond our 
properties to complement their content by making it more timely, relevant and comprehensive. These outlets and partners 
also add value to our user experience by contributing content to our platform. Many of the world’s most trusted media 
outlets and publishers regularly use Twitter as a platform for content distribution. 

Products and Services for Advertisers

Our Promoted Products enable our advertisers to launch products and services and promote their brands, amplify 

their visibility and reach, and connect with our audience, while extending the conversation around their advertising 
campaigns. We enable our advertisers to target an audience based on a variety of factors, including a user’s interest 
graph. The interest graph maps, among other things, interests based on users followed and actions taken on our platform, 
such as Tweets created and engagement with Tweets. We believe a user’s interest graph produces a clear and real-time 
signal of a user’s interests, greatly enhancing the relevance of the ads we can display for users and enhancing our 
targeting capabilities for advertisers. Our Promoted Products are incorporated into our platform as native advertising and 
are designed to be as compelling and useful to our users as organic content on our platform. 

7

Currently, our Promoted Products consist of: 

•

•

•

Promoted Tweets. Promoted Tweets appear within a user’s timeline, search results or profile pages just like an 
ordinary Tweet regardless of device. Promoted Tweets often include images and videos, such as App Cards 
and Website Cards. Using our proprietary algorithm and understanding of each user’s interest graph, we can 
deliver Promoted Tweets that are intended to be relevant to a particular user. Our goal is to enable advertisers 
to create and optimize successful marketing campaigns — and pay either on impressions delivered or pay only 
for the user actions that are aligned with their marketing objectives. As a result, we have added product 
features to Promoted Tweets based on advertiser objectives, which may include Tweet engagements (e.g., 
retweets, replies and likes), website clicks or conversions, mobile application installs or engagements, 
obtaining new followers, or video views. 

Promoted Accounts. Promoted Accounts appear in the same format and place as accounts suggested by our 
Who to Follow recommendation engine, or in some cases, in Tweets in a user’s timeline. Promoted Accounts 
provide a way for our advertisers to grow a community of users who are interested in their business, products 
or services.

Promoted Trends. Promoted Trends 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. When a user clicks on a Promoted Trend, search results for that 
trend are shown in a timeline and a Promoted Tweet created by our advertisers is displayed to the user at the 
top of those search results. We feature one Promoted Trend per day per geography.

Advertisers can also run short video ads, such as In-Stream video ads, either before or around premium video 
content, such as during live premium video content from publishing partners or clips from a variety of interest categories 
such as news, sports and entertainment. Our technology dynamically inserts those advertisers' ads into the relevant 
videos and delivers the ads to the audience targeted by those advertisers. We may pay content partners a portion of our 
advertising revenue for the right to use and distribute their content on our platform. In addition, In-Stream Video 
Sponsorships allow advertisers to build brand association by sponsoring premium video content from a single publishing 
partner, including live video, video clips, and other storytelling formats like Sponsored Moments.

We continue to focus our investment in features that differentiate Twitter and capitalize on our value proposition for 

advertisers, including video and more organic ad formats such as Video Website Card.

Our technology platform and information database enable us to provide targeting capabilities based on audience 

attributes like geography, interests, keyword, television conversation, content, and events that make it possible for 
advertisers to promote their brands, products and services, amplify their visibility and reach, and complement and extend 
the conversation around their advertising campaigns. 

Our platform also enables customers to advertise across the mobile ecosystem, both on Twitter’s owned and 
operated properties as well as off Twitter on third-party publishers’ websites, applications and other offerings, across the 
full user lifecycle — from acquiring new users to engaging existing users. We enable advertisers to extend their reach 
beyond Twitter through:

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MoPub, our mobile-focused advertising exchange, which combines ad serving, ad network mediation and a 
real-time bidding exchange into one comprehensive monetization platform.  

Twitter Audience Platform, an advertising offering that enables advertisers to extend their advertising 
campaigns with Twitter Promoted Products to audiences off Twitter while retaining access to Twitter’s 
measurement, targeting and creative tools. 

Content Partnerships

Video is an important way to stay informed on Twitter, enabling users and content owners to better share 

experiences, engage in events, and converse with broader audiences. We continue to increase reach and engagement 
for content owners around the world through live-streaming, highlight video clips, and video-on-demand agreements 
signed to complement the user generated and licensed live and on-demand video content already available on Twitter 
across a number of verticals including sports, news, and entertainment.

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Products for Developers and Data Partners

We provide a set of tools, public APIs and embeddable widgets that developers can use to contribute their content to 

our platform, syndicate and distribute Twitter content across their properties and enhance their websites and applications 
with Twitter content. Websites and applications integrating with Twitter add value to our user experience. Many 
applications have been registered by developers to enable them to integrate with our platform, and leverage Twitter 
content to enhance and extend their applications in new and creative ways. The goal of our platform product development 
is to make it easy for developers to integrate seamlessly with Twitter, while keeping this process safer and more secure 
for Twitter users.

We also offer subscription access to our public data feed for partners who wish to access data beyond our public 

API, which offers a limited amount of our public data for free. Our enterprise data products and services offer more 
sophisticated data sets and better data enrichments to allow developers and businesses to utilize our public content to 
derive business insights and build products using the unique content that is shared on Twitter. We have grown our data 
licensing revenue with a more customer-centric approach to channels, markets, products, and pricing. We believe this 
approach positions both Twitter and our key channel partners for greater growth and monetization, and we are investing in 
deeper partnerships with a few select solution providers to help businesses and organizations realize greater value from 
our data and platform.

Competition 

Our business is characterized by rapid technological change, frequent product innovation and continuously evolving 

user, advertiser, content partner, platform partner and developer preferences and expectations. We face significant 
competition in every aspect of our business, including from companies that provide tools to facilitate communications and 
the sharing of information, companies that enable marketers to display advertising, and other online ad networks, 
exchanges and platforms. We also compete to attract, engage, and retain people who use our products, to attract and 
retain marketers, and to attract and retain developers to build compelling mobile and web applications that integrate with 
our products. We have seen escalating competition for digital ad spending and expect this trend to continue. We also 
compete to attract and retain employees, especially software engineers, designers, and product managers.

We compete with the following companies for users’ attention and for advertisers’ budgets:

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Companies that offer products that enable everyone to create and share ideas, videos, and other content and 
information. These offerings include, for example, Facebook (including Instagram and WhatsApp) and 
Alphabet (including Google and YouTube), Microsoft (including LinkedIn), Snap, TikTok, and Verizon Media 
Group, as well as largely regional social media and messaging companies that have strong positions in 
particular countries (including WeChat, Kakao, and Line).  Although we often seek differentiated content from 
other licensors, we face competition for live premium video content rights from other digital distributors and 
traditional television providers, which may limit our ability to secure such content on economic and other terms 
that are acceptable to us in the future.

Companies that offer advertising inventory and opportunities to advertisers.

Companies that develop applications, particularly mobile applications, that create, syndicate and distribute 
content across internet properties.

Traditional, online, and mobile businesses that enable users to consume content or marketers to reach their 
audiences and/or develop tools and systems for managing and optimizing advertising campaigns.

As we introduce new products, as our existing products evolve, or as other companies introduce new products and 

services, we may become subject to additional competition. 

Our industry is evolving rapidly and is becoming increasingly competitive. See the sections titled “Risk Factors—If 

we are unable to compete effectively for users and advertiser spend, our business and operating results could be harmed” 
and “Risk Factors—We depend on highly skilled personnel to grow and operate our business, and if we are unable to hire, 
retain and motivate our personnel, we may not be able to grow effectively.”  

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Technology, Research and Development 

Twitter is composed of a set of core, scalable and distributed services that are built from proprietary and open 
source technologies. These systems are capable of delivering billions of messages, including images and video, to 
hundreds of millions of people a day in an efficient and reliable way. We continue to invest in our existing products and 
services as well as develop new products and services through research and product development. We also continue to 
invest in protecting the safety, security and integrity of our platform by investing in both people and technology, including 
machine learning.

Sales and Marketing 

We have a global sales force and sales support staff that is focused on attracting and retaining advertisers while 

certain advertisers use our self-serve advertising platform to launch and manage their advertising campaigns. Our sales 
force and sales support staff assist advertisers throughout the advertising campaign cycle, from pre-purchase decision 
making to real-time optimizations as they utilize our campaign management tools, and to post-campaign analytics reports 
to assess the effectiveness of their advertising campaigns. 

Since our inception, our user base has grown primarily organically, complemented with targeted campaigns to drive 

new user acquisition. In 2018, we set out to clearly define who we are and express the uniqueness and power of our 
brand through marketing campaigns to drive awareness of Twitter’s unique positioning. We also solidified our value 
proposition for advertisers with our “Start With Them” campaign, which highlights that Twitter connects advertisers with 
the most valuable audiences when they are most receptive.

Intellectual Property 

We seek to protect our intellectual property rights by relying on federal, state and common law rights in the United 

States and other countries, as well as contractual restrictions. We generally enter into confidentiality and invention 
assignment agreements with our employees and contractors, and confidentiality agreements with other third parties, in 
order to limit access to, and disclosure and use of, our confidential information and proprietary technology. In addition to 
these contractual arrangements, we also rely on a combination of trademarks, trade dress, domain names, copyrights, 
trade secrets and patents to help protect our brand and our other intellectual property. 

In May 2013, we implemented our Innovator’s Patent Agreement, or IPA, which we enter into with our employees 

and consultants, including our founders. The IPA which applies to our current and future patents, allows us to assert our 
patents defensively. The IPA also allows us to assert our patents offensively with the permission of the inventors of the 
applicable patent. The IPA can limit our ability to prevent infringement of our patents. See the section titled “Risk Factors—
Our intellectual property rights are valuable, and any inability to protect them could reduce the value of our products, 
services and brand” for a further discussion of the IPA. 

Government Regulation 

We are subject to a number of U.S. federal and state and foreign laws and regulations that involve matters central to 

our business. These laws and regulations may involve privacy, rights of publicity, data protection, content regulation, 
intellectual property, competition, protection of minors, consumer protection, taxation or other subjects. Many of these 
laws and regulations are still evolving and being tested in courts and could be interpreted in ways that could harm our 
business. In addition, the application and interpretation of these laws and regulations often are uncertain, particularly in 
the new and rapidly evolving industry in which we operate. 

We are also subject to federal, state and foreign laws regarding privacy and the protection of user data. Foreign data 
protection, privacy, consumer protection, content regulation and other laws and regulations are often more restrictive than 
those in the United States. For example, the General Data Protection Regulation, or the GDPR, which was effective from 
May 2018. The GDPR also includes more stringent operational requirements for entities processing personal information 
and significant penalties for non-compliance. There are also a number of legislative proposals pending before the U.S. 
Congress, various state legislative bodies and foreign governments concerning content regulation and data protection that 
could affect us, including the California Consumer Privacy Act. 

10

In March 2011, to resolve an investigation into various incidents, we entered into a settlement agreement with the 
Federal Trade Commission, or FTC, that, among other things, requires us to establish an information security program 
designed to protect non-public consumer information and also requires that we obtain biennial independent security 
assessments. The FTC investigation was the result of two separate incidents in which unauthorized intruders obtained 
administrative passwords of certain Twitter employees. In one of the incidents, the intruder accessed the employee’s 
administrative capabilities to fraudulently reset various user passwords and post unauthorized Tweets. The obligations 
under the settlement agreement remain in effect until the later of March 2, 2031, or the date 20 years after the date, if any, 
on which the U.S. government or the FTC files a complaint in federal court alleging any violation of the order. Violation of 
existing or future regulatory orders, settlements, or consent decrees could subject us to substantial monetary fines and 
other penalties that could negatively affect our financial condition and results of operations. 

Twitter users may be restricted from accessing Twitter from certain countries, and other countries have intermittently 

restricted access to Twitter. For example, Twitter is not directly accessible in China and has been blocked in the past in 
Turkey. It is possible that other governments may seek to restrict access to or block our website or mobile applications, 
censor content available through our products or impose other restrictions that may affect the accessibility or usability of 
Twitter for an extended period of time or indefinitely. For instance, some countries have enacted laws that allow websites 
to be blocked for hosting certain types of content.

For additional information, see the section titled “Risk Factors—Our business is subject to complex and evolving 
U.S. and foreign laws and regulations. These laws and regulations are subject to change and uncertain interpretation, and 
could result in claims, changes to our business practices, monetary penalties, increased cost of operations or declines in 
user growth, user engagement or ad engagement, or otherwise harm our business.” 

Seasonality

Advertising spending is traditionally strongest in the fourth quarter of each year. Historically, this seasonality in 
advertising spending has affected our quarterly results, with higher sequential advertising revenue growth from the third 
quarter to the fourth quarter compared to sequential advertising revenue from the fourth quarter to the subsequent first 
quarter.

Backlog

As of December 31, 2018, our backlog primarily consists of long-term data licensing contracts. We generate the 

substantial majority of our revenue from our advertising services. As such, we do not believe that our backlog, as of any 
particular date, is necessarily indicative of actual revenue for any future period. Refer to Note 3 of the Notes to 
Consolidated Financial Statements under Part II, Item 8 of this Annual Report on Form 10-K regarding the amount of 
remaining performance obligations, which represents the significant majority of our contracted backlog.

Employees 

As of December 31, 2018, we had 3,920 full-time employees. 

Corporate Information 

We were incorporated in Delaware in April 2007. Our principal executive offices are located at 1355 Market Street, 

Suite 900, San Francisco, California 94103, and our telephone number is (415) 222-9670. We completed our initial public 
offering in November 2013 and our common stock is listed on the New York Stock Exchange under the symbol “TWTR.” 
Unless the context requires otherwise, the words “Twitter,” “we,” “Company,” “us” and “our” refer to Twitter, Inc. and our 
wholly owned subsidiaries.

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Available Information

Our website is located at www.twitter.com, and our investor relations website is located at 

http://investor.twitterinc.com/. Copies of our Annual Reports on Form 10-K, Quarterly Reports on Form 10-Q, Current 
Reports on Form 8-K, and amendments to these reports filed or furnished pursuant to Section 13(a) or 15(d) of the 
Securities Exchange Act of 1934, as amended, or the Exchange Act, are available, free of charge, on our investor 
relations website as soon as reasonably practicable after we file such material electronically with or furnish it to the 
Securities and Exchange Commission, or the SEC. The SEC also maintains a website that contains our SEC filings. The 
address of the site is www.sec.gov.

We webcast our earnings calls and certain events we participate in or host with members of the investment 
community on our investor relations website. Additionally, we provide notifications of news or announcements regarding 
our financial performance, including SEC filings, investor events, press and earnings releases, and blogs as part of our 
investor relations website. We have used, and intend to continue to use, our investor relations website, as well as certain 
Twitter accounts (@jack, @nedsegal, @twitter and @twitterIR), as means of disclosing material non-public information 
and for complying with our disclosure obligations under Regulation FD. Further corporate governance information, 
including our certificate of incorporation, bylaws, corporate governance guidelines, board committee charters, and code of 
business conduct and ethics, is also available on our investor relations website under the heading “Corporate 
governance.” The contents of our websites are not intended to be incorporated by reference into this Annual Report on 
Form 10-K or in any other report or document we file with the SEC, and any references to our websites are intended to be 
inactive textual references only.

Item 1A. RISK FACTORS 

Investing in our common stock involves a high degree of risk. You should carefully consider the risks and 

uncertainties described below, together with all of the other information in this Annual Report on Form 10-K, including the 
section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our 
consolidated financial statements and related notes, before making a decision to invest in our common stock. The risks 
and uncertainties described below may not be the only ones we face. If any of the risks actually occurs, our business, 
financial condition, operating results, cash flows and prospects could be materially and adversely affected. In that event, 
the market price of our common stock could decline, and you could lose part or all of your investment. 

Risks Related to Our Business and Our Industry 

If we fail to increase our mDAUs, ad engagement or other general engagement on our platform, our revenue, 
business and operating results may be harmed. 

The size of our mDAUs and those daily users’ level of engagement with advertising are critical to our success. 

mDAUs for the three months ended December 31, 2018 were 126 million, an increase of 9% year-over-year. Our long-
term financial performance will continue to be significantly determined by our success in increasing the growth rate of our 
mDAUs as well as the number of ad engagements. Our mDAU growth rate has fluctuated over time, and it may slow or 
decline. To the extent our mDAU growth rate slows or the absolute number of mDAU declines, our revenue growth will 
become dependent on our ability to increase levels of user engagement on Twitter and increase revenue growth from 
third-party publishers’ websites and applications, data licensing and other offerings. To the extent our mDAU growth rate 
slows, our success will become increasingly dependent on our ability to increase levels of ad engagement on Twitter. We 
generate a substantial majority of our revenue based upon engagement by our users with the ads that we display. If 
people do not perceive our products and services to be useful, reliable and trustworthy, we may not be able to attract 
users or increase the frequency of their engagement with our platform and the ads that we display. A number of factors 
could potentially negatively affect user growth and engagement, including if: 

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users, including influential users, such as world leaders, government officials, celebrities, athletes, journalists, 
sports teams, media outlets and brands or certain age demographics, engage with other products, services or 
activities as an alternative to ours; 

we are unable to convince potential or new users of the value and usefulness of our products and services; 

there is a decrease in the perceived quantity, quality, usefulness or relevance of the content generated by our 
users or content partners; 

there could also be a perception that actions we take to better foster a healthy conversation or to improve 
relevancy on the platform negatively impact the content or ranking of content posted by certain users; 

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our content partners terminate their relationships with us or do not renew their agreements on economic or 
other terms that are favorable to us;

there are user concerns related to privacy and communication, safety, security, spam, manipulation or other 
hostile or inappropriate usage or other factors, or our health efforts result in the removal of certain accounts; 

we fail to introduce new and improved products or services or if we introduce new or improved products or 
services that are not favorably received or that negatively affect user engagement; 

technical or other problems prevent us from delivering our products or services in a rapid and reliable manner 
or otherwise affect the user experience, including issues with connecting to the Internet; 

users have difficulty installing, updating, or otherwise accessing our products or services on mobile devices as 
a result of actions by us or third parties that we rely on to distribute our products and deliver our services;

we are unable to manage and prioritize information to ensure users are presented with content that is 
interesting, useful and relevant to them; 

users believe that their experience is diminished as a result of the decisions we make with respect to the 
frequency, format, relevance and prominence of ads or other content that we display; 

changes in our products or services that are mandated by, or that we elect to make to address, laws (such as 
the General Data Protection Regulation, or the GDPR) or legislation, inquiries from legislative bodies, 
regulatory authorities or litigation (including settlements or consent decrees) adversely affect our products or 
users; 

we fail to provide adequate customer service to users; or 

we do not maintain our brand image or our reputation is damaged. 

We believe that meaningful improvement in audience growth rate and engagement is dependent on improving our 
product and feature offerings to demonstrate our value proposition to a larger audience. If we are unable to increase our 
user base, user growth rate or user engagement, or if these metrics decline, our products and services could be less 
attractive to potential or new users, as well as to advertisers, content partners and platform partners, which would have a 
material and adverse impact on our business, financial condition and operating results. 

If the people who use our service or our content partners do not continue to contribute content or such content 
is not viewed as unique or engaging by other users, we may experience a decline in users accessing our 
products and services and their engagement, which could result in the loss of content partners, advertisers, 
platform partners, and revenue. 

Our success depends on our ability to provide users of our products and services with unique and engaging content, 

which in turn depends on the content contributed by our users. We believe that one of our competitive advantages is the 
quality, quantity and real-time nature of the content on Twitter, and that access to unique or real-time content is one of the 
main reasons users visit Twitter. We seek to foster a broad and engaged user community, and we encourage world 
leaders, government officials, celebrities, athletes, journalists, sports teams, media outlets and brands to use our products 
and services to express their views to broad audiences. We also encourage media outlets to use our products and 
services to distribute their content. In addition, we license our premium live streaming video content from a variety of 
content providers.  If these content providers are no longer willing or able to license us content upon economic and other 
terms that are acceptable to us, our ability to stream such content will be adversely affected and/or our costs could 
increase.  If users, including influential users, do not continue to contribute content or content providers do not license 
content to Twitter, and we are unable to provide users with unique, engaging and timely content, our user base and 
engagement may decline. Additionally, if we are not able to address user concerns regarding the safety and security of 
our products and services or if we are unable to successfully prevent or mitigate spammy, abusive or other disruptive or 
detracting behavior on our platform, the size of our engaged user base may decline. We rely on the sale of advertising 
services for the substantial majority of our revenue. We believe advertisers come to Twitter because we have one of the 
most valuable audiences when they are most receptive, and we generate a high return on investment against their 
campaign objectives whether they are launching a new product or connecting with what's happening on Twitter. However, 
a decline in the number of users, user growth rate, or user engagement, including as a result of the loss of world leaders, 
government officials, celebrities, athletes, journalists, sports teams, media outlets and brands who generate content on 
Twitter, may deter advertisers from using our products or services or cause current advertisers to reduce their spending 
with us or cease doing business with us, which would harm our business and operating results. 

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We generate the substantial majority of our revenue from advertising. The loss of advertising revenue could 
harm our business. 

The substantial majority of our revenue is currently generated from third parties advertising on Twitter. We 

generated approximately 86% of our revenue from advertising in each of the years ended December 31, 2017 and 2018. 
We generate substantially all of our advertising revenue through the sale of our Promoted Products: Promoted Tweets, 
Promoted Accounts and Promoted Trends. As is common in our industry, our advertisers do not have long-term 
advertising commitments with us. In addition, many of our advertisers purchase our advertising services through one of 
several large advertising agency holding companies. To sustain or increase our revenue, we must add new advertisers 
and encourage existing advertisers to maintain or increase the amount of advertising inventory purchased through our 
platform and adopt new features and functionalities that we add to our platform.  However, advertising agencies and 
potential new advertisers may view our Promoted Products or any new products or services we offer as experimental and 
unproven, and we may need to devote additional time and resources to educate them about our products and services. 
Advertisers also may choose to reach users through our free products and services, instead of our Promoted Products. 
Advertisers will not continue to do business with us, or they will reduce the prices they are willing to pay to advertise with 
us, if we do not deliver ads in an effective manner, or if they do not believe that their investment in advertising with us will 
generate a competitive return on investment relative to alternatives, including online, mobile and traditional advertising 
platforms. In addition, competition for advertising is becoming increasingly more intense and our advertising revenue 
could be further impacted by escalating competition for digital ad spending as well as the re-evaluation of our revenue 
product feature portfolio, which could result in the de-emphasis of certain product features. Our revenue growth is 
primarily driven by increases in the number of our mDAUs, increases in ad pricing or number of ads shown driven by 
strong advertiser demand, increases in our clickthrough rate, as well as other factors. To date, our available advertising 
inventory has been greater than demand. Our future revenue growth, however, may be limited by available advertising 
inventory for specific ad types on certain days if we do not increase our mDAU or monetize our larger global audience. 
Our advertising revenue also could be adversely affected by a number of other factors, including: 

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decreases in user engagement with the ads on our platform and those that we serve off of our platform; 

decreases in the size of our mDAUs or the growth rate of mDAUs;

if we are unable to demonstrate the value of our Promoted Products to advertisers and advertising agencies or 
if we are unable to measure the value of our Promoted Products in a manner which advertisers and advertising 
agencies find useful or reliable; 

if we are perceived as not safe for brand advertisers;

if we are unable to demonstrate the value of, or attract video and video advertisements to, our platform; 

decreases in the perceived quantity, quality, usefulness or relevance of our users or the content generated by 
our users or content partners;

if our Promoted Products are not cost effective or not valued by certain types of advertisers or if we are unable 
to develop cost effective or valuable advertising services for different types of advertisers; 

if we are unable to convince advertisers and brands to invest resources in learning to use our products and 
services and maintaining a brand presence on Twitter; 

our advertisers’ ability to optimize their campaigns or effectively and reliably measure the results of their 
campaigns;

product or service changes we may make that change the frequency or relative prominence of ads displayed 
on Twitter or that detrimentally impact revenue in the near term with the goal of achieving long -term benefits; 

our inability to increase advertiser demand and spend from new and existing advertisers as well as advertising 
inventory; 

our inability to increase the relevance of ads shown to users; 

our inability to help advertisers effectively target ads, including as a result of the fact that we do not collect 
extensive personal information from our users and that we do not have real-time geographic information for all 
of our users particularly for ads served through our app mobile-focused advertising exchange; 

decreases in the cost per ad engagement; 

failure to effectively monetize our growing international user base, our logged-out audience or our syndicated 
audience;

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loss of advertising market share to our competitors; 

the degree to which users access Twitter content through applications that do not contain our ads; 

any arrangements or other partnerships with third parties to share our revenue; 

if our new advertising strategies do not gain traction; 

the impact of new technologies that could block or obscure the display of our ads; 

adverse legal developments relating to advertising or measurement tools related to our metrics or the 
effectiveness of advertising, including legislative and regulatory developments, such as GDPR and other 
privacy regulations, and developments in litigation; 

our inability to create new products, product features and services that sustain or increase the value of our 
advertising services to both our advertisers and our users; 

changes to our products or development of new products or product features that decrease users’ ad 
engagements or limit the types of user interactions that we count as ad engagements; 

the impact of fraudulent clicks or spam on our Promoted Products and our users; 

changes in the way our advertising is priced; and 

the impact of macroeconomic conditions and conditions in the advertising industry in general. 

The occurrence of any of these or other factors could result in a reduction in demand for our ads, which may reduce 

the prices we receive for our ads, either of which would negatively affect our revenue and operating results. 

If we are unable to compete effectively for users and advertiser spend, our business and operating results could 
be harmed. 

Competition for users of our products and services is intense. Although we have developed a global platform that we 

believe is the best and fastest place to see what’s happening and what people are talking about all around the world, we 
face strong competition in our business. We compete against many companies to attract and engage users every day, 
including companies which have greater financial resources and substantially larger user bases, such as Facebook 
(including Instagram and WhatsApp), Alphabet (including Google and YouTube), Microsoft (including LinkedIn), Snap, 
TikTok, and Verizon Media Group, which offer a variety of Internet and mobile device-based products, services and 
content. For example, Facebook operates a social networking site with significantly more users than Twitter and has been 
introducing features similar to those of Twitter. In addition, Alphabet may use its strong position in one or more markets to 
gain a competitive advantage over us in areas in which we operate, including by integrating competing features into 
products or services they control. As a result, our competitors may draw users towards their products or services and 
away from ours. This could decrease the growth or engagement of our user base, which, in turn, would negatively affect 
our business. We also compete against largely regional social media and messaging companies that have strong 
positions in particular countries such as WeChat, Kakao and Line. 

We believe that our ability to compete effectively for users depends upon many factors both within and beyond our 

control, including: 

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the popularity, usefulness, ease of use, performance and reliability of our products and services compared to 
those of our competitors; 

the amount, quality and timeliness of content generated by our users and content partners; 

the timing and market acceptance of our products and services; 

our ability, in and of itself, and in comparison to the ability of our competitors, to develop new products and 
services and enhancements to existing products and services; 

the frequency and relative prominence of the ads displayed by us or our competitors; 

our ability to establish and maintain relationships with content partners; 

our ability to develop a reliable, scalable, secure, high-performance technology infrastructure that can 
efficiently handle increased usage globally; 

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changes mandated by, or that we elect to make to address, legislation, regulatory authorities or litigation, 
including settlements, consent decrees and the GDPR, some of which may have a disproportionate effect on 
us; 

the application of antitrust laws both in the United States and internationally; 

the continued adoption of our products and services internationally; 

our ability to establish and maintain relationships with platform partners that integrate with our platform;

acquisitions or consolidation within our industry, which may result in more formidable competitors; and 

our reputation and brand strength relative to our competitors. 

We also face significant competition for advertiser spend. The substantial majority of our revenue is currently 
generated through third parties advertising on Twitter, and we compete against online and mobile businesses, including 
those referenced above, and traditional media outlets, such as television, radio and print, for advertising budgets. In 
addition, many advertisers, particularly branded advertisers, use marketing mix analyses to determine how to allocate 
their advertising budgets on an annual or bi-annual basis.  Accordingly, if we fail to demonstrate to such advertisers during 
the appropriate time period that we provide a better return on investment than our competitors do, we may lose the 
opportunity to secure, increase or sustain our share of the advertising budget allocated for a significant portion of the year 
until the next budget cycle.  

We also compete with advertising networks, exchanges, demand side platforms and other platforms, such as 
Google AdSense, DoubleClick Ad Exchange, Nexage and Brightroll Ad Exchanges, Verizon Media Group, and Microsoft 
Media Network, for marketing budgets and in the development of the tools and systems for managing and optimizing 
advertising campaigns. In order to grow our revenue and improve our operating results, we must increase our share of 
spending on advertising relative to our competitors, many of which are larger companies that offer more traditional and 
widely accepted advertising products. In addition, some of our larger competitors have substantially broader product or 
service offerings and leverage their relationships based on other products or services to gain additional share of 
advertising budgets. 

We believe that our ability to compete effectively for advertiser spend depends upon many factors both within and 

beyond our control, including: 

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the size and composition of our user base relative to those of our competitors; 

our ad targeting and measurement capabilities, and those of our competitors; 

the timing and market acceptance of our advertising services, and those of our competitors; 

our marketing and selling efforts, and those of our competitors; 

the pricing of our advertising products and services relative to those of our competitors; 

the actual or perceived return our advertisers receive from our advertising services, and those of our 
competitors; and 

our reputation and the strength of our brand relative to our competitors. 

In recent years, there have been significant acquisitions and consolidation by and among our actual and potential 

competitors. We anticipate this trend of consolidation will continue, which will present heightened competitive challenges 
for our business. Acquisitions by our competitors may result in reduced functionality of our products and services. For 
example, following Facebook’s acquisition of Instagram, Facebook disabled Instagram’s photo integration with Twitter 
such that Instagram photos were no longer viewable within Tweets and users are instead re-directed to Instagram to view 
Instagram photos through a link within a Tweet. As a result, our users may be less likely to click on links to Instagram 
photos in Tweets, and Instagram users may be less likely to Tweet or remain active users of Twitter. Any similar 
elimination of integration with Twitter in the future, whether by Facebook or others, may adversely impact our business 
and operating results. 

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Consolidation may also enable our larger competitors to offer bundled or integrated products that feature 

alternatives to our platform. Reduced functionality of our products and services, or our competitors’ ability to offer bundled 
or integrated products that compete directly with us, may cause our users, user growth rate, and ad engagement to 
decline and advertisers to reduce their spend with us. 

If we are not able to compete effectively for users and advertiser spend our business and operating results would be 

materially and adversely affected. 

Our priority as a company is to improve the health of the public conversation on Twitter. Focusing our efforts on 
this priority may negatively impact our business operations in the short term.

We believe that our long-term success depends on our ability to improve the health of the public conversation on 

Twitter. We have made this our priority and have focused our efforts on improving the quality of that conversation, 
including by devoting substantial internal resources to our strategy. These efforts include the reduction of abuse, 
harassment, spam, manipulation and malicious automation on the platform, as well as a focus on improving information 
quality and the health of conversation on Twitter. For example, we recently announced that we were removing certain 
locked accounts from follower counts across profiles globally. While that specific change did not affect our previously-
disclosed MAU or DAU metrics, some of the health initiatives that we have implemented as part of our ongoing 
commitment to a healthy public conversation have negatively impacted, and may in the future negatively impact, our 
publicly reported metrics in a few ways. First, our health efforts include the removal of accounts pursuant to our terms and 
services that are abusive, spammy, fake or malicious, and these accounts may be monthly active or daily active users, as 
well as actions taken to detect and challenge potentially automated, spammy, or malicious accounts during the sign-up 
process. For example, in the third and fourth quarters of 2018, year-over-year average mDAU growth was impacted by 
ongoing health efforts, both due to how we resourced and prioritized our work and the impact from ongoing success 
removing spammy and suspicious accounts. Second, we are also making active decisions to prioritize health related 
initiatives over other near-term product improvements that may drive more usage of Twitter as a daily utility. These 
decisions may not be consistent with the short-term expectations of our advertising customers or investors and may not 
produce the long-term benefits that we expect, in which case our user growth and user engagement, our relationships 
with advertisers and our business and operating results could be harmed.

Our operating results may fluctuate from quarter to quarter, which makes them difficult to predict. 

Our quarterly operating results have fluctuated in the past and will fluctuate in the future. As a result, our past 
quarterly operating results are not necessarily indicators of future performance. Our operating results in any given quarter 
can be influenced by numerous factors, many of which we are unable to predict or are outside of our control, including: 

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our ability to provide something valuable to people on Twitter every day and grow our mDAU; 

our ability to attract and retain advertisers, content partners and platform partners;

the occurrence of planned significant events, such as the World Cup, Super Bowl, Champions League Final, 
World Series, Olympics and the Oscars, or unplanned significant events, such as natural disasters and political 
revolutions; 

the pricing of our products and services; 

the development and introduction of new products or services, changes in features of existing products or 
services or de-emphasis or termination of existing products, product features or services; 

the impact of competitors or competitive products and services; 

our ability to maintain or increase revenue; 

our ability to maintain or improve gross margins and operating margins; 

increases in research and development, marketing and sales and other operating expenses that we may incur 
to grow and expand our operations and to remain competitive; 

stock-based compensation expense; 

costs related to the acquisition of businesses, talent, technologies or intellectual property, including potentially 
significant amortization costs; 

system failures resulting in the inaccessibility of our products and services; 

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breaches of security or privacy, and the costs associated with remediating any such breaches; 

adverse litigation judgments, settlements or other litigation-related costs, and the fees associated with 
investigating and defending claims; 

changes in the legislative or regulatory environment, including with respect to security, tax, privacy, data 
protection, or content, or enforcement by government regulators, including fines, orders or consent decrees; 

changes in reserves or other non-cash credits or charges, such as releases of deferred tax asset valuation 
allowances, impairment charges or purchase accounting adjustments;

changes in our expected estimated useful life of property and equipment and intangible assets;

fluctuations in currency exchange rates and changes in the proportion of our revenue and expenses 
denominated in foreign currencies; 

changes in U.S. generally accepted accounting principles; and 

changes in global business or macroeconomic conditions. 

Given our limited operating history and the rapidly evolving markets in which we compete, our historical operating 

results may not be useful to you in predicting our future operating results. If our revenue growth rate slows, we expect that 
the seasonality in our business may become more pronounced and may in the future cause our operating results to 
fluctuate. For example, advertising spending is traditionally seasonally strong in the fourth quarter of each year and we 
believe that this seasonality affects our quarterly results, which generally reflect higher sequential advertising revenue 
growth from the third to fourth quarter compared to sequential advertising revenue growth from the fourth quarter to the 
subsequent first quarter. In addition, global economic concerns continue to create uncertainty and unpredictability and add 
risk to our future outlook. An economic downturn in any particular region in which we do business or globally could result 
in reductions in advertising revenue, as our advertisers reduce their advertising budgets, and other adverse effects that 
could harm our operating results. 

We depend on highly skilled personnel to grow and operate our business, and have seen high levels of attrition.  
If we are unable to hire, retain and motivate our personnel, we may not be able to grow effectively. 

Our future success and strategy will depend upon our continued ability to identify, hire, develop, motivate and retain 

highly skilled personnel, including senior management, engineers, designers and product managers. We depend on 
contributions from our employees, and in particular our senior management team, to execute efficiently and effectively. 
We do not have employment agreements other than offer letters with any member of our senior management or other key 
employee, and we do not maintain key person life insurance for any employee. We also face significant competition for 
employees, particularly in the San Francisco Bay Area (where our headquarters is located) and other key markets, for 
engineers, designers and product managers from other Internet and high-growth companies, which include both publicly-
traded and privately-held companies. As a result, we may not be able to retain our existing employees or hire new 
employees quickly enough to meet our needs. From time to time, we have also experienced high voluntary attrition, and in 
those times, the resulting influx of new leaders and other employees has required us to expend time, attention and 
resources to recruit and retain talent, restructure parts of our organization, and train and integrate new employees. In 
addition, to attract highly and retain skilled personnel, we have had to offer, and believe we will need to continue to offer, 
highly competitive compensation packages. We may need to invest significant amounts of cash and equity to attract and 
retain new employees and we may not realize sufficient return on these investments. In addition, changes to U.S. 
immigration and work authorization laws and regulations can be significantly affected by political forces and levels of 
economic activity. Our business may be materially adversely affected if legislative or administrative changes to 
immigration or visa laws and regulations impair our hiring processes or projects involving personnel who are not citizens 
of the country where the work is to be performed. If we are not able to effectively attract and retain employees, we may 
not be able to innovate or execute quickly on our strategy and our ability to achieve our strategic objectives will be 
adversely impacted, and our business will be harmed.

We also believe that our culture and core values have been, and will continue to be, a key contributor to our success 
and our ability to foster the innovation, creativity and teamwork we believe we need to support our operations.  If we fail to 
effectively manage our hiring needs and successfully integrate our new hires, our efficiency and ability to meet our 
forecasts and our culture, employee morale, productivity and retention could suffer, and our business and operating 
results could be adversely affected.

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If we fail to monetize effectively in international markets, our revenue and our business will be harmed. 

We may not be able to monetize our products and services internationally as effectively as in the United States as a 
result of competition, advertiser demand, differences in the digital advertising market and digital advertising conventions, 
as well as differences in the way that users in different countries access or utilize our products and services. For example, 
a significant portion of users in emerging markets like India and Pakistan use feature phones and communicate via SMS 
messaging, both of which have limited functionality and neither of which may be able to take full advantage of our 
products and services offered on smartphone or our website or desktop applications. Users who access Twitter through 
SMS messaging may monetize at lower rates than other users. Differences in the competitive landscape in international 
markets may impact our ability to monetize our products and services. For example, in South Korea we face intense 
competition from a messaging service offered by Kakao, which offers some of the same communication features as 
Twitter. The existence of a well-established competitor in an international market may adversely affect our ability to 
increase our user base, attract content partners, advertisers and platform partners and monetize our products in such 
market. We may also experience differences in advertiser demand in international markets. For example, during times of 
political upheaval, advertisers may choose not to advertise on Twitter. Certain international markets are also not as 
familiar with digital advertising in general, or in new forms of digital advertising such as our Promoted Products. Further, 
we face challenges in providing certain advertising products, features or analytics in certain international markets, such as 
the European Union, due to government regulation. Our products and services may also be used differently abroad than 
in the United States. In particular, in certain international markets where Internet access is not as rapid or reliable as in the 
United States, users tend not to take advantage of certain features of our products and services, such as rich media 
included in Tweets, video or live streaming video. The limitation of mobile devices of users in emerging and other markets 
limits our ability to deliver certain features to those users and may limit the ability of advertisers to deliver compelling 
advertisements to users in these markets, which may result in reduced ad engagements, which would adversely affect our 
business and operating results. 

If our revenue from our international operations, and particularly from our operations in the countries and regions 
where we have focused our spending, does not exceed the expense of establishing and maintaining these operations, our 
business and operating results will suffer. In addition, our user base may expand more rapidly in international regions 
where we are less successful in monetizing our products and services. As our user base continues to expand 
internationally, we will need to increase revenue from the activity generated by our international users in order to grow our 
business. For example, average mDAUs outside the United States constituted 79% of our average mDAUs in the three 
months ended December 31, 2018, but our international revenue, as determined based on the billing location of our 
customers, was only 44% of our consolidated revenue in the three months ended December 31, 2018. Our inability to 
successfully expand our business internationally could adversely affect our business, financial condition and operating 
results. 

19

User growth and engagement depend upon effective interoperation with operating systems, networks, devices, 
web browsers and standards that we do not control. 

We make our products and services available across a variety of operating systems and through websites. We are 

dependent on the interoperability of our products and services with popular devices, desktop and mobile operating 
systems and web browsers that we do not control, such as Mac OS, iOS, Windows, Android, Chrome and Firefox. Any 
changes, bugs or technical issues in such systems, devices or web browsers or changes in our relationships with mobile 
operating system partners or mobile carriers, or in their terms of service or policies that diminish the functionality of our 
products and services, make it difficult for our users to access our content, limit our ability to target or measure the 
effectiveness of ads, impose fees related to our products or services or give preferential treatment to competitive products 
or services could adversely affect usage of our products and services. For example, many of our relationships with our 
mobile carriers to deliver our SMS messages were originally negotiated as free or low-cost connections, but recently 
some of the mobile carriers have been proposing fee increases for these arrangements, which may not be cost-effective 
for us. This may, in turn, adversely affect the number of users who receive our SMS messages. Additionally, some of our 
mobile carriers have experienced infrastructure issues due to natural disasters, which have caused deliverability errors or 
poor quality communications with our products. Any such errors, regardless of whether caused by our infrastructure or 
that of the service provider, may result in the loss of our existing users or may make it difficult to attract new users. 
Further, if the number of platforms for which we develop our product expands, it will result in an increase in our operating 
expenses. In order to deliver high quality products and services, it is important that our products and services work well 
with a range of operating systems, networks, devices, web browsers and standards that we do not control. In addition, 
because a majority of our users access our products and services through mobile devices, we are particularly dependent 
on the interoperability of our products and services with mobile devices and operating systems in order to deliver our 
products and services. We also may not be successful in developing relationships with key participants in the mobile 
industry or in developing products or services that operate effectively with these operating systems, networks, devices, 
web browsers and standards. In the event that it is difficult for our users to access and use our products and services, 
particularly on their mobile devices, our mDAU could be harmed, and our business and operating results could be 
adversely affected. 

Our products and services may contain undetected software errors, which could harm our business and 
operating results. 

Our products and services incorporate complex software and we encourage employees to quickly develop and help 

us launch new and innovative features. Our software, including any open source software that is incorporated into our 
code, has contained, and may now or in the future contain, errors, bugs or vulnerabilities. For example, in May 2018, we 
announced that an internal bug had resulted in the storage of passwords unmasked in an internal log. When users set a 
password for their Twitter accounts, we secure those passwords in a format that prevents anyone at Twitter from seeing 
or knowing the actual password through a password hashing function, which replaces the actual password with a random 
set of numbers and letters that are stored in Twitter’s system. Due to a bug, passwords were written to a service log 
before completing the hashing process. We found this error ourselves, removed the passwords from the logs, and are 
implementing plans to prevent this bug from happening again. Our investigation shows no indication of breach or misuse 
by anyone. In September 2018, we announced an internal bug related to our Account Activity API, which allows registered 
developers to build customer support and engagement tools for businesses and others on Twitter. This bug may have 
caused some of the customer communications and engagements with businesses and others on Twitter to be 
unintentionally sent to another registered developer. Although our initial analysis indicates that a complex series of 
technical circumstances had to occur at the same time for this bug to have resulted in account information definitively 
being shared with the wrong recipient, we contacted our developer partners to ensure that they are complying with their 
obligations to delete information they should not have in their possession. As was the case with these errors, errors in our 
software code may only be discovered after the product or service has been released. Errors, vulnerabilities, or other 
design defects within the software on which we rely may result in a negative experience for users, partners and 
advertisers who use our products, delay product introductions or enhancements, result in targeting, measurement, or 
billing errors, compromise our ability to protect the data of our users and/or our intellectual property or lead to reductions 
in our ability to provide some or all of our services. Any errors, bugs or vulnerabilities discovered in our code after release 
could result in damage to our reputation, loss of users, loss of content or platform partners, loss of advertisers or 
advertising revenue or liability for damages or other relief sought in lawsuits, regulatory inquiries or other proceedings, any 
of which could adversely affect our business and operating results. 

20

Our ability to convince potential and new users of the value of our products and services is critical to increasing 
our user base and to the success of our business. 

We have developed a global platform that we believe is the best and fastest place to see what’s happening and what 

people are talking about all around the world, but the market for our products and services is relatively new and may not 
develop as expected, if at all. Despite our efforts to reduce barriers to consumption, people who are not our users may not 
understand the value of our products and services and new users may initially find our products confusing, which may 
make retention of such users more difficult. There may be a perception that our products and services are only useful to 
users who Tweet, or to influential users with large audiences. Convincing potential and new users of the value of our 
products and services is critical to increasing our user base, user engagement and to the success of our business. 

If we fail to educate potential users and potential advertisers about the value of our products and services, if the 

market for our platform does not develop as we expect or if we fail to address the needs of this market, our business will 
be harmed. Failure to adequately address these risks and challenges could harm our business and cause our operating 
results to suffer. 

Our business depends on continued and unimpeded access to our products and services on the Internet by our 
users, content partners, advertisers, and platform partners. If we or our users experience disruptions in Internet 
service or if Internet service providers are able to block, degrade or charge for access to our products and 
services, we could incur additional expenses and the loss of users and advertisers. 

We depend on the ability of our users, content partners, advertisers and platform partners to access the Internet. 

Currently, this access is provided by companies that have significant market power in the broadband and Internet access 
marketplace, including incumbent telephone companies, cable companies, mobile communications companies, 
government-owned service providers, device manufacturers and operating system providers, any of whom could take 
actions that degrade, disrupt or increase the cost of user access to our products or services, which would, in turn, 
negatively impact our business. The adoption or repeal of any laws or regulations that adversely affect the growth, 
popularity or use of the Internet, including laws or practices limiting Internet neutrality, could decrease the demand for, or 
the usage of, our products and services, increase our cost of doing business and adversely affect our operating results. 
For example, access to Twitter is blocked in China and has been intermittently blocked in Turkey in the past and certain of 
our SMS messages have been blocked in Saudi Arabia. We also rely on other companies to maintain reliable network 
systems that provide adequate speed, data capacity and security to us and our users. As the Internet continues to 
experience growth in the number of users, frequency of use and amount of data transmitted, the Internet infrastructure 
that we and our users rely on may be unable to support the demands placed upon it. The failure of the Internet 
infrastructure that we or our users rely on, even for a short period of time, could undermine our operations and harm our 
operating results. 

21

Our new products, product features, services and initiatives and changes to existing products, services and 
initiatives could fail to attract users, content partners, advertisers and platform partners or generate revenue. 

Our industry is subject to rapid and frequent changes in technology, evolving customer needs and the frequent 

introduction by our competitors of new and enhanced offerings. We must constantly assess the playing field and 
determine whether we need to improve or re-allocate resources amongst our existing products and services or create new 
ones (independently or in conjunction with third parties). Our ability to increase the size and engagement of our user base, 
attract content partners, advertisers and platform partners and generate revenue will depend on those decisions. We may 
introduce significant changes to our existing products and services or develop and introduce new and unproven products 
and services, including technologies with which we have little or no prior development or operating experience. For 
example, in 2015, we introduced Periscope, a mobile application that lets users share and experience live video from their 
mobile phones and in 2013, we introduced Vine, a mobile application that enabled users to create and distribute videos 
that are up to six seconds in length, which we discontinued in January 2017. Also, we introduced new features to Twitter 
such as “Moments”, a curated collection of Tweets, photos, videos, and Periscope broadcasts about current news stories 
or events; “In Case You Missed It,” which surfaces Tweets a logged-in user may have missed since last accessing 
Twitter; expanding our character limit to 280 characters for more people around the world; and “Threads,” a new feature 
that allows people to more easily thread Tweets together. If new or enhanced products, product features or services fail to 
engage users, content partners and advertisers, we may fail to attract or retain users or to generate sufficient revenue or 
operating profit to justify our investments, and our business and operating results could be adversely affected. In addition, 
we have launched and expect to continue to launch strategic initiatives that do not directly generate revenue but which we 
believe will enhance our attractiveness to users, content partners and advertisers, such as our investments in the health 
of public conversation on Twitter. In the future, we may invest in new products, product features, services and initiatives to 
generate revenue, but there is no guarantee these approaches will be successful. We may not be successful in future 
efforts to generate revenue from our new products or services. If our strategic initiatives do not enhance our ability to 
monetize our existing products and services, enable us to develop new approaches to monetization or meet the 
expectations of our users or third-party business partners, we may not be able to maintain or grow our revenue or recover 
any associated development costs and our operating results could be adversely affected. 

If we fail to effectively manage changes to our business and operations, our business and operating results 
could be harmed. 

  Providing our products and services to our users is costly and we expect certain of our expenses to continue to 

increase in the future as we broaden our user base and increase user engagement, as users increase the amount of 
content they contribute, and as we develop and implement new features, products and services that require more 
infrastructure, in particular our video product features. Historically, our operating expenses, such as our research and 
development expenses and sales and marketing expenses, have grown each year as we have expanded our business. 
As a result, our costs have increased each year due to these factors and we expect to continue to incur increasing costs 
to support our operations. We expect to continue to invest in our infrastructure so that we can provide our products and 
services rapidly and reliably to users around the world, including in countries where we do not expect significant near-term 
monetization. 

We intend to fully invest in our highest priorities, while eliminating investment in noncore areas. Finding and 
maintaining the appropriate balance will require significant expenditures and allocation of valuable management 
resources. If we fail to achieve the necessary level of efficiency in our organization, our business, operating results and 
financial condition would be harmed. 

22

We focus on the long-term health of our platform, product innovation, and providing something valuable to 
people on Twitter every day, rather than short-term operating results. 

We encourage employees to quickly develop and help us launch new and innovative features. We focus on 
improving the user experience for our products and services, which includes protecting user privacy, and on developing 
new and improved products and services for the advertisers on our platform. For example, we are making investments in 
improving the health of the public conversation on Twitter, focusing on the long-term health of the platform over near-term 
metrics.  We prioritize innovation and the experience for users and advertisers on our platform over short-term operating 
results. We frequently make product, product feature and service decisions that may reduce our short-term operating 
results if we believe that the decisions are consistent with our goals to improve the user experience and performance for 
advertisers, which we believe will improve our operating results over the long term. For example, we are investing in our 
live-streaming video experiences, and we may not successfully monetize such experiences. These decisions may not be 
consistent with the short-term expectations of investors and may not produce the long-term benefits that we expect, in 
which case our user growth and user engagement, our relationships with advertisers and our business and operating 
results could be harmed. In addition, our focus on the user experience may negatively impact our relationships with our 
existing or prospective advertisers. This could result in a loss of advertisers, which could harm our revenue and operating 
results. 

Our business and operating results may be harmed by a disruption in our service, or by our failure to timely and 
effectively scale and adapt our existing technology and infrastructure. 

One of the reasons people come to Twitter every day is for real-time information. We have experienced, and may in 
the future experience, service disruptions, outages and other performance problems due to a variety of factors, including 
infrastructure changes, human or software errors, hardware failure, capacity constraints due to an overwhelming number 
of people accessing our products and services simultaneously, computer viruses and denial of service or fraud or security 
attacks. For instance, in the past, we have experienced brief service outages during which Twitter.com and Twitter mobile 
clients were inaccessible as a result, in part, of software misconfigurations. Additionally, although we are investing 
significantly to improve the capacity, capability and reliability of our infrastructure, we are not currently serving traffic 
equally through our co-located data centers that support our platform. Accordingly, in the event of a significant issue at the 
data center supporting most of our network traffic, some of our products and services may become inaccessible to the 
public or the public may experience difficulties accessing our products and services. Any disruption or failure in our 
infrastructure could hinder our ability to handle existing or increased traffic on our platform, which could significantly harm 
our business. 

We utilize third-party cloud computing services in connection with certain aspects of our business and operations, 

and any disruption of, or interference with, our use of such cloud services could adversely impact our business and 
operations.

As our user base expands and our users generate more content, including photos and videos hosted by Twitter, we 

may be required to expand and adapt our technology and infrastructure to continue to reliably store, serve and analyze 
this content. It may become increasingly difficult to maintain and improve the performance of our products and services, 
especially during peak usage times, as our products and services become more complex and our user traffic increases. In 
addition, because we lease our data center facilities, we cannot be assured that we will be able to expand our data center 
infrastructure to meet user demand in a timely manner, or on favorable economic terms. If our users are unable to access 
Twitter or we are not able to make information available rapidly on Twitter, users may seek other channels to obtain the 
information, and may not return to Twitter or use Twitter as often in the future, or at all. This would negatively impact our 
ability to attract users, content partners and advertisers and increase the frequency of users returning to Twitter. We 
expect to continue to make significant investments to maintain and improve the capacity, capability and reliability of our 
infrastructure. To the extent that we do not effectively address capacity constraints, upgrade our systems as needed and 
continually develop our technology and infrastructure to accommodate actual and anticipated changes in technology, our 
business and operating results may be harmed.

We continue to scale the capacity of, and enhance the capability and reliability of, our infrastructure to support user 

growth and increased activity on our platform. As our user base and the activity on our platform grow, we expect that 
investments and expenses associated with our infrastructure will continue to grow. These investments and expenses 
include the expansion and improvement of our data center operations and related operating costs, additional servers and 
networking equipment to increase the capacity of our infrastructure, increased utilization of third-party cloud computing 
and associated costs thereof, increased bandwidth costs, and costs to secure our customers’ data. The improvement of 
our infrastructure requires a significant investment of our management’s time and our financial resources. 

23

We have incurred significant operating losses in the past, and we may not be able to maintain profitability. 

Since our inception, we have incurred significant operating losses, and, as of December 31, 2018, we had an 
accumulated deficit of $1.45 billion. Our revenue has grown from $664.9 million in 2013 to $3.04 billion in 2018. While we 
were profitable on a GAAP basis in 2018, we believe that our future revenue growth and our ability to maintain profitability 
will depend on, among other factors, our ability to attract new users, increase user engagement and ad engagement, 
increase our brand awareness, compete effectively, maximize our sales efforts, demonstrate a positive return on 
investment for advertisers, and successfully develop new products and services. Accordingly, you should not rely on the 
revenue growth of any prior quarterly or annual period as an indication of our future performance. Our costs may increase 
in future periods as we continue to expend substantial financial resources on: 

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•

•

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our technology infrastructure; 

research and development for our products and services; 

sales and marketing; 

attracting and retaining talented employees; 

strategic opportunities, including commercial relationships and acquisitions; and 

general administration, including personnel costs and legal and accounting expenses related to being a public 
company. 

These investments may not result in increased revenue or growth in our business. Additionally, certain new revenue 
products or product features may carry higher costs relative to our other products, which may decrease our margins. If we 
are unable to generate adequate revenue growth and to manage our expenses, we may incur significant losses in the 
future and may not be able to maintain profitability. 

If we are unable to maintain and promote our brand, our business and operating results may be harmed. 

We believe that maintaining and promoting our brand is critical to expanding our base of users, content partners and 

advertisers. Maintaining and promoting our brand will depend largely on our ability to continue to provide useful, reliable 
and innovative products and services with a focus on a positive user experience, which we may not do successfully. We 
may introduce new features, products, services or terms of service that users, content partners, advertisers or platform 
partners do not like, which may negatively affect our brand. Additionally, the actions of content partners may affect our 
brand if users do not have a positive experience using third-party applications or websites integrated with Twitter or that 
make use of Twitter content. We will also continue to experience media, legislative or regulatory scrutiny of our decisions 
regarding user privacy, security, content and other issues, which may adversely affect our reputation and brand. For 
example, we previously announced our discovery of content (including some advertisements) displayed on our products 
that may be relevant to government investigations relating to Russian interference in the 2016 U.S. presidential election, 
which continues to draw media and regulatory scrutiny of our actions with respect to such content. Our brand may also be 
negatively affected by the actions of users that are hostile or inappropriate to other people, by users impersonating other 
people, by users identified as spam, by use or perceived use, directly or indirectly, of our products or services by users 
(including governments and government-sponsored actors) to disseminate information that may be viewed as misleading 
(or intended to manipulate the opinions of our users), by users introducing excessive amounts of spam on our platform, by 
third parties obtaining control over users’ accounts or by other security or cybersecurity incidents. For example, certain 
actions taken by a social media marketing company in the past to sell followers and engagement, which were in violation 
of our policies, but that drew media and regulatory scrutiny on us. Maintaining and enhancing our brand may require us to 
make substantial investments and these investments may not achieve the desired goals. If we fail to successfully promote 
and maintain our brand or if we incur excessive expenses in this effort, our business and operating results could be 
adversely affected. 

24

Negative publicity could adversely affect our business and operating results. 

We receive a high degree of media coverage around the world. Negative publicity about our company, including 

about the quality and reliability of our products or of content shared on our platform, changes to our products and 
services, our privacy and security practices (including actions taken with respect to certain users or accounts or reports 
regarding government surveillance), litigation, regulatory activity, the actions of our users (including actions taken by 
prominent users on our platform or the dissemination of information that may be viewed as misleading or as intended to 
manipulate the opinions of our users), or user experience with our products and services, even if inaccurate, could 
adversely affect our reputation and the confidence in and the use of our products and services. Such negative publicity 
could also have an adverse effect on the size, engagement and loyalty of our user base and result in decreased revenue, 
which could adversely affect our business and operating results. 

Spam and fake accounts could diminish the user experience on our platform, which could damage our reputation 
and deter our current and potential users from using our products and services. 

“Spam” on Twitter refers to a range of abusive activities that are prohibited by our terms of service and is generally 

defined as unsolicited, repeated actions that negatively impact other users with the general goal of drawing user attention 
to a given account, site, product or idea. This includes posting large numbers of unsolicited mentions of a user, duplicate 
Tweets, malicious automation, misleading links (e.g., to malware or “click-jacking” pages) or other false or misleading 
content, and aggressively following and un-following accounts, adding users to lists, sending invitations, Retweeting and 
liking Tweets to inappropriately attract attention. Our terms of service also prohibit the creation of serial or bulk accounts, 
both manually or using automation, for disruptive or abusive purposes, such as to Tweet spam or to artificially inflate the 
popularity of users seeking to promote themselves on Twitter. Although we continue to invest resources to reduce spam 
and fake accounts on Twitter, which includes our investments to improve the health of the public conversation on Twitter, 
we expect spammers will continue to seek ways to act inappropriately on our platform. In addition, we expect that 
increases in the number of users on our platform will result in increased efforts by spammers to misuse our platform. We 
continuously combat spam and fake accounts, including by suspending or terminating accounts we believe to be 
spammers and launching algorithmic changes focused on curbing abusive activities. Our actions to combat spam and 
fake accounts require significant resources and time. If spam and fake accounts increase on Twitter, this could hurt our 
reputation for delivering relevant content or reduce user growth rate and user engagement and result in continuing 
operational cost to us.

25

Action by governments to restrict access to our products and services or censor Twitter content could harm our 
business and operating results. 

Governments have sought, and may in the future seek, to censor content available through our products and 

services, restrict access to our products and services from their country entirely or impose other restrictions that may 
affect the accessibility of our products and services for an extended period of time or indefinitely. For example, domestic 
Internet service providers in China have blocked access to Twitter, and other countries, including Iran, Libya, Pakistan, 
Turkey and Syria, have intermittently restricted access to Twitter, and we believe that access to Twitter has been blocked 
in these countries primarily for political reasons. In addition, governments in these or other countries may seek to restrict 
access to our products and services based on our decisions around user content, providing user information in response 
to governmental requests, or other matters. In the event that access to our products and services is restricted, in whole or 
in part, in one or more countries or our competitors are able to successfully penetrate geographic markets that we cannot 
access, our ability to retain or increase our user base and user engagement may be adversely affected, and our operating 
results may be harmed. 

If our security measures are breached, or if our products and services are subject to attacks that degrade or deny 
the ability of users to access our products and services, our products and services may be perceived as not 
being secure, users and advertisers may curtail or stop using our products and services and our business and 
operating results could be harmed. 

Our products and services involve the storage and transmission of users’ and advertisers’ information, and security 
breaches expose us to a risk of loss of this information, litigation, increased security costs and potential liability. We also 
work with third-party vendors to process credit card payments by our customers and are subject to payment card 
association operating rules. We and our third-party service providers experience cyber-attacks of varying degrees on a 
regular basis. For example, in October 2016, we experienced a service outage as a result of several distributed denial of 
service attacks on our domain name service provider, Dyn. 

Our products operate in conjunction with, and we are dependent upon, third-party products and components across 
a broad ecosystem. Additionally, the natural sunsetting of third-party products and operating systems that we use requires 
that our infrastructure teams reallocate time and attention to migration and updates, during which period potential security 
vulnerabilities could be exploited. If there is a security vulnerability (such as the Spectre and Meltdown vulnerabilities) in 
one of these components and if there is a security exploit targeting it, we could face increased costs, liability claims, 
reduced revenue, or harm to our reputation or competitive position.  

Third parties may also gain access to Twitter user names and passwords without attacking Twitter directly by 

combining credential information from other recent breaches, using malware on victim machines that are stealing 
passwords for all sites, or a combination of both. In addition, some of our developers or other partners, such as third-party 
applications to which our users have given permission to Tweet on their behalf, may receive or store information provided 
by us or by our users through mobile or web applications integrated with us. If these third parties or developers fail to 
adopt or adhere to adequate data security practices, or in the event of a breach of their networks, our data or our users' 
data may be improperly accessed, used, or disclosed.

As a result, unauthorized parties have obtained, and may in the future obtain, access to our data or our users’ or 

advertisers’ data. In addition, a breach of a third-party application that has been trusted by a user could result in the 
account issuing Tweets, Likes, Retweets, or Direct Messages without such user’s knowledge or consent. Any systems 
failure or actual or perceived compromise of our security that results in the unauthorized access to or release of our users’ 
or advertisers’ data, such as credit card data, could significantly limit the adoption of our products and services, as well as 
harm our reputation and brand and, therefore, our business. 

26

Our security measures may also be breached due to employee error, malfeasance or otherwise. Additionally, 

outside parties may attempt to fraudulently induce employees, users or advertisers to disclose sensitive information in 
order to gain access to our data or our users’ or advertisers’ data or accounts, or may otherwise obtain access to such 
data or accounts. Since our users and advertisers may use their Twitter accounts to establish and maintain online 
identities, unauthorized communications from Twitter accounts that have been compromised may damage their personal 
security, reputations and brands as well as our reputation and brand. Because the techniques used to obtain unauthorized 
access, disable or degrade service or sabotage systems change frequently and often are not recognized until launched 
against a target, we may be unable to anticipate these techniques or to implement adequate preventative measures. We 
expect to incur significant costs in an effort to detect and prevent security breaches and other security-related incidents, 
and we may face increased costs in the event of an actual or perceived security breach or other security-related incident. 
If an actual or perceived breach of our security occurs, the market perception of the effectiveness of our security 
measures could be harmed, our users and advertisers may be harmed, lose trust and confidence in us, decrease the use 
of our products and services or stop using our products and services in their entirety. We may also incur significant legal 
and financial exposure, including legal claims, higher transaction fees and regulatory fines and penalties. Any of these 
actions could have a material and adverse effect on our business, reputation and operating results.

While our insurance policies include liability coverage for certain of these matters, if we experienced a significant 

security incident, we could be subject to liability or other damages that exceed our insurance coverage.  

Our future performance depends in part on support from our content partners and data partners. 

We believe user engagement with our products and services depends in part on the availability of applications and 

content generated by our content or platform partners. There is no assurance that our content or platform partners will 
continue to develop and maintain applications and content for our products and services, and if they cease to, then user 
engagement may decline. In addition, we generate revenue from licensing our historical and real-time data to third parties. 
If any of these relationships are terminated or not renewed on economic and other terms that are acceptable to us, or if 
we are unable to enter into similar relationships in the future, our operating results could be adversely affected.  

Our international operations are subject to increased challenges and risks. 

We have offices around the world and our products and services are available in multiple languages. However, our 

ability to manage our business and conduct our operations internationally requires considerable management attention 
and resources and is subject to the particular challenges of supporting a rapidly growing business in an environment of 
multiple languages, cultures, customs, legal and regulatory systems, alternative dispute systems and commercial 
markets. Our international operations have required and will continue to require us to invest significant funds and other 
resources. Operating internationally subjects us to new risks and may increase risks that we currently face, including risks 
associated with: 

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recruiting and retaining talented and capable employees in foreign countries and maintaining our company 
culture across all of our offices; 

providing our products and services and operating across a significant distance, in different languages and 
among different cultures, including the potential need to modify our products, services, content and features to 
ensure that they are culturally relevant in different countries; 

increased competition from largely regional websites, mobile applications and services that provide real-time 
communications and have strong positions in particular countries, which have expanded and may continue to 
expand their geographic footprint; 

differing and potentially lower levels of user growth, user engagement and ad engagement in new and 
emerging geographies; 

different levels of advertiser demand; 

greater difficulty in monetizing our products and services; 

compliance with applicable foreign laws and regulations, including laws and regulations with respect to privacy, 
data security, consumer protection, copyright, fake news, hate speech, spam and content, and the risk of 
penalties to our users and individual members of management if our practices are deemed to be out of 
compliance; 

27

•

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burdens of complying with various foreign laws, including laws related to taxation, content removal, data 
localization, and regulatory oversight;

longer payment cycles in some countries; 

credit risk and higher levels of payment fraud; 

operating in jurisdictions that do not protect intellectual property rights to the same extent as the United States; 

compliance with anti-bribery laws including, without limitation, compliance with the Foreign Corrupt Practices 
Act and the U.K. Bribery Act, including by our business partners; 

currency exchange rate fluctuations; 

foreign exchange controls that might require significant lead time in setting up operations in certain geographic 
territories and might prevent us from repatriating cash earned outside the United States; 

political and economic instability in some countries; 

double taxation of our international earnings and potentially adverse tax consequences due to changes in the 
tax laws of the United States or the foreign jurisdictions in which we operate; and 

higher costs of doing business internationally, including increased accounting, travel, infrastructure and legal 
compliance costs. 

If we are unable to manage the complexity of our global operations successfully, our business, financial condition 

and operating results could be adversely affected. 

Our business is subject to complex and evolving U.S. and foreign laws and regulations. These laws and 
regulations are subject to change and uncertain interpretation, and could result in claims, changes to our 
business practices, monetary penalties, increased cost of operations or declines in user growth, user 
engagement or ad engagement, or otherwise harm our business. 

We are subject to a variety of laws and regulations in the United States and abroad that involve matters central to 

our business, including privacy, security, rights of publicity, data protection, content regulation, intellectual property, 
competition, protection of minors, consumer protection, credit card processing and taxation. Many of these laws and 
regulations are still evolving and being tested in courts. As a result, it is possible that these laws and regulations may be 
interpreted and applied in a manner that is inconsistent from country to country and inconsistent with our current policies 
and practices and in ways that could harm our business, particularly in the new and rapidly evolving industry in which we 
operate. Additionally, the introduction of new products or services may subject us to additional laws and regulations. 

28

From time to time, governments, regulators and others have expressed concerns about whether our products, 

services or practices compromise the privacy of users and others. While we strive to comply with applicable data 
protection laws and regulations, as well as our own posted privacy policies and other obligations we may have with 
respect to privacy and data protection, the failure or perceived failure to so comply may result, and in some cases has 
resulted, in inquiries and other proceedings or actions against us by governments, regulators or others. A number of 
proposals have recently been adopted or are currently pending before federal, state and foreign legislative and regulatory 
bodies that could significantly affect our business. For example, in June 2018 California recently enacted legislation, the 
California Consumer Privacy Act, or CCPA, that will, among other things, require covered companies to provide new 
disclosures to California consumers, and afford such consumers new abilities to opt-out of certain sales of personal 
information, when it goes into effect on January 1, 2020. The CCPA was amended in September 2018, and it remains 
unclear what, if any, modifications will be made to this legislation or how it will be interpreted. Moreover, foreign data 
protection, privacy, consumer protection, content regulation and other laws and regulations are often more restrictive than 
those in the United States. In particular, the European Union, or EU, and its member states traditionally have taken 
broader views as to types of data that are subject to privacy and data protection, and have imposed greater legal 
obligations on companies in this regard. For example, the GDPR has been adopted and went into effect in May 2018. The 
GDPR includes more stringent operational requirements for entities processing personal information and significant 
penalties for non-compliance, including fines of up to €20 million or 4% of total worldwide revenue, whichever is higher. 
Additionally, we rely on a variety of legal bases to transfer certain personal information outside of the European Economic 
Area, including the EU-U.S. Privacy Shield Framework, the Swiss-U.S. Privacy Shield Framework, and EU Standard 
Contractual Clauses, or SCCs. The EU-U.S. Privacy Shield Framework is currently under review by regulatory authorities 
and it and the SCCs are both the subject of legal challenges in European courts, and they may be modified or invalidated. 
The absence of successor legal bases for continued data transfer could require us to create duplicative, and potentially 
expensive, information technology infrastructure and business operations in Europe or limit our ability to collect and use 
personal information collected in Europe. Any of these changes with respect to EU data protection law could disrupt our 
business.

Further, following a referendum in June 2016 in which voters in the United Kingdom approved an exit from the EU, 

the United Kingdom government has initiated a process to leave the EU (often referred to as “Brexit”). Without further 
agreement between the United Kingdom and the EU, the United Kingdom will formally leave the EU in March 2019. Brexit 
could lead to economic and legal uncertainty in the region and could adversely affect the tax, currency, operational, legal 
and regulatory regimes to which our business is subject. Brexit may adversely affect our revenues and subject us to new 
regulatory costs and challenges, in addition to other adverse effects that we are unable effectively to anticipate.

The United Kingdom recently implemented a Data Protection Bill that substantially implements the GDPR, which 
became law in May 2018. Brexit has created uncertainty with regard to whether the EU will view the UK data protection 
regulation as adequate under GDPR. Until that is resolved, the requirements for data transfers between the United 
Kingdom and the EU are unclear. 

Legislative changes in the United States, at both the federal and state level, that could impose new obligations in 
areas such as privacy and liability for copyright infringement or content by third parties such as various Congressional 
efforts to restrict the scope of the protections available to online platforms under Section 230 of the Communications 
Decency Act, and our current protections from liability for third-party content in the United States could decrease or 
change. Additionally, recent amendments to U.S. patent laws may affect the ability of companies, including us, to protect 
their innovations and defend against claims of patent infringement.

Similarly, the EU’s proposed Directive on Copyright in the Digital Single Market (the EU Copyright Directive), if 

enacted as currently proposed, would expand the liability of online platforms for user-generated content and would 
obligate platforms to negotiate licenses with rightsholders and ensure that unauthorized copyrighted material is not 
available on their platforms. The EU Copyright Directive would also give publishers rights over snippets of news content 
displayed online and restrict platforms’ ability to display such material. If enacted, the EU Copyright Directive would 
increase our costs of operations and increase our liability for user-generated content.

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Additionally, we have relationships with third parties that perform a variety of functions such as payments 

processing, tokenization, vaulting, currency conversion, fraud prevention and data security audits. The laws and 
regulations related to online payments are complex, subject to change, and vary across different jurisdictions in the United 
States and globally. As a result, we may be required to spend significant time, effort and expense to comply with 
applicable laws and regulations. Any failure or claim of our failure to comply, or any failure or claim of failure by the above-
mentioned third parties to comply, could increase our costs or could result in liabilities.  Additionally, because Twitter 
accepts payment via credit cards and is certified as a PCI Level 1 service provider, we are subject to payment card 
association operating rules and certification requirements, including the Payment Card Industry Data Security Standard.

We currently allow use of our platform without the collection of extensive personal information, such as age. We may 
experience additional pressure to expand our collection of personal information in order to comply with new and additional 
regulatory demands or we may independently decide to do so. If we obtain such additional personal information, we may 
be subject to additional regulation. 

Regulatory investigations and settlements could cause us to incur additional expenses or change our business 
practices in a manner materially adverse to our business. 

We are currently the subject of inquiries by the Irish Data Protection Commission with respect to our compliance with 

the GDPR and expect to continue to be subject to regulatory scrutiny as our business grows and awareness of our brand 
increases, In the past, we have been subject to regulatory investigations, and expect to continue to be subject to 
regulatory scrutiny as our business grows and awareness of our brand increases. In March 2011, to resolve an 
investigation into various incidents, we entered into a settlement agreement with the FTC that, among other things, 
required us to establish an information security program designed to protect non-public consumer information and also 
requires that we obtain biennial independent security assessments. The obligations under the settlement agreement 
remain in effect until the later of March 2, 2031, or the date 20 years after the date, if any, on which the U.S. government 
or the FTC files a complaint in federal court alleging any violation of the order. We expect to continue to be the subject of 
regulatory inquiries, investigations and audits in the future by the FTC and other regulators around the world. 

It is possible that a regulatory inquiry, investigation or audit might result in changes to our policies or practices, and 

may cause us to incur substantial costs or could result in reputational harm, prevent us from offering certain products, 
services, features or functionalities, cause us to incur substantial costs or require us to change our business practices in a 
manner materially adverse to our business. Violation of existing or future regulatory orders, settlements or consent 
decrees could subject us to substantial monetary fines and other penalties that could negatively affect our financial 
condition and operating results. 

We may face lawsuits or incur liability as a result of content published or made available through our products 
and services. 

We have faced and will continue to face claims relating to content that is published or made available through our 
products and services or third-party products or services. In particular, the nature of our business exposes us to claims 
related to defamation, intellectual property rights, rights of publicity and privacy, illegal content, misinformation, content 
regulation and personal injury torts. The laws relating to the liability of providers of online products or services for activities 
of their users remains somewhat unsettled, both within the United States and internationally. This risk may be enhanced 
in certain jurisdictions outside the United States where we may be less protected under local laws than we are in the 
United States. For example, we are subject to legislation in Germany that may impose significant fines for failure to 
comply with certain content removal and disclosure obligations. In addition, the public nature of communications on our 
network exposes us to risks arising from the creation of impersonation accounts intended to be attributed to our users or 
advertisers. We could incur significant costs investigating and defending these claims. If we incur material costs or liability 
as a result of these occurrences, our business, financial condition and operating results could be adversely affected. 

30

Our intellectual property rights are valuable, and any inability to protect them could reduce the value of our 
products, services and brand. 

Our trade secrets, trademarks, copyrights, patents and other intellectual property rights are important assets. We 
rely on, and expect to continue to rely on, a combination of confidentiality and license agreements with our employees, 
consultants and third parties with whom we have relationships, as well as trademark, trade dress, domain name, 
copyright, trade secret and patent laws, to protect our brand and other intellectual property rights. However, various 
events outside of our control pose a threat to our intellectual property rights, as well as to our products, services and 
technologies. For example, we may fail to obtain effective intellectual property protection, or effective intellectual property 
protection may not be available in every country in which our products and services are available. Also, the efforts we 
have taken to protect our intellectual property rights may not be sufficient or effective, and any of our intellectual property 
rights may be challenged, which could result in them being narrowed in scope or declared invalid or unenforceable. There 
can be no assurance our intellectual property rights will be sufficient to protect against others offering products or services 
that are substantially similar to ours and compete with our business. 

We rely on non-patented proprietary information and technology, such as trade secrets, confidential information, 

know-how and technical information. While in certain cases we have agreements in place with employees and third 
parties that place restrictions on the use and disclosure of this intellectual property, these agreements may be breached, 
or this intellectual property may otherwise be disclosed or become known to our competitors, including through hacking or 
theft, which could cause us to lose any competitive advantage resulting from this intellectual property. 

We are pursuing registration of trademarks and domain names in the United States and in certain jurisdictions 
outside of the United States. Effective protection of trademarks and domain names is expensive and difficult to maintain, 
both in terms of application and registration costs as well as the costs of defending and enforcing those rights. We may be 
required to protect our rights in an increasing number of countries, a process that is expensive and may not be successful 
or which we may not pursue in every country in which our products and services are distributed or made available. 

We are party to numerous agreements that grant licenses to third parties to use our intellectual property, including 

our trademarks. For example, many third parties distribute their content through Twitter, or embed Twitter content in their 
applications or on their websites, and make use of our trademarks in connection with their services. If the licensees of our 
trademarks are not using our trademarks properly, it may limit our ability to protect our trademarks and could ultimately 
result in our trademarks being declared invalid or unenforceable. We have a policy designed to assist third parties in the 
proper use of our brand, trademarks and other assets, and we have an internal team dedicated to enforcing our policy and 
protecting our brand. Our brand protection team routinely receives and reviews reports of improper and unauthorized use 
of the Twitter brand, trademarks or assets and issues takedown notices or initiates discussions with the third parties to 
correct the issues. However, there can be no assurance that we will be able to protect against the unauthorized use of our 
brand, trademarks or other assets. If we fail to maintain and enforce our trademark rights, the value of our brand could be 
diminished. There is also a risk that one or more of our trademarks could become generic, which could result in them 
being declared invalid or unenforceable. For example, there is a risk that the word “Tweet” could become so commonly 
used that it becomes synonymous with any short comment posted publicly on the Internet, and if this happens, we could 
lose protection of this trademark. 

We also seek to obtain patent protection for some of our technology. We may be unable to obtain patent protection 
for our technologies, and our existing patents, and any patents that may be issued in the future, may not provide us with 
competitive advantages or distinguish our products and services from those of our competitors. In addition, any patents 
may be contested, circumvented, or found unenforceable or invalid, and we may not be able to prevent third parties from 
infringing or otherwise violating them. Effective protection of patent rights is expensive and difficult to maintain, both in 
terms of application and maintenance costs, as well as the costs of defending and enforcing those rights. 

31

Our Innovator’s Patent Agreement, or IPA, also can limit our ability to prevent infringement of our patents. In May 

2013, we implemented the IPA, which we enter into with our employees and consultants, including our founders. The IPA, 
which applies to our current and future patents, allows us to assert our patents defensively. The IPA also allows us to 
assert our patents offensively with the permission of the inventors of the applicable patent. Under the IPA, an assertion of 
claims is considered for a defensive purpose if the claims are asserted: (i) against an entity that has filed, maintained, 
threatened or voluntarily participated in a patent infringement lawsuit against us or any of our users, affiliates, customers, 
suppliers or distributors; (ii) against an entity that has used its patents offensively against any other party in the past ten 
years, so long as the entity has not instituted the patent infringement lawsuit defensively in response to a patent litigation 
threat against the entity; or (iii) otherwise to deter a patent litigation threat against us or our users, affiliates, customers, 
suppliers or distributors. In addition, the IPA provides that the above limitations apply to any future owner or exclusive 
licensee of any of our patents, which could limit our ability to sell or license our patents to third parties. While we may be 
able to claim protection of our intellectual property under other rights, such as trade secrets or contractual obligations with 
our employees not to disclose or use confidential information, we may be unable to assert our patent rights against third 
parties that we believe are infringing our patents, even if such third parties are developing products and services that 
compete with our products and services. For example, in the event that an inventor of one of our patents leaves us for 
another company and uses our patented technology to compete with us, we would not be able to assert that patent 
against such other company unless the assertion of the patent right is for a defensive purpose. In such event, we may be 
limited in our ability to assert a patent right against another company, and instead would need to rely on trade secret 
protection or the contractual obligation of the inventor to us not to disclose or use our confidential information. In addition, 
the terms of the IPA could affect our ability to monetize our intellectual property portfolio. 

Significant impairments of our intellectual property rights, and limitations on our ability to assert our intellectual 

property rights against others, could harm our business and our ability to compete. 

Also, obtaining, maintaining and enforcing our intellectual property rights is costly and time consuming. Any increase 

in the unauthorized use of our intellectual property could make it more expensive to do business and harm our operating 
results. 

We are currently, and expect to be in the future, party to intellectual property rights claims that are expensive and 
time consuming to defend, and, if resolved adversely, could have a significant impact on our business, financial 
condition or operating results. 

Companies in the internet, technology and media industries are subject to litigation based on allegations of 
infringement, misappropriation or other violations of intellectual property or other rights. Many companies in these 
industries, including many of our competitors, have substantially larger patent and intellectual property portfolios than we 
do, which could make us a target for litigation as we may not be able to assert counterclaims against parties that sue us 
for patent, or other intellectual property infringement. In addition, various “non-practicing entities” that own patents and 
other intellectual property rights often attempt to assert claims in order to extract value from technology companies. From 
time to time we receive claims from third parties which allege that we have infringed upon their intellectual property rights. 
Further, from time to time we may introduce new products, product features and services, including in areas where we 
currently do not have an offering, which could increase our exposure to patent and other intellectual property claims from 
competitors and non-practicing entities. In addition, although our standard terms and conditions for our Promoted 
Products and public APIs do not provide advertisers and platform partners with indemnification for intellectual property 
claims against them, some of our agreements with advertisers, content partners, platform partners and data partners 
require us to indemnify them for certain intellectual property claims against them, which could require us to incur 
considerable costs in defending such claims, and may require us to pay significant damages in the event of an adverse 
ruling. Such advertisers, content partners, platform partners and data partners may also discontinue use of our products, 
services and technologies as a result of injunctions or otherwise, which could result in loss of revenue and adversely 
impact our business. 

32

We presently are involved in a number of intellectual property lawsuits, and as we face increasing competition and 

develop new products, we expect the number of patent and other intellectual property claims against us may grow. There 
may be intellectual property or other rights held by others, including issued or pending patents, that cover significant 
aspects of our products and services, and we cannot be sure that we are not infringing or violating, and have not infringed 
or violated, any third-party intellectual property rights or that we will not be held to have done so or be accused of doing so 
in the future. Any claim or litigation alleging that we have infringed or otherwise violated intellectual property or other rights 
of third parties, with or without merit, and whether or not settled out of court or determined in our favor, could be time-
consuming and costly to address and resolve, and could divert the time and attention of our management and technical 
personnel. Some of our competitors have substantially greater resources than we do and are able to sustain the costs of 
complex intellectual property litigation to a greater degree and for longer periods of time than we could. The outcome of 
any litigation is inherently uncertain, and there can be no assurances that favorable final outcomes will be obtained in all 
cases. In addition, plaintiffs may seek, and we may become subject to, preliminary or provisional rulings in the course of 
any such litigation, including potential preliminary injunctions requiring us to cease some or all of our operations. We may 
decide to settle such lawsuits and disputes on terms that are unfavorable to us. Similarly, if any litigation to which we are a 
party is resolved adversely, we may be subject to an unfavorable judgment that may not be reversed upon appeal. The 
terms of such a settlement or judgment may require us to cease some or all of our operations or pay substantial amounts 
to the other party. In addition, we may have to seek a license to continue practices found to be in violation of a third-
party’s rights. If we are required, or choose to enter into royalty or licensing arrangements, such arrangements may not be 
available on reasonable terms, or at all, and may significantly increase our operating costs and expenses. As a result, we 
may also be required to develop or procure alternative non-infringing technology, which could require significant effort and 
expense or discontinue use of the technology. An unfavorable resolution of the disputes and litigation referred to above 
could adversely affect our business, financial condition and operating results. 

Many of our products and services contain open source software, and we license some of our software through 
open source projects, which may pose particular risks to our proprietary software, products, and services in a 
manner that could have a negative effect on our business. 

We use open source software in our products and services and will use open source software in the future. In 

addition, we regularly contribute software source code to open source projects under open source licenses or release 
internal software projects under open source licenses, and anticipate doing so in the future. The terms of many open 
source licenses to which we are subject have not been interpreted by U.S. or foreign courts, and there is a risk that open 
source software licenses could be construed in a manner that imposes unanticipated conditions or restrictions on our 
ability to provide or distribute our products or services. Additionally, we may from time to time face claims from third 
parties claiming ownership of, or demanding release of, the open source software or derivative works that we developed 
using such software, which could include our proprietary source code, or otherwise seeking to enforce the terms of the 
applicable open source license. These claims could result in litigation and could require us to make our software source 
code freely available, purchase a costly license or cease offering the implicated products or services unless and until we 
can re-engineer them to avoid infringement. This re-engineering process could require significant additional research and 
development resources, and we may not be able to complete it successfully. In addition to risks related to license 
requirements, use of certain open source software may pose greater risks than use of third-party commercial software, as 
open source licensors generally do not provide warranties or controls on the origin of software. Any of these risks could be 
difficult to eliminate or manage, and, if not addressed, could have a negative effect on our business, financial condition 
and operating results. 

33

 
We rely on assumptions and estimates to calculate certain of our key metrics, and real or perceived inaccuracies 
in such metrics may harm our reputation and negatively affect our business. 

The number of our active users is calculated using internal company data that has not been independently verified. 

While these numbers are based on what we believe to be reasonable calculations for the applicable period of 
measurement, there are inherent challenges in measuring usage and user engagement across our large user base 
around the world. For example, there are a number of false or spam accounts in existence on our platform. We estimate 
that the average of false or spam accounts during the fourth quarter of 2018 continued to represent fewer than 5% of our 
MAUs and mDAUs during the quarter. However, this estimate is based on an internal review of a sample of accounts and 
we apply significant judgment in making this determination. As such, our estimation of false or spam accounts may not 
accurately represent the actual number of such accounts, and the actual number of false or spam accounts could be 
higher than we have currently estimated. We are continually seeking to improve our ability to estimate the total number of 
spam accounts and eliminate them from the calculation of our active users, but we otherwise treat multiple accounts held 
by a single person or organization as multiple users for purposes of calculating our active users because we permit 
people and organizations to have more than one account. Additionally, some accounts used by organizations are used by 
many people within the organization. As such, the calculations of our active users may not accurately reflect the actual 
number of people or organizations using our platform. Further, we rely on third-party SMS aggregators and mobile carriers 
to deliver SMS messages to certain of our MAUs. If, however, we are notified of material deliverability issues because of, 
for example, infrastructure issues at the service-provider level or governmental restrictions based on content, we do not 
include the affected users in MAUs. We may also discover unexpected errors in our internal data that resulted from 
technical or other errors. For example, in 2017, we discovered that since the fourth quarter of 2014 we had included users 
of certain third-party applications as Twitter MAUs that should not have been considered MAUs. These third-party 
applications used Digits, a software development kit of our now-divested Fabric platform that allowed third-party 
applications to send authentication messages via SMS through our systems, which did not relate to activity on the Twitter 
platform. Although the change in the MAUs was relatively small in relation to our overall MAU numbers, we may face 
increased scrutiny on the calculation of our key metrics as a result of the error.

Our calculations of MAU may be affected by mobile applications that automatically contact our servers for regular 

updates with no discernable user-initiated action involved, and this activity can cause our system to count the user 
associated with such a device as an active user on the day such contact occurs. The impact of this automatic activity on 
MAU varies by geography because mobile application usage varies in different regions of the world. In addition, our data 
regarding user geographic location is based on the IP address or phone number associated with the account when a user 
initially registered the account on Twitter. That IP address or phone number may not always accurately reflect a user’s 
actual location at the time of such user’s engagement on our platform. 

We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy. Our 
measures of user growth and user engagement may differ from estimates published by third parties or from similarly-titled 
metrics of our competitors due to differences in methodology. If advertisers, content or platform partners or investors do 
not perceive our user metrics to be accurate representations of our user base or user engagement, or if we discover 
material inaccuracies in our user metrics, our reputation may be harmed and content partners, advertisers and platform 
partners may be less willing to allocate their budgets or resources to our products and services, which could negatively 
affect our business and operating results. Further, as our business develops, we may revise or cease reporting metrics if 
we determine that such metrics are no longer accurate or appropriate measures of our performance. For example, we 
believe that mDAU, and its related growth, are the best ways to measure our success against our objectives and to show 
the size of our audience and engagement going forward, so we will discontinue disclosing MAU after the first quarter of 
2019. In the past, we also stopped disclosing timeline views as we no longer believed that metric was helpful in measuring 
engagement on our platform. If investors, analysts or customers do not believe our reported measures, such as mDAU, 
are sufficient or accurately reflect our business, we may receive negative publicity and our operating results may be 
harmed.

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 We rely in part on application marketplaces and Internet search engines to drive traffic to our products and 
services, and if we fail to appear high up in the search results or rankings, traffic to our platform could decline 
and our business and operating results could be adversely affected. 

We rely on application marketplaces, such as Apple’s App Store and Google’s Play, to drive downloads of our 

mobile applications. In the future, Apple, Google or other operators of application marketplaces may make changes to 
their marketplaces which make access to our products and services more difficult or limit our use of data to provide 
targeted advertising. We also depend in part on Internet search engines, such as Google, Apple Spotlight, Bing and 
Yahoo, to drive traffic to our website. For example, when a user types an inquiry into a search engine, we rely on a high 
organic search result ranking of our webpages in these search results to refer the user to our website. However, our ability 
to maintain high organic search result rankings is not within our control. Our competitors’ search engine optimization, or 
SEO, efforts may result in their websites receiving a higher search result page ranking than ours, or Internet search 
engines could revise their methodologies in a way that would adversely affect our search result rankings. If internet 
search engines modify their search algorithms in ways that are detrimental to us, or if our competitors’ SEO efforts are 
more successful than ours, the growth in our user base could slow. Our website has experienced fluctuations in search 
result rankings in the past, and we anticipate similar fluctuations in the future. Any reduction in the number of users 
directed to our mobile applications or website through application marketplaces and search engines could harm our 
business and operating results. 

Users increasingly access our products and services through mobile and alternative devices, and we need to 
continue to promote the adoption of our mobile applications, and our business and operating results may be 
harmed if we are unable to do so. 

In the three months ended December 31, 2018, 93% of our advertising revenue was generated from mobile devices. 

Since we generate a majority of our advertising revenue through users on mobile devices, we must continue to drive 
adoption of our mobile applications. However, in emerging markets like India and Pakistan, a significant portion of users 
use feature phones and communicate via SMS messaging, both of which have limited functionality and neither of which 
may be able to take full advantage of our products and services offered on smartphone or our website or desktop 
applications. In addition, mobile users frequently change or upgrade their mobile devices. Our business and operating 
results may be harmed if our users do not install our mobile application when they change or upgrade their mobile device. 
Although we generate the majority of our advertising revenue from ad engagements on mobile devices, certain of our 
products and services, including Promoted Trends and Promoted Accounts, receive less prominence on our mobile 
applications than they do on our desktop applications. This has in the past reduced, and may in the future continue to 
reduce, the amount of revenue we are able to generate from these products and services as users increasingly access 
our products and services through mobile and alternative devices. In addition, as new devices and platforms are 
continually being released, users may consume content in a manner that is more difficult to monetize. If we are unable to 
develop products and services that are compatible with new devices and platforms, or if we are unable to drive continued 
adoption of our mobile applications, our business and operating results may be harmed. 

Acquisitions, divestitures and investments could disrupt our business and harm our financial condition and 
operating results. 

Our success will depend, in part, on our ability to expand our products, product features and services, and grow our 

business in response to changing technologies, user and advertiser demands, and competitive pressures. In some 
circumstances, we may determine to do so through the acquisition of complementary businesses and technologies rather 
than through internal development, including, for example, our acquisitions of Periscope, a live-streaming video mobile 
application, and MoPub, a mobile-focused advertising exchange. The identification of suitable acquisition candidates can 
be difficult, time-consuming and costly, and we may not be able to successfully complete identified acquisitions. The risks 
we face in connection with acquisitions include: 

•

•

•

•

diversion of management time and focus from operating our business to addressing acquisition integration 
challenges; 

retention of key employees from the acquired company; 

cultural challenges associated with integrating employees from the acquired company into our organization; 

integration of the acquired company’s accounting, management information, human resources and other 
administrative systems and processes; 

35

•

•

•

•

the need to implement or improve controls, procedures, and policies at a business that prior to the acquisition 
may have lacked effective controls, procedures and policies; 

liability for activities of the acquired company before the acquisition, including intellectual property infringement 
claims, violations of laws, commercial disputes, tax liabilities and other known and unknown liabilities; 

unanticipated write-offs or charges; and 

litigation or other claims in connection with the acquired company, including claims from terminated 
employees, users, former stockholders or other third parties. 

Our failure to address these risks or other problems encountered in connection with our past or future acquisitions 

and investments could cause us to fail to realize the anticipated benefits of these acquisitions or investments, cause us to 
incur unanticipated liabilities, and harm our business generally. Future acquisitions could also result in dilutive issuances 
of our equity securities, the incurrence of debt, contingent liabilities, amortization expenses, incremental operating 
expenses or the impairment of goodwill, any of which could harm our financial condition or operating results. 

We also make investments in privately-held companies in furtherance of our strategic objectives. We may not realize 

a return and may recognize a loss on such investments. Many of the instruments in which we invest are non-marketable 
at the time of our initial investment. Companies in which we invest range from early-stage companies still defining their 
strategic direction to more mature companies with established revenue streams and business models. The success of our 
investment in any company is typically dependent on the availability to the company of additional funding on favorable 
terms, or a liquidity event, such as a public offering or acquisition. If any of the companies in which we invest decrease in 
value, we could lose all or part of our investment. For example, in the year ended December 31, 2017, we recorded a 
$62.4 million impairment charge relating to an investment in a privately-held company.

In certain cases, we have also divested or stopped investing in certain products, including products that we 

acquired. For instance, in January 2017, we divested certain assets related to our Fabric platform. In 2017, we also 
deprecated certain of our revenue products, including TellApart, which was acquired in 2015. In these cases, we have 
needed to and may, in the future, need to restructure operations, terminate employees and/or incur other expenses. We 
may not realize the expected benefits and cost savings of these actions and our results may be harmed.

If we fail to maintain an effective system of disclosure controls and internal control over financial reporting, our 
ability to produce timely and accurate financial statements or comply with applicable regulations could be 
impaired. 

As a public company, we are subject to the reporting requirements of the Securities Exchange Act of 1934, as 
amended, or the Exchange Act, the Sarbanes-Oxley Act of 2002, as amended, or the Sarbanes-Oxley Act, and the listing 
standards of the New York Stock Exchange. The Sarbanes-Oxley Act requires, among other things, that we maintain 
effective disclosure controls and procedures and internal control over financial reporting. In order to maintain and improve 
the effectiveness of our disclosure controls and procedures and internal control over financial reporting, we have 
expended, and anticipate that we will continue to expend, significant resources, including accounting-related costs and 
significant management oversight. 

Any failure to develop or maintain effective controls, or any difficulties encountered in their implementation or 
improvement, could cause us to be subject to one or more investigations or enforcement actions by state or federal 
regulatory agencies, stockholder lawsuits or other adverse actions requiring us to incur defense costs, pay fines, 
settlements or judgments. Any such failures could also cause investors to lose confidence in our reported financial and 
other information, which would likely have a negative effect on the trading price of our common stock. In addition, if we are 
unable to continue to meet these requirements, we may not be able to remain listed on the New York Stock Exchange. 

36

If currency exchange rates fluctuate substantially in the future, our operating results, which are reported in U.S. 
dollars, could be adversely affected. 

Our international operations expose us to the effects of fluctuations in currency exchange rates. We incur expenses 
for employee compensation and other operating expenses at our international locations in the local currency, and accept 
payment from advertisers or data partners in currencies other than the U.S. dollar. Since we conduct business in 
currencies other than U.S. dollars but report our operating results in U.S. dollars, we face exposure to fluctuations in 
currency exchange rates. While we enter into foreign currency forward contracts with financial institutions to reduce the 
risk that our earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or 
liabilities denominated in currencies other than the functional currency of a subsidiary, exchange rate fluctuations between 
the U.S. dollar and other currencies could have a material impact on our operating results. 

We may not have sufficient cash on hand or the ability to raise the funds necessary for cash settlement upon 
conversion of our convertible senior notes, to repurchase such notes for cash upon a fundamental change, or 
repay the Notes at their maturity, and our future debt may contain limitations on our ability to pay cash upon 
conversion or repurchase of such notes.

In 2014, we issued $935.0 million in aggregate principal amount of 0.25% convertible senior notes due 2019, or the 

2019 Notes, and $954.0 million in aggregate principal amount of 1.00% convertible senior notes due 2021, or the 2021 
Notes, in private placements to qualified institutional buyers. In June 2018, we issued an additional $1.15 billion in 
aggregate principal amount of 0.25% convertible senior notes due 2024, which we refer to as the Notes when taken 
together with the 2019 Notes and the 2021 Notes, in a private placement to qualified institutional buyers. As of December 
31, 2018, we had a total par value of $3.04 billion of outstanding Notes. 

Holders of the Notes will have the right under the relevant indenture governing the Notes to require us to repurchase 

all or a portion of their Notes upon the occurrence of a fundamental change before the relevant maturity date, in each 
case at a repurchase price equal to 100% of the principal amount of the respective services of Notes, plus accrued and 
unpaid interest, if any, to the fundamental change repurchase date. In addition, upon conversion of the Notes, unless we 
elect to deliver solely shares of our common stock to settle such conversion (other than paying cash in lieu of delivering 
any fractional shares), we will be required to make cash payments in respect of the Notes being converted. Moreover, we 
will be required to repay the Notes in cash at their maturity, unless earlier converted or repurchased. However, we may 
not have sufficient available cash on hand or be able to obtain financing at the time we are required to make cash 
settlement upon conversion of the Notes, repurchase the Notes upon a fundamental change, or repay the Notes at their 
maturity. In addition, our ability to repurchase the Notes or pay cash due upon conversions of the Notes may be limited by 
law, regulatory authority or agreements governing our future indebtedness.

Our ability to refinance the Notes, make cash payments in connection with conversions of the Notes, repurchase the 
Notes in the event of a fundamental change, or repay the Notes at their maturity will depend on market conditions and our 
future performance, which is subject to economic, financial, competitive and other factors beyond our control. We also 
may not use the cash we have raised through the issuance of the Notes in an optimally productive and profitable manner. 
Since inception we have incurred significant operating losses and we historically had not been cash flow positive and may 
not be in the future. As a result, we may not have enough available cash or be able to obtain financing on commercially 
reasonable terms or at all, at the time we are required to make repurchases of notes surrendered therefor or pay cash 
with respect to notes being converted or at their maturity and our level of indebtedness could adversely affect our future 
operations by increasing our vulnerability to adverse changes in general economic and industry conditions and by limiting 
or prohibiting our ability to obtain additional financing for future capital expenditures, acquisitions and general corporate 
and other purposes. In addition, if we are unable to make cash payments upon conversion of the Notes we would be 
required to issue significant amounts of our common stock, which would be dilutive to existing stockholders. If we do not 
have sufficient cash to repurchase the Notes following a fundamental change or repay the Notes at their maturity, we 
would be in default under the terms of the Notes, which could seriously harm our business. In addition, the terms of the 
Notes do not limit the amount of future indebtedness we may incur. If we incur significantly more debt, this could intensify 
the risks described above.

37

Our business is subject to the risks of earthquakes, fire, power outages, floods and other catastrophic events, 
and to interruption by man-made problems such as terrorism. 

A significant natural disaster, such as an earthquake, fire, flood or significant power outage could have a material 
adverse impact on our business, operating results, and financial condition. Our headquarters and certain of our co-located 
data center facilities are located in the San Francisco Bay Area, a region known for seismic activity. Despite any 
precautions we may take, the occurrence of a natural disaster or other unanticipated problems at our data centers could 
result in lengthy interruptions in our services. In addition, acts of terrorism and other geo-political unrest could cause 
disruptions in our business. All of the aforementioned risks may be further increased if our disaster recovery plans prove 
to be inadequate. We have implemented a disaster recovery program, which allows us to move production to a back-up 
data center in the event of a catastrophe. Although this program is functional, we do not currently serve network traffic 
equally from each data center, so if our primary data center shuts down, there will be a period of time that our products or 
services, or certain of our products or services, will remain inaccessible to our users or our users may experience severe 
issues accessing our products and services. 

We do not carry business interruption insurance sufficient to compensate us for the potentially significant losses, 
including the potential harm to our business that may result from interruptions in our ability to provide our products and 
services. 

We may have exposure to greater than anticipated tax liabilities, which could adversely impact our operating 
results. 

Our income tax obligations are based in part on our corporate operating structure, including the manner in which we 

develop, value and use our intellectual property and the scope of our international operations. The tax laws applicable to 
our international business activities, including the laws of the United States and other jurisdictions, are subject to 
interpretation. The taxing authorities of the jurisdictions in which we operate may challenge our methodologies for valuing 
developed technology (or other intangible assets) or intercompany arrangements, which could increase our worldwide 
effective tax rate and harm our financial condition and operating results. On October 5, 2015, the Organization for 
Economic Cooperation and Development (OECD), an international association of 34 countries, including the U.S., Ireland, 
and UK, released the final reports from its Base Erosion and Profit Shifting (BEPS) Action Plans. The BEPS 
recommendations covered a number of issues, including country-by-country reporting, permanent establishment rules, 
transfer pricing rules and tax treaties. Future tax reform resulting from this development may result in changes to long-
standing tax principles, which could adversely affect our effective tax rate or result in higher cash tax liabilities. We are 
subject to review and audit by U.S. federal and state and foreign tax authorities. Tax authorities may disagree with certain 
positions we have taken and any adverse outcome of such a review or audit could have a negative effect on our financial 
position and operating results. In addition, our future income taxes could be adversely affected by earnings being lower 
than anticipated in jurisdictions that have lower statutory tax rates and higher than anticipated in jurisdictions that have 
higher statutory tax rates, by changes in the valuation of our deferred tax assets and liabilities, or by changes in tax laws, 
regulations or accounting principles, as well as certain discrete items. Furthermore, changes to the taxation of 
undistributed foreign earnings could change our future intentions regarding reinvestment of such earnings. Greater than 
anticipated tax expenses, or disputes with tax authorities, could adversely impact our operating results. In addition, many 
countries in Europe, as well as a number of other countries and organizations, have recently proposed changes to tax 
laws regarding digital services that could significantly increase our tax obligations in many countries where we do 
business or require us to change the manner in which we operate our business.

On August 7, 2018, the Ninth Circuit Court of Appeals withdrew its July 24, 2018 opinion in Altera Corp. v. 

Commissioner which required related parties in an intercompany cost-sharing arrangement to share expenses related to 
share-based compensation and reversed the prior decision of the United States Tax Court. We will continue to monitor the 
potential effects of any future developments in this case and related matters. We could be negatively impacted by an 
adverse ruling in the case.

38

Uncertainties in the interpretation and application of the 2017 Tax Cuts and Jobs Act could materially affect our 
tax obligations and effective tax rate. 

The 2017 Tax Cuts and Jobs Act (the “Tax Act”) significantly affected U.S. tax law by changing how U.S. income tax 
is assessed on multinational corporations. The Tax Act requires complex computations not previously provided for in U.S. 
tax law and the U.S. Department of Treasury has issued and will continue to issue regulations and interpretive guidance 
that may significantly impact how we will apply the law and impact our results of operations.  As additional regulatory and 
interpretive guidance is issued, we may refine our analysis and make adjustments that differ from amounts initially 
recorded, which could materially affect our tax obligations and effective tax rate.

If our goodwill or intangible assets become impaired, we may be required to record a significant charge to 
earnings. 

Under generally accepted accounting principles in the United States, or GAAP, we review our intangible assets for 

impairment when events or changes in circumstances indicate the carrying value may not be recoverable. Goodwill is 
required to be tested for impairment at least annually. As of December 31, 2018, we had recorded a total of $1.27 billion 
of goodwill and intangible assets. An adverse change in market conditions or financial results, particularly if such change 
has the effect of changing one of our critical assumptions or estimates, could result in a change to the estimation of fair 
value that could result in an impairment charge to our goodwill or intangible assets. Any such material charges may have 
a material negative impact on our operating results. 

Our ability to use our net operating loss carryforwards and certain other tax attributes may be limited. 

As of December 31, 2018, we had U.S. federal net operating loss carryforwards of approximately $2.85 billion and 

state net operating loss carryforwards of approximately $1.30 billion. As of December 31, 2018, we had federal R&D 
credits of $300.4 million and state credits of $236.2 million. Under Sections 382 and 383 of the Internal Revenue Code of 
1986, as amended, or the Code, if a corporation undergoes an “ownership change,” the corporation’s ability to use its pre-
change net operating loss carryforwards and other pre-change tax attributes, such as research tax credits, to offset its 
post-change income and taxes may be limited. In general, an “ownership change” occurs if there is a cumulative change 
in our ownership by “5% shareholders” that exceeds 50 percentage points over a rolling three-year period. Similar rules 
may apply under state tax laws. In the event that it is determined that we have in the past experienced an ownership 
change, or if we experience one or more ownership changes as a result of future transactions in our stock, then we may 
be limited in our ability to use our net operating loss carryforwards and other tax assets to reduce taxes owed on the net 
taxable income that we earn. Any such limitations on the ability to use our net operating loss carryforwards and other tax 
assets could adversely impact our business, financial condition and operating results. 

39

We may require additional capital to support our operations or the growth of our business, and we cannot be 
certain that this capital will be available on reasonable terms when required, or at all. 

From time to time, we may need additional financing to operate or grow our business. Our ability to obtain additional 

financing, if and when required, will depend on investor and lender demand, our operating performance, the condition of 
the capital markets and other factors, and we cannot assure you that additional financing will be available to us on 
favorable terms when required, or at all. If we raise additional funds through the issuance of equity, equity-linked or debt 
securities, those securities may have rights, preferences or privileges senior to the rights of our common stock, and our 
existing stockholders may experience dilution. If we are unable to obtain adequate financing or financing on terms 
satisfactory to us when we require it, our ability to continue to support the operation or growth of our business could be 
significantly impaired and our operating results may be harmed.

Risks Related to Ownership of Our Common Stock 

Anti-takeover provisions contained in our amended and restated certificate of incorporation and amended and 
restated bylaws, as well as provisions of Delaware law, could impair a takeover attempt. 

Our amended and restated certificate of incorporation, amended and restated bylaws and Delaware law contain 

provisions which could have the effect of rendering more difficult, delaying, or preventing an acquisition deemed 
undesirable by our board of directors. Among other things, our amended and restated certificate of incorporation and 
amended and restated bylaws include provisions: 

•

•

•

•

•

•

creating a classified board of directors whose members serve staggered three-year terms; 

authorizing “blank check” preferred stock, which could be issued by our board of directors without stockholder 
approval and may contain voting, liquidation, dividend and other rights superior to our common stock; 

limiting the liability of, and providing indemnification to, our directors and officers; 

limiting the ability of our stockholders to call and bring business before special meetings; 

requiring advance notice of stockholder proposals for business to be conducted at meetings of our 
stockholders and for nominations of candidates for election to our board of directors; and 

controlling the procedures for the conduct and scheduling of stockholder meetings. 

These provisions, alone or together, could delay or prevent hostile takeovers and changes in control or changes in 

our management. 

As a Delaware corporation, we are also subject to provisions of Delaware law, including Section 203 of the Delaware 

General Corporation law, which prevents certain stockholders holding more than 15% of our outstanding common stock 
from engaging in certain business combinations without approval of the holders of at least two-thirds of our outstanding 
common stock not held by such 15% or greater stockholder. 

Any provision of our amended and restated certificate of incorporation, amended and restated bylaws or Delaware 

law that has the effect of delaying, preventing or deterring a change in control could limit the opportunity for our 
stockholders to receive a premium for their shares of our common stock, and could also affect the price that some 
investors are willing to pay for our common stock. 

The market price of our common stock has been and will likely continue to be volatile, and you could lose all or 
part of your investment. 

The market price of our common stock has been and may continue to be highly volatile in response to various 
factors, some of which are beyond our control. From January 1, 2017 to December 31, 2018, the reported high and low 
sales prices of our common stock has ranged from $47.79 to $14.12. In addition to the factors discussed in this “Risk 
Factors” section and elsewhere in this Annual Report on Form 10-K, factors that could cause fluctuations in the market 
price of our common stock include the following: 

•

•

price and volume fluctuations in the overall stock market from time to time; 

volatility in the market prices and trading volumes of technology stocks; 

40

•

•

•

•

•

•

•

•

•

•

•

•

•

•

•

•

•

changes in operating performance and stock market valuations of other technology companies generally, or 
those in our industry in particular; 

sales of shares of our common stock by us or our stockholders; 

rumors and market speculation involving us or other companies in our industry;

failure of securities analysts to maintain coverage of us, changes in financial estimates by securities analysts 
who follow our company, or our failure to meet these estimates or the expectations of investors; 

the financial or non-financial metric projections we may provide to the public, any changes in those projections 
or our failure to meet those projections; 

announcements by us or our competitors of new products or services; 

the public’s reaction to our press releases, other public announcements and filings with the SEC; 

actual or anticipated changes in our operating results or fluctuations in our operating results; 

actual or anticipated developments in our business, our competitors’ businesses or the competitive landscape 
generally; 

our issuance of shares of our common stock, whether in connection with an acquisition or upon conversion of 
some or all of our outstanding Notes;

litigation or regulatory action involving us, our industry or both, or investigations by regulators into our 
operations or those of our competitors; 

developments or disputes concerning our intellectual property or other proprietary rights; 

announced or completed acquisitions of businesses or technologies by us or our competitors; 

new laws or regulations or new interpretations of existing laws or regulations applicable to our business; 

changes in accounting standards, policies, guidelines, interpretations or principles; 

any significant change in our management; and 

general economic conditions and slow or negative growth of our markets. 

In addition, in the past, following periods of volatility in the overall market and the market price of a particular 
company’s securities, securities class action litigation has often been instituted against these companies. Any securities 
litigation can result in substantial costs and a diversion of our management’s attention and resources. We are currently 
subject to securities litigation and may experience more such litigation following any future periods of volatility.

The note hedge and warrant transactions may affect the value of our common stock.

Concurrent with the issuance of the Notes, we entered into note hedge transactions with certain financial institutions, 
which we refer to as the option counterparties. The note hedge transactions are generally expected to reduce the potential 
dilution upon any conversion of the Notes and/or offset any cash payments we are required to make in excess of the 
principal amount of converted Notes, as the case may be. We also entered into warrant transactions with the option 
counterparties. However, the warrant transactions could separately have a dilutive effect to the extent that the market 
price of our common stock exceeds the applicable strike price of the warrants.

The option counterparties or their respective affiliates may modify their initial hedge positions by entering into or 
unwinding various derivatives contracts with respect to our common stock and/or purchasing or selling our common stock 
or other securities of ours in secondary market transactions prior to the maturity of the Notes (and are likely to do so 
during any observation period related to a conversion of Notes or following any repurchase of Notes by us on any 
fundamental change repurchase date or otherwise). This activity could cause or avoid an increase or a decrease in the 
market price of our common stock.

In addition, if any such convertible note hedge and warrant transactions fail to become effective, the option 
counterparties or their respective affiliates may unwind their hedge positions with respect to our common stock, which 
could adversely affect the value of our common stock.

41

If securities or industry analysts cease publishing research or reports about us, our business or our market, or if 
they change their recommendations regarding our common stock adversely, the price of our common stock and 
trading volume could decline. 

The trading market for our common stock is influenced, to some extent, by the research and reports that securities 

or industry analysts publish about us, our business, our industry, our market or our competitors. If any of the analysts who 
cover us change their recommendation regarding our common stock adversely, or provide more favorable relative 
recommendations about our competitors, the price of our common stock would likely decline. If any analysts who cover us 
were to cease coverage of our company or fail to regularly publish reports on us, we could lose visibility in the financial 
markets, which in turn could cause the price of our common stock or trading volume to decline. 

We do not expect to declare any dividends in the foreseeable future. 

We do not anticipate declaring any cash dividends to holders of our common stock in the foreseeable future. In 

addition, our credit facility contains restrictions on payments including payments of cash dividends. Consequently, 
investors may need to rely on sales of our common stock after price appreciation, which may never occur, as the only way 
to realize any future gains on their investment.

Item 1B. UNRESOLVED STAFF COMMENTS 

None. 

Item 2. PROPERTIES 

Facilities 

As of December 31, 2018, we leased office facilities around the world totaling approximately 1,561,000 square feet, 

including approximately 749,000 square feet for our corporate headquarters in San Francisco, California. We also lease 
data center facilities in the United States pursuant to various lease agreements and co-location arrangements with data 
center operators. We believe our facilities are sufficient for our current needs. 

Item 3. LEGAL PROCEEDINGS 

Legal Proceedings 

Beginning in September 2016, multiple putative class actions and derivative actions were filed in state and federal 

courts in the United States against Twitter, Twitter’s directors, and/or certain former officers alleging false and misleading 
statements in violation of securities laws and breach of fiduciary duty. The putative class actions were consolidated in the 
U.S. District Court for the Northern District of California. On October 16, 2017, the court granted in part and denied in part 
the Company’s motion to dismiss. On July 17, 2018, the court granted plaintiffs' motion for class certification in the 
consolidated securities action. The Company disputes the claims and continues to defend the lawsuits vigorously.

We are also currently involved in, and may in the future be involved in, legal proceedings, claims, investigations, and 

government inquiries arising in the ordinary course of business. These proceedings, which include both individual and 
class action litigation and administrative proceedings, have included, but are not limited to matters involving content on 
the platform, intellectual property, privacy, securities, employment and contractual rights. Legal risk may be enhanced in 
jurisdictions outside the United States where our protection from liability for content published on our platform by third 
parties may be unclear and where we may be less protected under local laws than we are in the United States.  Future 
litigation may be necessary, among other things, to defend ourselves, and our users or to establish our rights.

Although the results of the legal proceedings, claims, investigations, and government inquiries in which we are 
involved cannot be predicted with certainty, we do not believe that there is a reasonable possibility that the final outcome 
of these matters will have a material adverse effect on our business, financial condition, operating results, or prospects.  
However, the final results of any current or future proceeding cannot be predicted with certainty, and until there is final 
resolution on any such matter that we may be required to accrue for, we may be exposed to loss in excess of the amount 
accrued. Regardless of the outcome, litigation can have an adverse impact on us because of defense and settlement 
costs, diversion of management resources, and other factors. 

42

 
Item 4. MINE SAFETY DISCLOSURE 

Not applicable. 

43

PART II 

Item 5. MARKET FOR REGISTRANT’S COMMON EQUITY RELATED STOCKHOLDER MATTERS AND ISSUER 
PURCHASES OF EQUITY SECURITIES 

Market Information for Common Stock 

Our common stock has been listed on the New York Stock Exchange under the symbol “TWTR” since November 7, 

2013. Prior to that date, there was no public trading market for our common stock.

Holders of Record 

As of February 7, 2019, there were 876 holders of record of our common stock. Because many of our shares of 
common stock are held by brokers and other institutions on behalf of stockholders, we are unable to estimate the total 
number of stockholders represented by these record holders.

Dividend Policy 

We have never declared or paid any cash dividends on our capital stock. We intend to retain any future earnings 

and do not expect to pay any dividends in the foreseeable future. Any future determination to declare cash dividends will 
be made at the discretion of our board of directors, subject to applicable laws, and will depend on a number of factors, 
including our financial condition, results of operations, capital requirements, contractual restrictions, general business 
conditions and other factors that our board of directors may deem relevant. In addition, the credit facility contains 
restrictions on payments including cash payments of dividends.

Unregistered Sales of Equity Securities 

During 2018, we issued a total of 773,950 shares of our common stock in connection with the acquisition of one 

company.

The foregoing transaction did not involve any underwriters, any underwriting discounts or commissions, or any public 

offering. We believe the offers, sales, and issuances of the above securities were exempt from registration under the 
Securities Act of 1933, as amended (the “Act”) by virtue of Section 4(a)(2) of the Act, because the issuance of securities 
to the recipients did not involve a public offering. The recipients of the securities in this transaction represented their 
intentions to acquire the securities for investment only and not with a view to or for sale in connection with any distribution 
thereof, and appropriate legends were placed upon the stock certificates issued in these transactions. All recipients had 
adequate access, through their relationships with us or otherwise, to information about us. The issuances of these 
securities were made without any general solicitation or advertising.

Performance Graph 

This performance graph shall not be deemed “soliciting material” or to be “filed” with the SEC for purposes of 

Section 18 of the Securities Exchange Act of 1934, as amended (Exchange Act), or otherwise subject to the liabilities 
under that Section, and shall not be deemed to be incorporated by reference into any filing of Twitter, Inc. under the 
Securities Act of 1933, as amended, or the Exchange Act. 

44

The following graph compares the cumulative total return to stockholders on our common stock relative to the 
cumulative total returns of the Standard & Poor’s 500 Index, or S&P 500, and the Dow Jones Internet Composite Index, or 
DJ Internet Composite. An investment of $100 (with reinvestment of all dividends) is assumed to have been made in our 
common stock and in each index on November 7, 2013, the date our common stock began trading on the NYSE, and its 
relative performance is tracked through December 31, 2018. The returns shown are based on historical results and are 
not intended to suggest future performance.

45

Item 6. SELECTED FINANCIAL DATA 

The following selected historical consolidated financial data should be read in conjunction with Part II, Item 7, 

“Management’s Discussion and Analysis of Financial Condition and Results of Operations”, our consolidated financial 
statements and the related notes included in Item 8, “Financial Statements and Supplementary Data” of this Annual 
Report on Form 10-K. 

The consolidated statements of operations data for the years ended December 31, 2018, 2017 and 2016 and the 

consolidated balance sheet data as of December 31, 2018 and 2017 are derived from our audited consolidated financial 
statements included in Part II, Item 8, “Financial Statements and Supplementary Data” in this Annual Report on Form 
10-K. The consolidated statements of operations data for the years ended December 31, 2015 and 2014 and the 
consolidated balance sheet data as of December 31, 2016, 2015 and 2014 are derived from our audited consolidated 
financial statements not included in this Annual Report on Form 10-K. Our historical results are not necessarily indicative 
of the results that may be expected in the future. 

Consolidated Statement of Operations Data:
Revenue(1) .....................................................................  $3,042,359    $2,443,299    $2,529,619    $2,218,032    $1,403,002 
Costs and expenses(2)

2018

Year Ended December 31,
2015
2016
2017
(In thousands, except per share data)

2014

861,242     
542,010     
717,419     
283,888     

Cost of revenue........................................................   
Research and development .....................................   
Sales and marketing ................................................   
General and administrative ......................................   

446,309 
964,997     
691,543 
553,858     
614,110 
771,361     
189,906 
298,818     
Total costs and expenses....................................    2,589,034      2,404,559      2,896,827      2,668,068      1,941,868 
(538,866)
453,325     
Income (loss) from operations.............................   
(35,918)
(132,606)   
Interest expense............................................................   
1,933 
111,221     
Interest income..............................................................   
(5,500)
Other income (expense), net.........................................   
(8,396)   
(578,351)
423,544     
Income (loss) before income taxes ...............................   
Provision (benefit) for income taxes(3) ...........................   
(531)
(782,052)   
Net income (loss) ..........................................................  $1,205,596    $ (108,063)  $ (456,873)  $ (521,031)  $ (577,820)
Net income (loss) per share attributable to common 
stockholders:

38,740     
(105,237)   
44,383     
(73,304)   
(95,418)   
12,645     

(367,208)   
(99,968)   
24,277     
2,065     
(440,834)   
16,039     

(450,036)   
(98,178)   
9,073     
5,836     
(533,305)   
(12,274)   

932,240     
713,482     
957,829     
293,276     

729,256     
806,648     
871,491     
260,673     

Basic....................................................................  $
Diluted .................................................................  $

1.60    $
1.56    $

(0.15)  $
(0.15)  $

(0.65)  $
(0.65)  $

(0.79)  $
(0.79)  $

(0.96)
(0.96)

Weighted-average shares used to compute net 
income (loss) per share attributable to common 
stockholders:

Basic....................................................................   
Diluted .................................................................   

754,326     
772,686     

732,702     
732,702     

702,135     
702,135     

662,424     
662,424     

604,990 
604,990 

Other Financial Information:(4)
Adjusted EBITDA ..........................................................  $1,200,796    $ 862,986    $ 751,493    $ 557,807    $ 300,896 
68,438  
Non-GAAP net income..................................................  $ 663,804    $ 328,859    $ 264,406    $ 180,486    $

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(1) We adopted the new revenue standard on January 1, 2018 using the modified retrospective method. Revenue for 

the year ended December 31, 2018 was not materially impacted by the application of the new revenue standard.
Costs and expenses include stock-based compensation expense as follows: 

(2)

2018

2017

Year Ended December 31,
2016
(In thousands)

2015

2014

50,536 
Cost of revenue..............................................................  $
Research and development ...........................................    183,799      240,833      335,498      401,537      360,726 
94,135      160,935      156,904      157,263 
Sales and marketing ......................................................   
General and administrative ............................................   
63,072 
74,989     
 $ 326,228    $ 433,806    $ 615,233    $ 682,118    $ 631,597  
Total stock-based compensation ..............................

71,305     
53,835     

17,289    $

29,502    $

23,849    $

40,705    $

89,298     

82,972     

(3)

(4)

Provision (benefit) for income taxes includes the impact of the Tax Act. Refer to Note 14 of the Notes to 
Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K for further 
information. In the year ended December 31, 2018, we recorded a net benefit to tax expense of $845.1 million 
associated with the release of the valuation allowance related to Brazil and most of the United States federal and all 
states deferred tax assets with the exception of California and Massachusetts.

See the section titled “Non-GAAP Financial Measures” below for additional information and a reconciliation of net 
income (loss) to Adjusted EBITDA and net income (loss) to non-GAAP net income. 

Consolidated Balance Sheet Data:

2018

2017

As of December 31,
2016
(In thousands)

2015

2014

Cash and cash equivalents.....................................   $ 1,894,444   $1,638,413   $ 988,598   $ 911,471   $1,510,724 
Short-term investments...........................................     4,314,957     2,764,689     2,785,981     2,583,877     2,111,154 
557,019 
Property and equipment, net ..................................    
Total assets ...............................................................     10,162,572     7,412,477     6,870,365     6,442,439     5,583,082 
Convertible notes....................................................     2,628,250     1,627,460     1,538,967     1,455,095     1,376,020 
Total liabilities............................................................     3,356,978     2,365,259     2,265,430     2,074,392     1,956,679 
Total stockholders' equity..........................................     6,805,594     5,047,218     4,604,935     4,368,047     3,626,403  

735,299    

783,901    

885,078    

773,715    

Non-GAAP Financial Measures 

To supplement our consolidated financial statements presented in accordance with generally accepted accounting 

principles in the United States, or GAAP, we consider certain financial measures that are not prepared in accordance with 
GAAP, including Adjusted EBITDA, non-GAAP income before income taxes, non-GAAP provision for income taxes as it 
relates to the calculation of non-GAAP net income, and non-GAAP net income. These non-GAAP financial measures are 
not based on any standardized methodology prescribed by GAAP and are not necessarily comparable to similarly-titled 
measures presented by other companies. 

47

 
 
 
 
 
   
   
   
   
 
 
 
 
 
 
 
 
 
   
   
   
   
 
 
 
 
     
      
      
      
      
 
Adjusted EBITDA 

We define Adjusted EBITDA as net income (loss) adjusted to exclude stock-based compensation expense, 

depreciation and amortization expense, interest and other expenses, net, provision (benefit) for income taxes, 
restructuring charges and one-time nonrecurring gain, if any.

The following table presents a reconciliation of net income (loss) to Adjusted EBITDA for each of the periods 

indicated:

2018

2017

Year Ended December 31,
2016
(in thousands)

2015

2014

Reconciliation of Net Income (Loss) to Adjusted 
EBITDA
Net income (loss) ............................................................   $1,205,596    $(108,063)  $(456,873)  $(521,031)  $(577,820)
326,228      433,806      615,233      682,118      631,597 
425,498      395,867      402,172      312,823      208,165 
39,485 
(531)

Stock-based compensation expense .........................    
Depreciation and amortization expense.....................    
Interest and other expense, net .................................    
Provision (benefit) for income taxes...........................    
Restructuring charges and one-time nonrecurring 
gain ............................................................................

—
Adjusted EBITDA ............................................................   $1,200,796    $ 862,986    $ 751,493    $ 557,807    $ 300,896  

29,781      134,158     
12,645     

    101,296       12,902      

83,269     
(12,274)   

73,626     
16,039     

(782,052)    

(4,255 )

(5,427)

Non-GAAP Net Income 

We define non-GAAP net income as net income (loss) adjusted to exclude stock-based compensation expense, 
amortization of acquired intangible assets, non-cash interest expense related to convertible notes, non-cash expense 
related to acquisitions, impairment of investments in privately-held companies, restructuring charges and one-time 
nonrecurring gain, and adjustment to income tax expense based on the non-GAAP measure of profitability using our 
blended U.S. statutory tax rate, which was 24% for 2018 as a result of the Tax Act and 37% for all other historical periods 
presented.

Non-GAAP Income before Income Taxes. We define non-GAAP income before income taxes as income (loss) 
before income taxes adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, 
non-cash interest expense related to convertible notes, non-cash expense related to acquisitions, impairment of 
investments in privately-held companies, and restructuring charges and one-time nonrecurring gain.

Non-GAAP Provision for Income Taxes. We define non-GAAP provision for income taxes as the current and 
deferred income tax expense commensurate with the non-GAAP measure of profitability using our blended U.S. statutory 
tax rate.

48

 
 
 
 
 
 
 
 
 
   
   
 
 
 
 
     
       
       
       
       
 
   
   
 
The following table presents a reconciliation of net income (loss) to non-GAAP net income for each of the periods 

indicated:

2018

2017

2016

2015

2014

Year Ended December 31,

(in thousands)

Reconciliation of Net Income (Loss) to Non-GAAP 
Net Income
Net income (loss) ............................................................   $1,205,596    $(108,063)  $(456,873)  $(521,031)  $(577,820)
(531)
Exclude: Provision (benefit) for income taxes.................    
12,645     
(782,052)    
423,544     
Income (loss) before income taxes ............................    
(95,418)    (440,834)    (533,305)    (578,351)
326,228      433,806      615,233      682,118      631,597 
Stock-based compensation expense.......................    
Amortization of acquired intangible assets ..............    
36,563 
Non-cash interest expense related to convertible 
notes ........................................................................
Non-cash expense related to acquisition.................    
Impairment of investments in privately-held 
companies ...............................................................
Restructuring charges and one-time nonrecurring 
gain ..........................................................................
Non-GAAP income before income taxes ...................    
Non-GAAP provision for income taxes.......................    

—
873,427      521,998      419,693      286,485      108,632 
40,194 
209,623      193,139      155,287      105,999     
Non-GAAP net income....................................................   $ 663,804    $ 328,859    $ 264,406    $ 180,486    $ 68,438  

105,926       80,061       74,660       69,185       18,823
— 

    101,296       12,902      

3,000       62,439      

(12,274)   

18,984     

54,659     

16,039     

69,338     

46,537     

926      

(4,255 )

(5,427)

—      

—      

—      

—      

—      

—

We use non-GAAP financial measures of Adjusted EBITDA, non-GAAP income before income taxes, non-GAAP 
provision for income taxes, and non-GAAP net income in evaluating our operating results and for financial and operational 
decision-making purposes. We believe that Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net 
income help identify underlying trends in our business that could otherwise be masked by the effect of the expenses that 
we exclude in Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net income. We believe that 
Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net income provide useful information about 
our operating results, enhance the overall understanding of our past performance and future prospects and allow for 
greater transparency with respect to key metrics used by our management in its financial and operational decision-
making. We also use these measures to establish budgets and operational goals for managing our business and 
evaluating our performance. 

49

 
 
 
 
 
 
 
 
 
   
   
 
 
 
 
     
       
       
       
       
 
   
 
   
 
   
   
 
 
These non-GAAP financial measures should not be considered in isolation from, or as a substitute for, financial 
information prepared in accordance with GAAP. There are a number of limitations related to the use of these non-GAAP 
financial measures rather than net income (loss), which is the nearest GAAP equivalent of these financial measures. 
Some of these limitations are: 

•

•

•

•

•

•

Adjusted EBITDA, non-GAAP income before income taxes, non-GAAP provision for income taxes as it relates 
to the calculation of non-GAAP net income and non-GAAP net income exclude restructuring charges, one-time 
nonrecurring gain and certain recurring non-cash charges, such as stock-based compensation expense, 
amortization of acquired intangible assets, non-cash interest expense related to convertible notes and 
impairment of investments in privately-held companies; 

Stock-based compensation expense has been, and will continue to be for the foreseeable future, a significant 
recurring expense in our business and an important part of our compensation strategy; 

Adjusted EBITDA and non-GAAP income before income taxes do not reflect tax payments that reduce cash 
available to us; 

Non-GAAP net income reflects an estimate of taxes calculated in accordance with the SEC’s Non-GAAP 
Financial Measures Compliance and Disclosure Interpretation, not actual taxes due or payable;

Adjusted EBITDA excludes depreciation and amortization expense and although these are non-cash charges, 
the property and equipment being depreciated and amortized may have to be replaced in the future; and 

The expenses that we exclude in our calculation of these non-GAAP financial measures may differ from the 
expenses, if any, that our peer companies may exclude from similarly-titled non-GAAP measures when they 
report their results of operations.

50

Item 7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF 
OPERATIONS 

The following discussion and analysis of our financial condition and results of operations should be read in 

conjunction with the consolidated financial statements and related notes thereto included in Item 8 “Financial Statements 
and Supplementary Data” in this Annual Report on Form 10-K. 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 Annual Report on Form 10-K. 

FY 2018 Overview and Highlights 

Total revenue was $3.04 billion, an increase of 25% compared to 2017.

•

•

•

•

•

•

Advertising revenue totaled $2.62 billion, an increase of 24% compared to 2017.

Data licensing and other revenue totaled $425.0 million, an increase of 27% compared to 2017.

U.S. revenue totaled $1.64 billion, an increase of 16% compared to 2017.

International revenue totaled $1.40 billion, an increase of 36% compared to 2017.

Total ad engagements increased 55% year-over-year. 

Cost per engagement decreased 20% year-over-year. 

Net income was $1.21 billion, compared to a net loss of $108.1 million in 2017.

Non-GAAP net income was $663.8 million, an increase of 102% compared to 2017.

Adjusted EBITDA was $1.20 billion, an increase of 39% compared to 2017.

Stock-based compensation for the year was $326.2 million, or 11% of revenue, representing a decrease of 25% 

compared to 2017.

Cash, cash equivalents and short-term investments in marketable securities totaled $6.21 billion as of December 31, 

2018.

Average monetizable daily active users (mDAU) were 126 million for the three months ended December 31, 2018, 

an increase of 9% year-over-year.

Average monthly active users (MAU) were 321 million for the three months ended December 31, 2018, a decrease 

of 3% compared to the three months ended December 31, 2017. 

51

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. We believe 
that mDAU, and its related growth, are the best ways to measure our success against our objectives and to show the size 
of our audience and engagement going forward, so we will discontinue disclosing MAU after the first quarter of 2019.

Monetizable Daily Active Usage (monetizable DAU or mDAU). We define monetizable daily active usage or users 

(mDAU) as Twitter users who logged in and accessed Twitter on any given day through a client capable of displaying ads 
(e.g., Twitter.com or the Twitter App). Our definition and calculation of mDAU is the same as that of the DAU data 
presented since the first quarter of 2016. 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. 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 active 
user base. 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. 

In the three months ended December 31, 2018, we had 126 million average mDAUs, which represents an increase 

of 9% from the three months ended December 31, 2017. The increase was driven by a combination of organic growth, 
marketing, and product improvements. In the three months ended December 31, 2018, we had 27 million average mDAUs 
in the United States and 99 million average mDAUs in the rest of the world, which represent increases of 5% and 11%, 
respectively, from the three months ended December 31, 2017. 

For additional information on how we calculate changes in mDAUs and factors that can affect this metric, see the 

section titled “Note Regarding Key Metrics.”

52

Monthly Active Users (MAUs). We define MAUs as Twitter users who logged in or were otherwise authenticated and 

accessed Twitter through our website, mobile website, desktop or mobile applications, SMS or registered third-party 
applications or websites in the 30-day period ending on the date of measurement. Average MAUs for a period represent 
the average of the MAUs at the end of each month during the period. MAUs are a measure of the size of our logged in or 
otherwise authenticated active user base. In the three months ended December 31, 2018, we had 321 million average 
MAUs, which represents a decrease of 3% from the three months ended December 31, 2017. MAU growth is historically 
seasonally weak in the fourth quarter. The decrease in average MAUs was driven by a number of factors, including 
product changes that reduced the number of email notifications sent, as well as decisions we have made to prioritize the 
health of the service and not to move to paid SMS carrier relationships in certain markets, and, to a lesser extent, 
changes we made to comply with the General Data Protection Regulation (GDPR). In the three months ended 
December 31, 2018, we had 66 million average MAUs in the United States and 255 million average MAUs in the rest of 
the world, which each represent decreases of 3%, from the three months ended December 31, 2017. For additional 
information on how we calculate MAUs and factors that can affect this metric, see the section titled “Note Regarding Key 
Metrics.” As we announced on February 7, 2019, mDAU will be the metric we use to show the size of our audience and 
engagement going forward, so we will discontinue disclosing MAU after the first quarter of 2019.

 (1) Reported average Monthly Active Users reflects adjustments for approximately 1-2 million users per quarter of certain third-party applications that 
were included as Twitter MAUs that should not have been considered MAUs in certain prior periods. Daily Active Usage was not affected. Further details 
regarding the adjustment can be found in the section titled "Note About Our MAU Adjustment."
(2) In the three months ended March 31, 2018, we discovered that a software change made in the second quarter of 2017 resulted in a non-material 
overstatement of our historical MAU in 2017. The differences were between 30,000 and 400,000 in each period presented for total MAU. After rounding, 
the only impact to our prior disclosures was to reduce international MAU from 261 million to 260 million in the third quarter of 2017 due to a change of 
approximately 175,000 international MAUs.

53

 
 
Changes in Ad Engagements and Cost per Ad Engagement. We define an ad engagement as a user interaction 
with one of our pay-for-performance advertising products. Ad engagements with our advertising products are based on a 
user completing 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 user engagement 
with our advertising products. We believe changes in cost per ad engagement is one way to measure demand.

In the three months ended December 31, 2018, ad engagements increased 33% from the three months ended 
December 31, 2017. The increase was driven by increased demand and improved clickthrough rates (CTR), which grew 
on a year-over-year basis across the majority of ad types as our ad prediction models and video ad product performance 
continues to improve. In the three months ended December 31, 2018, cost per ad engagement decreased 7% from the 
three months ended December 31, 2017. The decrease in cost per ad engagement reflects higher CTR from improved 
relevance, an ongoing shift to video ads, which carry higher CTR and lower CPE, and slight compression in like for like 
pricing. With improved CTR, advertisers are able to get the same amount of engagements (or more) at a lower (or similar) 
price.

Factors Affecting Our Future Performance 

User Growth and Monetization. User growth trends reflected in the growth rate of mDAUs and monetization trends 

reflected in advertising engagements are key factors that affect our revenue. As our user base and the level of 
engagement of our users grow, we believe the potential to increase our revenue grows. 

User Growth. We have generally experienced growth in our number of mDAU over the last several years. In general, 

a higher proportion of Internet users in the United States and Japan use Twitter than Internet users in other countries. 
Accordingly, in the future we expect our user growth rate in certain international markets to continue to be higher than our 
user growth rate in the United States. However, we expect to face challenges in entering some markets, such as China, 
where access to Twitter is blocked, as well as certain other countries that have intermittently restricted access to Twitter. 
Restrictions or limitations on access to Twitter may adversely impact our ability to increase the size of our user base and 
generate additional revenue in certain markets. 

We intend to grow mDAU by building and shipping product changes more rapidly to make Twitter safer and investing 
in our core use case and in new product areas that further strengthen our unique position as the best and fastest place to 
see and talk about what’s happening in the world. Our mDAU growth rate has fluctuated over time, and it may slow or 
decline. To the extent our mDAU growth or growth rate slows or the absolute number of mDAU declines, our revenue 
growth will become dependent on our ability to increase levels of user engagement on Twitter and increasing revenue 
growth from third-party publishers’ websites and applications, data licensing and other offerings. 

54

        
Monetization.  There are many variables that impact the monetization of our platform, such as the number of users, 

our users’ level of engagement with our platform, ad load (which is a function of the amount of advertising we choose to 
display), our users’ engagement with our Promoted Products, advertiser demand and cost per ad engagement. Generally, 
we design our algorithms for our pay-for-performance Promoted Products on Twitter to optimize the overall user 
experience and the value we deliver to advertisers. Advertising revenue growth may be impacted by escalating 
competition for digital ad spending and the reevaluation of our revenue product feature portfolio, which could result in the 
de-emphasis of certain product features. Furthermore, we may see a decline in the number of advertisers on a year-over-
year basis, which may also impact overall demand for our ads products. We have, and may in the future, increase ad load 
to the extent that we are able to continue to reach the right balance of advertiser value and the overall user experience. In 
order to improve monetization, we plan to increase the value of our advertising services by continuing to increase the size 
and engagement of our user base as well as improve our ability to target advertising to our users’ interests and the ability 
of our advertisers to optimize their campaigns and measure the results of their campaigns.  

Although the majority of the Promoted Products we sell to our advertisers are placed on Twitter, we have augmented 

our advertising revenue by selling products that we place on third-party publishers’ websites, applications or other 
offerings. When we place ads off our owned and operated properties, we incur additional costs, particularly traffic 
acquisition costs, to fulfill our services to advertisers. 

We intend to continue to increase the monetization of our platform by improving the targeting capabilities of our 

advertising services to enhance the value of our Promoted Products for advertisers, delivering differentiated products to 
advertisers, and developing new ad formats for advertisers. 

Effectiveness of Our Advertising Services. Advertisers can use Twitter to communicate directly with their followers 

for free, but many choose to purchase our advertising services to reach a broader audience and further promote their 
brands, products and services. We believe that increasing the effectiveness of our Promoted Products for advertisers, as 
well as providing better measurement tools and improving creative capabilities, will increase the amount that advertisers 
spend with us. We aim to increase the value of our Promoted Products by increasing the size and engagement of our user 
base, improving our ability to target advertising to our users’ interests and improving the ability of our advertisers to 
optimize their campaigns and measure the results of their campaigns. We may also develop new advertising products and 
services. 

Investment in International Operations. We intend to strategically invest in our international operations in order to 

expand our user base and advertiser base and increase user engagement and monetization internationally. In the three 
months ended December 31, 2018, we had 99 million average mDAUs internationally compared to 27 million average 
mDAUs in the United States. In the three months ended December 31, 2018, we had 255 million average MAUs 
internationally compared to 66 million average MAUs in the United States. International growth of mDAUs has been faster 
than growth in the United States; however, we derive approximately half of our advertising revenue from advertisers in the 
United States. 

We face challenges in increasing our advertising revenue internationally, including local competition, differences in 
advertiser demand, differences in the digital advertising market and conventions, and differences in the manner in which 
Twitter is accessed and used internationally. We face competition from well-established competitors in certain 
international markets. In addition, certain international markets are not as familiar with digital advertising in general, or 
with new forms of digital advertising, such as our Promoted Products. In these jurisdictions we are investing to educate 
advertisers about the benefits of our advertising services. However, we expect that it may require a significant investment 
of time and resources to educate advertisers in many international markets. We also face challenges in providing certain 
advertising products, features or analytics in certain international markets, such as the European Union, due to 
government regulation. 

55

Competition. We face competition for users and advertisers. We compete against many companies to attract and 

engage users and for advertiser spend, including companies with greater financial resources and substantially larger user 
bases which offer a variety of Internet and mobile device-based products, services and content. In recent years there has 
been a significant number of acquisitions and consolidation activity by and among our actual and potential competitors. 
We must compete effectively for users and advertisers in order to grow our business and increase our revenue. We 
believe that our ability to compete effectively for users depends upon a number of factors, including the quality of our 
products and services and the actual or perceived return our advertisers receive on their investment in our products and 
services. Our ability to compete effectively for advertisers also depends upon a number of factors, including our ability to 
offer attractive advertising products with unique targeting capabilities, the size of our active user base, and our ability to 
have the most valuable audience when they are most receptive. We have seen competition for digital ad spending and 
expect this trend to continue. In addition, many advertisers, particularly branded advertisers use marketing mix analyses 
to determine how to allocate their advertising budgets on an annual or bi-annual basis. As a result, we need to 
demonstrate to those advertisers during the appropriate time period that we provide a better return on investment than our 
competitors do in order to secure, increase or sustain our share of the advertising budget allocated for a significant portion 
of the year until the next budget cycle. We intend to continue to invest in research and development to improve our 
products and services for users and advertisers and to grow our active user base in order to address the competitive 
challenges in our industry. As part of our strategy to improve our products and services, we may acquire other companies 
to add engineering talent or complementary products and technologies. 

Investment in Infrastructure. We strive to optimize the capacity and enhance the capability and reliability of our 
infrastructure. Our infrastructure is critical to providing users, platform partners, advertisers and data partners access to 
our platform, particularly during major planned and unplanned events, such as elections, sporting events or natural 
disasters, when activity on our platform increases dramatically. As our user base and the activity on our platform grow, we 
expect that investments and expenses associated with our infrastructure will continue to grow. These investments and 
expenses include the expansion and improvement of our data center operations and related operating costs, additional 
servers and networking equipment to increase the capacity of our infrastructure, increased bandwidth costs, and costs to 
secure our customers’ data. 

Products and Services Innovation. Our ability to increase the size and engagement of our user base, attract 
advertisers and increase our revenue will depend, in part, on our ability to improve existing products and services and to 
successfully develop or acquire new products and services. We will continue to invest in revenue products as we work to 
improve our ads platform and ad formats to help our ad partners launch new products and services and connect with 
what’s happening on Twitter. We plan to continue to make significant investments in research and development and, from 
time to time, we may acquire companies to enhance our products, services and technical capabilities. In addition, we 
continue to invest in health as we continue our work to help people find credible information on our service and feel safe 
participating in the conversation on Twitter.

Investment in Talent. We intend to invest in hiring key engineering roles and retaining talented employees to grow 

our business.   We have seen reduced levels of attrition in 2018, but we need to continue to focus on hiring and employee 
retention to be successful. We have also made, and intend to continue to make, acquisitions that add engineers, 
designers, product managers and other personnel with specific technology expertise. In addition, we must retain our high-
performing personnel in order to continue to develop, sell and market our products and services and manage our 
business. 

Seasonality. Advertising spending is traditionally strongest in the fourth quarter of each year. Historically, this 
seasonality in advertising spending has affected our quarterly results, with higher sequential advertising revenue growth 
from the third quarter to the fourth quarter compared to sequential advertising revenue growth from the fourth quarter to 
the subsequent first quarter. For example, our advertising revenue increased 17%, 28% and 22% between the third and 
fourth quarters of 2016, 2017 and 2018, respectively, while advertising revenue for the first quarter of 2017 and 2018 
decreased 26% and 11% compared to the fourth quarter of 2016 and 2017, respectively. 

56

Stock-Based Compensation Expense. We have historically utilized, and intend to continue to utilize, various forms of 

stock-based awards in order to hire and retain talented employees. During the years ended December 31, 2018 and 
2017, we recognized $326.2 million and $433.8 million of expense related to stock-based compensation, respectively. As 
of December 31, 2018, we had unrecognized stock-based compensation expense of approximately $715.0 million related 
to outstanding equity awards, which we expect to recognize over a weighted-average period of approximately three years. 
The stock-based compensation expenses related to our outstanding equity awards have a significant impact on the 
amount of net income we generate on a GAAP basis. We made significant progress in reducing our annual stock-based 
compensation expense on both an absolute basis and as a percentage of revenue, down to 11% in 2018, from 18% and 
24% in 2017 and 2016, respectively. We remain committed to maintaining stock-based compensation as a percentage of 
revenue in line with our peers. 

Results of Operations 

The following tables set forth our consolidated statement of operations data for each of the periods presented (in 

thousands): 

Revenue

Year Ended December 31,

2018

2017

2016

Advertising services .....................................................  $
Data licensing and other ..............................................   
Total revenue ..........................................................   

2,617,397    $
424,962   
3,042,359   

2,109,987    $
333,312   
2,443,299   

2,248,052 
281,567 
2,529,619 

Costs and expenses (1)

Cost of revenue............................................................   
Research and development .........................................   
Sales and marketing ....................................................   
General and administrative ..........................................   
Total costs and expenses .......................................   
Income (loss) from operations.................................   
Interest expense ...............................................................   
Interest income .................................................................   
Other income (expense), net ............................................   
Income (loss) before income taxes ...................................   
Provision (benefit) for income taxes..................................   
Net income (loss) ..............................................................  $

964,997   
553,858   
771,361   
298,818   
2,589,034   
453,325   
(132,606)  
111,221   
(8,396)  
423,544   
(782,052)  

1,205,596    $

861,242   
542,010   
717,419   
283,888   
2,404,559   
38,740   
(105,237)  
44,383   
(73,304)  
(95,418)  
12,645   
(108,063)   $

932,240 
713,482 
957,829 
293,276 
2,896,827 
(367,208)
(99,968)
24,277 
2,065 
(440,834)
16,039 
(456,873)

(1)

Costs and expenses include stock-based compensation expense as follows (in thousands): 

Cost of revenue .......................................................................  $
Research and development ....................................................   
Sales and marketing................................................................   
General and administrative .....................................................   
 $
Total stock-based compensation expense............................

2018

Year Ended December 31,
2017

17,289    $

183,799   
71,305   
53,835   
326,228    $

23,849    $

240,833   
94,135   
74,989   
433,806    $

2016

29,502 
335,498 
160,935 
89,298 
615,233  

57

 
 
 
 
 
 
   
   
 
     
   
   
   
   
 
 
 
 
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following table sets forth our consolidated statement of operations data for each of the periods presented as a 

percentage of revenue: 

Year Ended December 31,

2018

2017

2016

Revenue

Advertising services ....................................................   
Data licensing and other .............................................   
Total revenue .........................................................   

Costs and expenses

Cost of revenue...........................................................   
Research and development ........................................   
Sales and marketing ...................................................   
General and administrative .........................................   
Total costs and expenses ......................................   
Income (loss) from operations................................   
Interest expense ..............................................................   
Interest income ................................................................   
Other income (expense), net ...........................................   
Income (loss) before income taxes ..................................   
Provision (benefit) for income taxes.................................   
Net income (loss) .............................................................   

86% 
14 
100 

32 
18 
25 
10 
85 
15 
(4)  
4 
(0)  
14 
(26)  
40% 

86%  
14 
100 

35 
22 
29 
12 
98 
2 
(4)
2 
(3)
(4)
1 
(4)% 

89%
11 
100 

37 
28 
38 
12 
115 
(15)
(4)
1 
0 
(17)
1 
(18)%

Years Ended December 31, 2018, 2017 and 2016 

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 user’s 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 user, we can deliver Promoted Tweets 
that are intended to be relevant to a particular user. We enable our advertisers to target an audience based on 
our users’ interest graphs. 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 or conversions, 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 users who are interested in their business, products or services. Our Promoted 
Accounts are pay-for-performance advertising that is 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.

58

 
 
 
 
 
 
 
 
 
 
 
    
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
    
 
 
  
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
    
 
 
  
 
 
  
 
 
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 data 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 continuous use of the licensed data over time. 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 our performance obligation of providing an ad exchange service 
in 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.

Year Ended December 31,

2018

2017

2016

(in thousands)

2017 to 
2018
% 
Change

  2016 to 
2017
% 
Change

Advertising services....................................... $2,617,397   $2,109,987   $ 2,248,052    
281,567    
Data licensing and other ................................  
Total revenue............................................ $3,042,359   $2,443,299   $ 2,529,619    

333,312    

424,962    

24%   
27%   
25%   

(6)%
18%
(3)%

2018 Compared to 2017. Revenue in 2018 increased by $599.1 million compared to 2017. 

In 2018, advertising revenue increased by 24% compared to 2017. The substantial majority of our advertising 
revenue was generated from our owned and operated platform. Advertising revenue generated from the sale of our 
advertising products on our owned and operated platform in 2018 was $2.46 billion as compared to $1.90 billion in 2017. 
Advertising revenue generated from the sale of our advertising products placed on third-party publishers’ websites, 
applications and other offerings in 2018 was $154.4 million as compared to $211.2 million in 2017. 

The overall increase in advertising revenue was primarily attributable to a 55% increase in the number of ad 
engagements offset by a 20% decrease in cost per ad engagement in 2018 compared to 2017. The increase in ad 
engagements was driven by increased demand and improved clickthrough rates. The decrease in cost per ad 
engagement reflects the ongoing mix shift to video ad engagements (which have overall lower cost per ad engagement 
compared to other ad formats), higher clickthrough rates, and a slight compression in like for like pricing. 

The decrease in advertising revenue from the sale of our advertising products placed on third-party publishers’ 

websites, applications and other offerings in 2018 was driven primarily by the lack of contribution from TellApart (which 
was deprecated in 2017). TellApart revenue contributed $44.6 million in revenue in 2017, mainly in the first half of 2017, 
and was fully deprecated in the fourth quarter of 2017. 

Advertising revenue continued to be driven by continued sales momentum with advertisers, built around our 

differentiated ad formats, better relevance, and improved ROI. As our user base and the level of engagement of our users 
grow, we believe the potential to increase our revenue grows.

In 2018, data licensing and other revenue increased by 27% compared to 2017. A majority of the increase was 

attributable to expanded and new partnerships.

Looking ahead, while data licensing and other revenue continues to benefit from customers developing new use 
cases and smaller customers adopting self-service APIs, we are now largely through our multi-year enterprise renewal 
cycle. As a result, with many of our largest partners now at market pricing, revenue growth is likely to moderate in 2019.

59

 
 
  
 
 
 
 
  
  
  
 
 
 
 
 
  
   
 
 
   
 
 
2017 Compared to 2016. Revenue in 2017 decreased by $86.3 million compared to 2016. 

In 2017, advertising revenue decreased by 6% compared to 2016. The substantial majority of our advertising 
revenue was generated from our owned and operated platform. Advertising revenue generated from the sale of our 
advertising products on our owned and operated platform in 2017 was $1.90 billion as compared to $1.99 billion in 2016. 
Advertising revenue generated from the sale of our advertising products placed on third-party publishers’ websites, 
applications and other offerings in 2017 was $211.2 million as compared to $260.2 million in 2016. The decrease in 
advertising revenue from the sale of our advertising products placed on third-party publishers’ websites, applications and 
other offerings in 2017 was driven by significantly lower contribution from TellApart (which was deprecated in 2017), which 
was offset by strong performance from Twitter Audience Platform. TellApart revenue was $44.6 million in 2017, mainly in 
the first half of 2017, compared to $126.4 million in 2016.

The overall decrease in advertising revenue was primarily attributable to a 52% decrease in cost per ad 

engagement offset by a 96% increase in the number of ad engagements in 2017 compared to 2016. The decrease in cost 
per ad engagement reflects a higher mix of video ad engagements (which have overall lower cost per ad engagement 
compared to other ad formats) and lower cost per ad engagement across the majority of ad formats compared to the 
fourth quarter of 2016. The increase in ad engagements was driven by a continuing mix shift toward video ad impressions 
as well as higher clickthrough rates.

Advertising revenue continued to be driven by strong growth in our video ad formats offset by declines in traditional 

Promoted Tweet and direct response ad formats.

In 2017, data licensing and other revenue increased by 18% compared to 2016. A majority of the increase was 

attributable to growth in data licensing fees from the offering of data products.

Cost of Revenue 

Cost of revenue includes infrastructure costs, other direct costs including content costs, 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; 
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, applications or other 
offerings collectively resulting from acquisitions, and from our organically-built advertising network, Twitter Audience 
Platform. Certain of the elements of our cost of revenue are fixed, and cannot be reduced in the near term.

Cost of revenue..................................................  $ 964,997 
Cost of revenue as a percentage of revenue..... 

32% 

  $ 932,240 

12% 

(8)%

35% 

37% 

Year Ended December 31,

2017 to 
2018
  % Change  

2016 to 
2017
  % Change  

2016

2018

2017
(in thousands)
  $ 861,242 

2018 Compared to 2017. In 2018, cost of revenue increased by $103.8 million compared to 2017. The increase was 
attributable to an $89.3 million increase in direct costs, primarily driven by an increase in content costs and a $50.4 million 
increase in depreciation and amortization expense primarily related to additional internally developed software, server and 
networking equipment.  These increases were offset by a $35.3 million decrease in TAC substantially due to the lack of 
advertising revenue generated from TellApart (which we deprecated in 2017), and a $0.6 million decrease in other expenses.

2017 Compared to 2016. In 2017, cost of revenue decreased by $71.0 million compared to 2016. The decrease was 
attributable to a $48.6 million decrease in restructuring expenses, a $45.3 million decrease in infrastructure costs, a $42.7 
million decrease in TAC substantially due to the decrease in advertising revenue generated from TellApart (which we 
deprecated in 2017), and a $3.5 million decrease in personnel-related costs. These decreases were offset by a $55.5 million 
increase in other direct costs that is primarily driven by an increase in content costs, and a $13.6 million increase in 
depreciation and amortization expense primarily related to additional internally developed software, server and networking 
equipment.

60

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
   
 
 
 
 
 
 
 
  
 
 
  
 
We plan to continue to scale the capacity and enhance the capability and reliability of our infrastructure to support 

user growth and increased activity on our platform. We expect that cost of revenue will increase in absolute dollar 
amounts and vary as a percentage of revenue. 

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.

Research and development ...............................  $ 553,858 
Research and development as a percentage of 
revenue ..............................................................

18%    

22%    

28%   

  $ 713,482 

2% 

(24)%

Year Ended December 31,

2017 to 
2018
  % Change  

2016 to 
2017
  % Change  

2016

2018

2017
(in thousands)
  $ 542,010 

2018 Compared to 2017. In 2018, research and development expenses increased by $11.8 million compared to 
2017. The increase was attributable to a $15.4 million net increase in allocated facilities costs, other supporting overhead 
expenses, and other expenses, and the absence of a $12.1 million one-time nonrecurring gain on sale of assets that 
occurred in the year ended December 31, 2017. These increases were offset by a $8.7 million net decrease in personnel-
related costs driven by a decrease in stock-based compensation expense due partially to forfeitures offset in part by an 
increase in average employee headcount, and a $7.0 million increase in the capitalization of costs associated with 
developing software for internal use.

2017 Compared to 2016. In 2017, research and development expenses decreased by $171.5 million compared to 

2016. The decrease was attributable to a $141.6 million decrease in personnel-related costs, mainly driven by a decrease 
in stock-based compensation expense, a $25.9 million decrease in restructuring charges net of a one-time nonrecurring 
gain on sale of assets in 2017, a $23.7 million decrease in allocated facilities and other supporting overhead expenses 
due to a decrease in overall total expenses, a $2.6 million decrease in other expenses, and a $2.5 million decrease in 
depreciation and amortization expense, offset by a $24.8 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 the right level of engineering, 

product management and design personnel and related resources to support our research and development efforts. We 
expect that research and development costs will increase in absolute dollar amounts and vary as a percentage of 
revenue.

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, tradeshows, branding, marketing, public relations costs, amortization of 
acquired intangible assets, allocated facilities costs, and other supporting overhead costs.

Sales and marketing ..........................................  $ 771,361 
Sales and marketing as a percentage of 
revenue ..............................................................

25%    

29%    

38%   

  $ 957,829 

8% 

(25)%

Year Ended December 31,

2017 to 
2018
  % Change  

2016 to 
2017
  % Change  

2016

2018

2017
(in thousands)
  $ 717,419 

61

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
   
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
   
 
 
 
 
 
 
 
 
  
 
 
2018 Compared to 2017. In 2018, sales and marketing expenses increased by $53.9 million compared to 2017. The 

increase was attributable to a $36.2 million net increase in allocated facilities costs and other supporting overhead 
expenses, a $9.3 million increase in marketing and sales-related expenses, and a $23.9 million net increase in personnel-
related costs driven by an increase in average employee headcount offset in part by a decrease in stock-based 
compensation expense. These increases were offset by a $15.5 million decrease in amortization of acquired intangible 
assets due to certain intangible assets becoming fully amortized.

2017 Compared to 2016. In 2017, sales and marketing expenses decreased by $240.4 million compared to 2016. 
The decrease was attributable to a $116.0 million decrease in personnel-related costs, driven by a decrease in average 
employee headcount mainly as a result of our 2016 restructuring plan, a $54.0 million decrease in marketing and sales-
related expenses, a $28.0 million decrease in allocated facilities and other supporting overhead expenses due to a 
decrease in overall total expenses, a $27.4 million decrease in restructuring expenses, and a $15.0 million decrease in 
amortization of acquired intangible assets.

We continue to evaluate key areas in our business to ensure we have the right level of sales and marketing to 

execute on our key priorities and objectives. We expect that sales and marketing costs will increase in absolute dollar 
amounts and vary as a percentage of revenue.

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.

General and administrative ................................  $ 298,818 
General and administrative as a percentage of 
revenue ..............................................................

10%    

12%    

12%   

  $ 293,276 

5% 

(3)%

Year Ended December 31,

2017 to 
2018
  % Change  

2016 to 
2017
  % Change  

2016

2018

2017
(in thousands)
  $ 283,888 

2018 Compared to 2017. In 2018, general and administrative expense increased by $14.9 million compared to 2017. 

The increase was attributable to a $24.6 million net increase in personnel-related costs driven by an increase in average 
employee headcount offset in part by a decrease in stock-based compensation expense, and a $7.9 million increase in 
professional service fees. These increases were offset by a $17.6 million decrease in allocated facilities costs, other 
supporting overhead expenses, and other expenses.

2017 Compared to 2016. In 2017, general and administrative expense decreased by $9.4 million compared to 2016. 
The decrease was attributable to a $9.2 million decrease in personnel-related costs, mainly driven by a decrease in stock-
based compensation expense, a $4.9 million decrease in facilities and supporting costs, and a $4.8 million decrease in 
restructuring charges. The decreases were offset by a $9.0 million increase in fees and costs for professional services, 
and a $0.5 million increase in other expenses.

We plan to continue to invest in key areas of our business and ensure that we have the right level of general and 

administrative support on our key priorities and objectives. We expect that general and administrative expenses will 
increase in absolute dollar amounts and vary as a percentage of revenue.

62

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
   
 
 
 
 
 
 
 
 
  
 
 
 
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 2019, or the 2019 Notes, $954.0 million principal amount of 1.00% 
convertible senior notes due 2021, or the 2021 Notes, and the $1.15 billion principal amount of 0.25% convertible senior 
notes due 2024, or the 2024 Notes, and together with the 2019 Notes and 2021 Notes, the Notes, and interest expense 
related to capital leases and other financing facilities.

Interest expense ............................................................................  $

132,606   

$

105,237   

$

99,968  

2018 Compared to 2017. In 2018, interest expense increased by $27.4 million compared to 2017 primarily due to the 

issuance of the 2024 Notes in June 2018. Interest expense in 2018 was comprised of $127.7 million of total interest 
expense related to the Notes as well as our credit facility (described below) and $4.9 million related to capital leases of 
equipment.

2018

Year Ended December 31,
2017
(in thousands)

2016

2017 Compared to 2016. In 2017, interest expense increased by $5.3 million compared to 2016. Interest expense in 2017 
was comprised of $99.6 million of total interest expense related to the Notes as well as our credit facility (described below) 
and $5.6 million related to capital 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.

2018

Year Ended December 31,
2017
(in thousands)

2016

Interest income...............................................................................   $

111,221   

$

44,383   

$

24,277  

2018 Compared to 2017. In 2018, interest income increased by $66.8 million compared to 2017. The increase was 

primarily attributable to higher invested cash balances and higher interest rates.

2017 Compared to 2016. In 2017, interest income increased by $20.1 million compared to 2016. The increase was 

primarily attributable to higher invested cash balances and higher interest rates.

Other Income (Expense), Net 

Other income (expense), net, consists of unrealized foreign exchange gains and losses due to re-measurement of 
monetary assets and liabilities denominated in non-functional currencies, 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. 

2018

Year Ended December 31,
2017
(in thousands)

2016

Other income (expense), net..........................................................   $

(8,396)  

$

(73,304)  

$

2,065  

2018 Compared to 2017. In 2018, other expense, net, was $8.4 million compared to other expense, net, of $73.3 
million in 2017. The change was primarily attributable to a $3.0 million impairment charge in the year ended December 31, 
2018, compared to a $62.4 million impairment charge in the year ended December 31, 2017, and the more favorable 
foreign currency exchange impacts from foreign currency-denominated assets and liabilities as well as derivative financial 
instruments.

63

 
 
 
 
 
 
   
   
 
 
 
 
 
 
 
 
 
   
   
 
 
 
 
 
 
 
 
 
 
   
   
 
 
 
 
2017 Compared to 2016. In 2017, other expense, net, was $73.3 million compared to other income, net, of $2.1 
million in 2016. The change was primarily attributable to the recording of an impairment charge on an investment in a 
privately-held company of $62.4 million in 2017 and less favorable foreign currency exchange impacts from foreign 
currency-denominated assets and liabilities as well as derivative financial instruments.

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. In addition, the provision is impacted by deferred income taxes and changes in the 
related valuation allowance 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.

In December 2017, the Tax Act was enacted into law and the new legislation contains several key tax provisions that 

affected us, including a reduction of the federal corporate income tax rate to 21% effective January 1, 2018. We are 
required to recognize the effect of the tax law changes in the period of enactment, such as re-measuring our U.S. deferred 
tax assets and liabilities as well as our valuation allowance against our net U.S. deferred tax assets. Also in December 
2017, the SEC staff issued Staff Accounting Bulletin No. 118, Income Tax Accounting Implications of the 2017 Tax Cuts 
and Jobs Act (SAB 118), which allows us to record provisional amounts during a measurement period not to extend 
beyond one year of the enactment date.  We completed our accounting for the Tax Act in the fourth quarter of 2018, within 
the one-year measurement period from the enactment. Please refer to Note 14 of the Notes to Consolidated Financial 
Statements included in Part II, Item 8 of this Annual Report on Form 10-K for further information.

Year Ended December 31,

2018

2017

(in thousands)

2016

Provision (benefit) for income taxes ..............................................  $

(782,052)  

$

12,645   

$

16,039  

2018 Compared to 2017. Our benefit for income taxes in the twelve months ended December 31, 2018 was $782.1 

million, compared to a provision for income taxes of $12.6 million in 2017. Our current provision for income taxes in the 
twelve months ended December 31, 2018 was $19.7 million, compared to a current provision of $19.1 million for the 
twelve months ended December 31, 2017. Our deferred benefit for income taxes in the twelve months ended December 
31, 2018 was $801.7 million, compared to a deferred benefit for income taxes of $6.4 million in the twelve months ended 
December 31, 2017. The change is due to the release of our valuation allowance of $845.1 million related to Brazil and 
most of the United States federal and all states deferred tax assets with the exception of California and Massachusetts, 
offset by our current year income tax expense of $63.0 million, compared to a provision of $12.6 million in 2017. Excluding 
the release of our deferred tax asset valuation allowance, the change was primarily due to the increase in pre-tax 
profitability offset by an increase to the benefit of share-based compensation.  

2017 Compared to 2016. Our provision for income taxes in 2017 decreased by $3.4 million compared to 2016 

primarily due to an increase in the income tax benefit arising from intraperiod allocation and partial release of valuation 
allowance attributable to the Tax Act related to alternative minimum tax (AMT) credits.

We anticipate that going forward we will have income tax expense, which amounts could be affected by our 
jurisdictional mix of profit before taxes, the extent foreign earnings are taxed in the United States through new provisions 
under the Tax Act, changes in tax rates and tax regulations, the impact of tax examinations, the impact of business 
combinations, tax effects of share based compensation, and changes in the remaining valuation allowances. 

64

 
 
 
 
 
   
   
 
 
 
 
Quarterly Results of Operations 

The following table sets forth our unaudited consolidated statement of operations data for each of the eight quarters 
in the period ended December 31, 2018. The unaudited quarterly statement of operations data set forth below have been 
prepared on a basis consistent with our audited annual consolidated financial statements in this Annual Report on Form 
10-K and include, in our opinion, all normal recurring adjustments necessary for a fair statement of the financial 
information contained in those statements. 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 and the related notes included elsewhere in this Annual Report on Form 10-K. 

Dec. 31,  
2018

  Sep. 30,  
2018

  Jun. 30,  
2018

  Mar. 31,  
2018

  Dec. 31,  
2017

  Sep. 30,  
2017

  Jun. 30,  
2017

  Mar. 31,  
2017

(Unaudited, in thousands, except per share data)

Three Months Ended

Consolidated Statement of Operations 
Data:
Revenue(1)

Advertising services............................. $ 791,365    $ 649,816    $ 601,060    $ 575,156    $ 644,257    $ 502,802    $ 489,148    $ 473,780 
74,471 
  109,481   
Data licensing and other ......................   117,471   
  548,251 
  710,541   
Total revenue.................................   908,836   

84,707   
  573,855   

  108,295   
  758,111   

  86,831   
  589,633   

  87,303   
  731,560   

  89,715   
  664,871   

Costs and expenses(2)

Cost of revenue ...................................   268,345   
Research and development.................   141,174   
Sales and marketing ............................   211,774   
General and administrative..................   80,635   
Total costs and expenses ..............   701,928   
Income (loss) from operations .......   206,908   
(37,273)  
Interest expense ........................................  
Interest income ..........................................   37,013   
Other expense, net (3).................................  
(111)  
Income (loss) before income taxes   206,537   
(48,766)  

  220,339 
  128,728 
  169,594 
69,868 
  588,529 
(40,278)
(25,409)
8,520 
(1,198)
(58,365)
Provision (benefit) for income taxes (4).......  
3,194 
Net income (loss) ....................................... $ 255,303    $ 789,179    $ 100,117    $ 60,997    $ 91,079    $ (21,095)   $ (116,488)   $ (61,559)

  212,908   
  143,171   
  185,296   
70,839   
  612,214   
(38,359)  
(26,396)  
10,486   
(58,806)  
  (113,075)  
3,413   

  243,644   
  150,764   
  193,496   
78,339   
  666,243   
91,868   
(38,336)  
36,067   
(2,341)  
87,258   
  (701,921)  

  230,185   
  138,574   
  188,032   
  74,126   
  630,917   
  79,624   
(29,982)  
  21,960   
(5,735)  
  65,867   
(34,250)  

  222,823   
  123,346   
  178,059   
  65,718   
  589,946   
  74,925   
(27,015)  
  16,181   
(209)  
  63,882   
2,885   

  217,979   
  133,996   
  189,572   
  79,915   
  621,462   
  110,098   
(26,700)  
  13,349   
(3,194)  
  93,553   
2,474   

  210,016   
  136,115   
  172,957   
  63,266   
  582,354   
7,279   
(26,732)  
  12,028   
(10,106)  
(17,531)  
3,564   

Net income (loss) per share attributable to 
common stockholders:

Basic .............................................. $

0.34    $

1.04    $

0.13    $

0.08    $

0.12    $

(0.03)   $

(0.16)   $

Diluted ........................................... $

0.33    $

1.02    $

0.13    $

0.08    $

0.12    $

(0.03)   $

(0.16)   $

(0.09)

(0.09)

Other Financial Information:
Adjusted EBITDA(5) .................................... $ 396,529    $ 295,403    $ 264,810    $ 244,054    $ 308,174    $ 206,999    $ 177,874    $ 169,939 
Non-GAAP net income(6)............................ $ 244,141    $ 162,718    $ 133,955    $ 122,990    $ 141,407    $ 77,848    $ 56,370    $ 53,234  

(1) We adopted the new revenue standard on January 1, 2018 using the modified retrospective method. Revenue was 

(2)

not materially impacted by the application of the new revenue standard in any of the quarters in 2018.
Costs and expenses include stock-based compensation expense as follows: 

Dec. 31,  
2018

  Sep. 30,  
2018

  Jun. 30,  
2018

  Mar. 31,  
2018

  Dec. 31,  
2017

  Sep. 30,  
2017

  Jun. 30,  
2017

  Mar. 31,  
2017

Three Months Ended

Cost of revenue..........................................$
Research and development .......................  43,589   
Sales and marketing ..................................  18,624   
General and administrative ........................  14,769   

4,905    $

4,247    $

3,338    $

4,799    $

6,019    $

5,625    $

6,253    $

(Unaudited, in thousands)

  53,195   
  19,634   
  14,530   

  45,069   
  18,225   
  12,837   

  41,946   
  14,822   
  11,699   

  55,648   
  25,919   
  14,868   

  57,174   
  22,433   
  15,727   

  63,625   
  20,694   
  22,824   

5,952 
64,386 
25,089 
21,570 

Total stock-based compensation 
expense ...............................................$ 81,887    $ 91,606    $ 79,469    $ 73,266    $ 102,454    $ 100,959    $ 113,396    $ 116,997  

(3)

In the second and third quarter of 2017, we incurred $55.0 million and $7.4 million, respectively, of impairment 
charges on an investment in a privately-held company.

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(4)

(5)

In the second quarter of 2018, we recorded a net benefit to tax expense of $43.4 million associated with the release 
of the valuation allowance related to deferred tax assets of our Brazil operations. In the third quarter of 2018, we 
recorded a net benefit to tax expense of $683.3 million associated with the release of the valuation allowance 
related to most of the United States federal and all states deferred tax assets with the exception of California and 
Massachusetts. 

The following table presents a reconciliation of net income (loss) to Adjusted EBITDA for each of the periods 
indicated: 

Dec. 31,  

  Sep. 30,  

  Jun. 30,  

  Mar. 31,  

  Dec. 31,  

  Sep. 30,  

  Jun. 30,  

  Mar. 31,  

2018

2018

2018

2018

2017

2017

2017

2017

(Unaudited, in thousands)

Three Months Ended

Reconciliation of Net Income (Loss) to 
Adjusted EBITDA:
Net income (loss) ....................................... $ 255,303    $ 789,179    $ 100,117    $ 60,997    $ 91,079    $ (21,095)   $ (116,488)   $ (61,559)
  116,997 
  79,469   

  113,396   

  102,454   

  73,266   

  100,959   

91,606   

  111,947   
4,610   
  (701,921)  

  105,982   
  13,757   
(34,250)  

  96,846   
  11,043   
2,885   

  92,520   
  16,545   
2,474   

  97,492   
  24,810   
3,564   

  103,063   
74,716   
3,413   

  102,792 
18,087 
3,194 

Stock-based compensation expense ....   81,887   
Depreciation and amortization 
expense ...............................................   110,723   
Interest and other expense, net ...........  
371   
Provision (benefit) for income taxes ....  
(48,766)  
Restructuring charges and one-time 
nonrecurring gain.................................  

(2,989)  

(9,572)
Adjusted EBITDA ....................................... $ 396,529    $ 295,403    $ 264,810    $ 244,054    $ 308,174    $ 206,999    $ 177,874    $ 169,939  

3,102   

1,269   

(265)  

(983)  

(226)  

(18)  

(6)

The following table presents a reconciliation of net income (loss) to non-GAAP net income for each of the periods 
indicated: 

Dec. 31,  
2018

  Sep. 30,  
2018

  Jun. 30,  
2018

Three Months Ended
  Dec. 31,  
2017

  Mar. 31,  
2018

(Unaudited, in thousands)

  Sep. 30,  
2017

  Jun. 30,  
2017

  Mar. 31,  
2017

  (701,921)  
87,258   
91,606   

Reconciliation of Net Income (Loss) to 
Non-GAAP Net Income:
Net income (loss)..............................................$255,303    $ 789,179    $100,117    $ 60,997    $ 91,079    $ (21,095)   $(116,488)   $ (61,559)
3,194 
Exclude: Provision (benefit) for income taxes.....  (48,766)  
  (58,365)
Income (loss) before income taxes.............  206,537   
Stock-based compensation expense ......  81,887   
  116,997 
Amortization of acquired intangible 
assets ...................................................... 
Non-cash interest expense related to 
convertible notes .....................................  31,017   
Impairment of investments in privately-
held companies ....................................... 
Restructuring charges and one-time 
nonrecurring gain .................................... 

(2,989)  
Non-GAAP income before income taxes....  321,238   
Non-GAAP provision for income taxes .......  77,097   

(9,572)
  84,499 
  31,265 
Non-GAAP net income .....................................$244,141    $ 162,718    $133,955    $122,990    $141,407    $ 77,848    $ 56,370    $ 53,234  

3,413   
  (113,075)  
  113,396   

(18)  
  214,104   
51,386   

3,564   
  (17,531)  
  100,959   

2,474   
  93,553   
  102,454   

2,885   
  63,882   
  73,266   

  (34,250)  
  65,867   
  79,469   

(983)  
  161,829   
  38,839   

3,102   
  224,455   
  83,048   

1,269   
  123,568   
  45,720   

(265)  
  176,256   
  42,301   

(226)  
89,476   
33,106   

  11,077   

  23,309   

  20,722   

  20,417   

  20,355   

  16,191 

  19,248 

14,340   

20,041   

55,000   

30,878   

4,876   

4,942   

4,929   

3,000   

7,439   

4,380   

4,786   

—   

—   

—   

0   

— 

Credit Facility 

In August 2018, we entered into a revolving credit agreement with certain lenders which provides for a $500.0 million 

revolving unsecured credit facility maturing on August 7, 2023. In connection with entering into the $500.0 million credit 
facility, we also terminated our $1.0 billion unsecured revolving credit facility. We are obligated to pay interest on loans 
under the new 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 new credit facility is determined based on calculations using certain 
market rates as set forth in the credit agreement. As of December 31, 2018, no amounts had been drawn under the credit 
facility. 

66

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Liquidity and Capital Resources 

Consolidated Statements of Cash Flows Data:
Net income (loss)..................................................................... $ 1,205,596    $
Net cash provided by operating activities ................................   1,339,711   
(2,055,513)  
Net cash provided used in investing activities .........................  
978,116   
Net cash provided by (used in) financing activities..................  

(108,063)   $
831,209   
(116,526)  
(78,373)  

(456,873)
763,055 
(593,248)
(83,975)

2018

Year Ended December 31,
2017
(In thousands)

2016

 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 June 2018, we also received net 
proceeds of approximately $1.14 billion from the issuance of the 2024 Notes, after deducting the debt issuance costs. 
Concurrent with the sales of the 2024 Notes, we entered into privately-negotiated convertible note hedge transactions with 
respect to our common stock for which we paid approximately $268.0 million and sold warrants for which we received 
approximately $186.8 million. 

As of December 31, 2018, we had $6.21 billion of cash, cash equivalents and short-term investments in marketable 
securities, of which $210.0 million was held by our foreign subsidiaries. During the SAB 118 period related to the Tax Act, 
we re-assessed our intentions related to certain of these funds held by our foreign subsidiaries in light of the reduced tax 
associated with repatriation. We have determined that we will no longer be indefinitely reinvested related to these funds 
and accrued the incremental foreign withholding taxes. In addition, we have a revolving unsecured credit facility available 
to borrow up to $500.0 million. We believe that our existing cash, cash equivalents and short-term investment balance, 
and our credit facility, together with cash generated from operations will be sufficient to meet our working capital, capital 
expenditure requirements for at least the next 12 months, and to repay the $936.2 million of principal and coupon interest 
associated with our 2019 Notes due in September 2019. 

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 I, Item 1A,”Risk Factors.”

Cash provided by operating activities in 2018 was $1.34 billion, an increase in cash inflow of $508.5 million 
compared to 2017. Cash provided by operating activities was driven by net income of $1.21 billion, as adjusted for the 
exclusion of non-cash expenses and other adjustments totaling $44.8 million, of which the most significant items were a 
$845.1 million net benefit to tax expense associated with the release of the valuation allowance related to deferred tax 
assets, $425.5 million of depreciation and amortization expense, and $326.2 million of stock-based compensation 
expense, and the effect of changes in working capital and other carrying balances that resulted in cash inflows of $89.3 
million, which was in part driven by a one-time refund of prepaid employment taxes of $147.5 million.

Cash provided by operating activities in 2017 was $831.2 million, an increase in cash inflow of $68.2 million 
compared to 2016. Cash provided by operating activities was driven by a net loss of $108.1 million, as adjusted for the 
exclusion of non-cash expenses and other adjustments totaling $971.5 million, of which the most significant items were 
$433.8 million of stock-based compensation expense, $395.9 million of depreciation and amortization expense and $62.4 
million of impairment charges on an investment in a privately-held company, and the effect of changes in working capital 
and other carrying balances that resulted in cash outflows of $32.2 million. 

Cash provided by operating activities in 2016 was $763.1 million, an increase in cash inflow of $380.0 million 
compared to 2015. Cash provided by operating activities was driven by a net loss of $456.9 million, as adjusted for the 
exclusion of non-cash expenses and other adjustments totaling $1.14 billion, of which the most significant items were 
$615.2 million of stock-based compensation expense, and the effect of changes in working capital and other carrying 
balances that resulted in cash outflow of $82.6 million. 

67

 
 
 
 
   
   
 
 
 
   
   
   
   
   
 
 
 
 
 
 
 
 
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 2018 was $2.06 billion, an increase in cash outflow of $1.94 billion compared to 

2017. The change was primarily due to a $2.65 billion increase in purchases of marketable securities, a $323.2 million 
increase in purchases of property and equipment, an absence of $35.0 million in proceeds from sale of long-lived assets, 
and a net increase of $33.6 million in cash used in business combinations, offset by a $1.09 billion net increase 
in proceeds from sales and maturities of marketable securities, a $2.6 million decrease in expenditures on other investing 
activities and a $10.3 million increase in proceeds from sales of property and equipment.

Cash used in investing activities in 2017 was $116.5 million, a decrease in cash outflow of $476.7 million compared 

to 2016. The change was primarily due to a $221.4 million decrease in the purchases of marketable securities, a $80.7 
million decrease in purchases of investments in privately-held companies, a net $85.1 million decrease in cash used in 
business combinations, a $57.9 million decrease in purchases of property and equipment, a $35.0 million increase in 
proceeds from sale of long-lived assets, a $2.8 million increase in net proceeds from sales and maturities of marketable 
securities, and a $2.8 million increase in proceeds from sales of property and equipment, offset by a $8.9 million increase 
in expenditures on other investing activities.

Cash used in investing activities in 2016 was $593.2 million, a decrease in cash outflow of $305.6 million compared 

to 2015. The decrease in cash outflow was due to decreased purchases of marketable securities of $774.9 million, 
property and equipment of $128.6 million and other investments of $9.9 million, offset by a decrease in sales and 
maturities of marketable securities of $503.4 million, an increase in purchase of investments in privately-held companies 
of $71.0 million, and an increase in use of cash as acquisition consideration of $33.4 million. 

We anticipate making capital expenditures in 2019 of approximately $550 million to $600 million as we continue to 

expand our co-located data centers.

Financing Activities 

Our primary financing activities consist of issuances of securities, including common stock issued under our 
employee stock purchase plan, capital lease financing and stock option exercises by employees and other service 
providers. 

Cash provided by financing activities in 2018 was $978.1 million, compared to $78.4 million cash used in financing 

activities in 2017. The change was due to net proceeds of $1.14 billion from the issuance of convertible notes net of 
issuance costs, reduced by the net cash outflow of $81.2 million from the purchase of convertible note hedges and sale of 
warrants closed in connection with the issuance of convertible notes, a $12.4 million decrease in payments of capital 
lease obligations, and a $5.4 million increase in proceeds from the issuance of shares of stock from the ESPP, offset by a 
$10.3 million increase in tax payments related to net share settlements of equity awards and a $6.0 million decrease in 
proceeds from option exercises.

Cash used in financing activities in 2017 was $78.4 million, a decrease in cash outflow of $5.6 million compared to 

2016. The decrease in cash outflow was due to a $6.4 million decrease in taxes paid related to net share settlement of 
equity awards and other activities and a $1.9 million increase in proceeds from option exercises. These decreases were 
offset by a $2.2 million increase in payments of capital lease obligations and a $0.5 million decrease in proceeds from the 
issuance of shares of stock from ESPP. 

Cash used in financing activities in 2016 was $84.0 million, an increase in cash outflow of $21.0 million compared to 
2015. The increase in cash outflow was due to a $14.9 million decrease in proceeds from the issuance of shares of stock 
from ESPP, a net $13.3 million increase in tax payments related to net share settlements of equity awards and other 
activities, and a net $9.8 million decrease in proceeds from option exercises, offset by a reduction in repayments of capital 
lease obligations of $17.0 million.

68

Off Balance Sheet Arrangements 

We do not have any off-balance sheet arrangements and did not have any such arrangements in 2018, 2017 or 

2016. 

Contractual Obligations 

Our principal commitments consist of obligations under the Notes (including principal and coupon interest), capital 

and operating leases for equipment, office space and co-located data center facilities, as well as non-cancellable 
contractual commitments. The following table summarizes our commitments to settle contractual obligations in cash as of 
December 31, 2018. 

Total

2019

Payments Due by Year
2020-2021
(In thousands)

2022-2023

Thereafter

2019 Notes ................................................ $
937,338    $
982,646   
2021 Notes ................................................  
2024 Notes ................................................   1,165,781   
Operating lease obligations (1) ...................  
839,512   
Capital lease obligations ............................  
94,920   
Other contractual commitments (2) .............  
346,922   

937,338    $
9,540   
2,867   
161,932   
70,506   
65,768   

—    $

973,106   
5,742   
262,604   
24,414   
135,205   

Total contractual obligations ................. $ 4,367,119    $ 1,247,951    $ 1,401,071    $

—    $
— 
—   
— 
5,734   
  1,151,438 
151,535   
263,441 
—   
— 
11,545 
134,404   
291,673    $ 1,426,424  

(1) We have entered into several sublease agreements for office space that we are not fully utilizing. Under the 

sublease agreements, we will receive approximately $52.5 million in sublease income over the next four years.  

(2)

Other contractual commitments are non-cancelable contractual commitments primarily related to our infrastructure 
services, bandwidth and other services arrangements.

As of December 31, 2018, we had recorded liabilities of $17.9 million related to uncertain tax positions. Due to 

uncertainties in the timing of potential tax audits, the timing of the resolution of these positions is uncertain and we are 
unable to make a reasonably reliable estimate of the timing of payments in individual years beyond 12 months. As a 
result, this amount is not included in the above table. 

Critical Accounting Policies and Estimates 

We prepare our consolidated financial statements in accordance with GAAP. In doing so, we have to 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, 
which we discuss further below. 

Revenue Recognition 

We generate the substantial majority of our revenue from the sale of advertising services with the balance from data 

licensing and other arrangements. 

We generate our advertising revenue primarily from the sale of our Promoted Products: (i) Promoted Tweets, (ii) 

Promoted Accounts and (iii) Promoted Trends. Promoted Tweets and Promoted Accounts are pay-for-performance 
advertising products or pay on impressions delivered, each priced through an auction. Promoted Trends are featured by 
geography and offered on a fixed-fee-per-day basis. Advertisers are obligated to pay when a user engages with a 
Promoted Tweet, follows a Promoted Account, when an impression is delivered, or when a Promoted Trend is displayed. 
These advertising services may be sold in combination as a bundled arrangement or separately on a stand-alone basis. 

69

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
For our Promoted Product arrangements, significant judgments are (i) identifying the performance obligations in the 

contract, (ii) determining the basis for allocating contract consideration to performance obligations, (iii) determining 
whether we are the principal or the agent in arrangements where another party is involved in providing specified services 
to a customer, and (iv) estimating the transaction price to be allocated for contracts with tiered rebate provisions.

We may generate revenue from the sale of certain Promoted Tweets through placement by Twitter of advertiser ads 

against third-party publisher content. We will pay the third-party publisher a revenue share fee for our right to monetize 
their content. In such transactions, advertisers are contracting to obtain a single integrated advertising service, the 
Promoted Tweet combined with the third-party publisher content, and we obtain control of the third-party publisher content 
displayed on Twitter that we then combine with the advertiser ads within the Promoted Tweet. Therefore, we report 
advertising revenue generated from these transactions on a gross basis and record the related third-party content 
monetization fees as cost of revenue.

We also generate advertising revenue by selling services in which we place ads on third-party publishers’ websites, 
applications or other offerings. To fulfill these transactions, we purchase advertising inventory from third-party publishers’ 
websites and applications where we have identified the advertisers’ targeted audience and therefore incur traffic 
acquisition costs prior to transferring the advertising service to our customers. At such point, we have the sole ability to 
monetize the third-party publishers advertising inventory. In such transactions, we obtain control of a right to a service to 
be performed by the third-party publishers, which gives us the ability to direct those publishers to provide the services to 
our customers on our behalf. Therefore, we report advertising revenue generated from these transactions on a gross 
basis, and we record the related traffic acquisition costs as cost of revenue.

Fees for the advertising services above are recognized in the period when advertising is delivered as evidenced by a 
user engaging with a Promoted Tweet or an ad on a third-party publisher website or application in a manner satisfying 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, following a Promoted Account, 
delivery of impressions, or through the display of a Promoted Trend on our platform.

We have concluded that our data licensing arrangements, which grant customers a right to Twitter’s intellectual 

property (“IP”) for a defined period of time, may contain a single performance obligation satisfied at a point in time 
(“Historical IP”) or over time (“Future IP”), or may contain two or more performance obligations satisfied separately at a 
point in time (Historical IP) and over time (Future IP). In some of our data licensing arrangements, pricing is a fixed 
monthly fee over a specified term. In arrangements with a single performance obligation satisfied over time, data licensing 
revenue is recognized on a straight-line basis over the period in which we provide data as the customer consumes and 
benefits from the continuous data available on an ongoing basis. In arrangements with at least two performance 
obligations, we allocate revenue on a relative basis between the performance obligations based on standalone selling 
price (“SSP”) and recognize revenue as the performance obligations are satisfied.

In other data licensing arrangements, we charge customers based on the amount of sales they generate from 

downstream customers using Twitter data. Certain of those royalty-based data licensing arrangements are subject to 
minimum guarantees. For such arrangements with a minimum guarantee and a single Future IP performance obligation, 
we recognize revenue for minimum guarantees on a straight-line basis over the period in which we provide data. For such 
arrangements with a minimum guarantee and two or more performance obligations, we allocate revenue on a relative 
basis between the performance obligations based on SSP and recognize revenue as the performance obligations are 
satisfied. Royalties in excess of minimum guarantees, if any, are recognized as revenue in the period that the related 
downstream customer sales using our licensed data occur, and such amounts have been immaterial to date.

For data licensing arrangements involving two or more performance obligations, we use directly observable 
standalone transactions to determine SSP of Historical IP.  We use standalone transactions and consider all other 
reasonably available observable evidence to estimate SSP of Future IP.

Other revenue is primarily generated from service fees from transactions completed on our mobile ad exchange. Our 

mobile ad exchange enables buyers and sellers to purchase and sell advertising inventory by matching them in the 
exchange. We have determined we are not the principal in the purchase and sale of advertising inventory in transactions 
between third-party buyers and sellers on the exchange because we do not obtain control of the advertising inventory. We 
report revenue related to our ad exchange services on a net basis for the fees paid by buyers, net of costs related to 
acquiring the advertising inventory paid to sellers.

70

Arrangements involving multiple performance obligations primarily consist of combinations of our pay-for-

performance products, Promoted Tweets and Promoted Accounts, which are priced through an auction, and Promoted 
Trends, which are priced on a fixed-fee-per day, per geography basis. For arrangements that include a combination of 
these products, we develop an estimate of the standalone selling price for these products in order to allocate any potential 
discount to all performance obligations in the arrangement. The estimate of standalone selling price for pay-for-
performance auction based products is determined based on the winning bid price. The estimate of standalone selling 
price for Promoted Trends is based on Promoted Trends sold on a standalone basis and/or separately priced in a bundled 
arrangement by reference to a list price by geography, which is updated and approved periodically. For other 
arrangements involving multiple performance obligations where neither auction pricing nor standalone sales provide 
sufficient evidence of standalone selling price, we estimate standalone selling price using either an adjusted market 
assessment approach or an expected cost plus margin approach. We believe the use of our estimation approach and 
allocation of the transaction price on a relative standalone selling price basis to each performance obligation results in 
revenue recognition in a manner consistent with the underlying economics of the transaction and the allocation principle 
included in Topic 606. We have elected to exclude certain sales and indirect taxes from the determination of the 
transaction price.

Income Taxes 

 We are subject to income taxes in the United States and several foreign jurisdictions. Significant judgment is 
required in determining our provision (benefit) for income taxes and income tax assets and liabilities, including evaluating 
uncertainties in the application of accounting principles and complex tax laws.

We record a provision (benefit) for income taxes for the anticipated tax consequences of the reported results of 
operations using the asset and liability method. Under this method, we recognize deferred income tax assets and liabilities 
for the expected future tax consequences of temporary differences between the financial reporting and tax bases of 
assets and liabilities, as well as for loss and tax credit carryforwards. Deferred tax assets and liabilities are measured 
using the tax rates that are expected to apply to taxable income for the years in which those tax assets and liabilities are 
expected to be realized or settled. We recognize the deferred income tax effects of a change in tax rates in the period of 
the enactment. We record a valuation allowance to reduce our deferred tax assets to the net amount that we believe is 
more likely than not to be realized.

We recognize tax benefits from uncertain tax positions if we believe that it is more likely than not that the tax position 

will be sustained on examination by the taxing authorities based on the technical merits of the position. Although we 
believe we have adequately reserved for our uncertain tax positions (including net interest and penalties), we can provide 
no assurance that the final tax outcome of these matters will not be different. We make adjustments to these reserves in 
accordance with income tax accounting guidance when facts and circumstances change, such as the closing of a tax 
audit. To the extent that the final tax outcome of these matters is different from the amounts recorded, such differences 
may impact the provision (benefit) for income taxes in the period in which such determination is made. We record interest 
and penalties related to our uncertain tax positions in our provision (benefit) for income taxes.

The Tax Act contains several key tax provisions that affected us, including a reduction of the federal corporate 

income tax rate to 21% effective January 1, 2018. We are required to recognize the effect of the tax law changes in the 
period of enactment, such as re-measuring our U.S. deferred tax assets and liabilities as well as our valuation allowance 
against our net U.S. deferred tax assets. In December 2017, the SEC staff issued Staff Accounting Bulletin No. 118, 
Income Tax Accounting Implications of the 2017 Tax Cuts and Jobs Act (SAB 118), which allowed us to record provisional 
amounts during a measurement period not to extend beyond one year of the enactment date. We completed our 
accounting for the Tax Act in the fourth quarter of 2018, within the one year-measurement period from the enactment 
date. We elected to account for Global Intangible Low-Taxed Income (GILTI) under the Tax Act as a period cost when the 
expense is incurred and apply the approach of tax law ordering for reflecting the realization of loss carryforward expected 
to offset future GILTI.

Loss Contingencies

We are involved in various lawsuits, claims, investigations, and proceedings that arise in the ordinary course of 

business. Certain of these matters include speculative claims for substantial or indeterminate amounts of damages. We 
record a liability when we believe that it is both probable that a loss has been incurred and the amount or range can be 
reasonably estimated. Significant judgment is required to determine both probability and the estimated amount. We review 
these provisions on a quarterly basis and adjust these provisions accordingly to reflect the impact of negotiations, 
settlements, rulings, advice of legal counsel, and updated information.

71

We believe that the amount or estimable range of reasonably possible loss, will not, either individually or in the 
aggregate, have a material adverse effect on our business, consolidated financial position, results of operations, or cash 
flows with respect to loss contingencies for legal and other contingencies as of December 31, 2018. However, the 
outcome of litigation is inherently uncertain. Therefore, if one or more of these legal matters were resolved against us for 
amounts in excess of management's expectations, our results of operations and financial condition, including in a 
particular reporting period, could be materially adversely affected.

Business Combinations 

We account for acquisitions of entities that include inputs and processes and have the ability to create outputs as 
business combinations. The purchase price of the acquisition is allocated to the tangible and intangible assets acquired and 
liabilities assumed based on their estimated fair values at the acquisition dates. The excess of the purchase price over those 
fair values is recorded as goodwill. During the measurement period, which may be up to one year from the acquisition date, 
we may record adjustments to the assets acquired and liabilities assumed with the corresponding offset to goodwill. Upon 
the conclusion of the measurement period or final determination of the values of assets acquired or liabilities assumed, 
whichever comes first, any subsequent adjustments are recorded to the consolidated statements of operations.

Accounting for business combinations requires our management to make significant estimates and assumptions at 

the acquisition date, including estimated fair value of acquired intangible assets, estimated fair value of stock awards 
assumed from the acquirees that are included in the purchase price, estimated income tax assets and liabilities assumed 
from the acquirees, and determination of the fair value of contractual obligations, where applicable. The estimates of fair 
value require management to also make estimates of, among other things, future expected cash flows, discount rates or 
expected costs to reproduce an asset. Although we believe the assumptions and estimates we made at the time were 
reasonable and appropriate, these estimates are based on historical experience and information obtained from the 
management of the acquired companies and are inherently uncertain.

Impact of Recently Issued Accounting Standards

The impact of recently issued accounting standards is set forth in Note 2, Summary of Significant Accounting 

Policies, of the Notes to Consolidated Financial Statements under Part II, Item 8 of this Annual Report on Form 10-K.

Item 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK 

We have operations both within the United States and internationally, and we are exposed to market risks in the 

ordinary course of our business. These risks include primarily interest rate and foreign exchange risks. 

Interest Rate Fluctuation Risk 

Our investment portfolio mainly consists of short-term fixed income securities, including government and investment-

grade debt securities and money market funds. These securities are classified as available-for-sale and, consequently, 
are recorded in the consolidated balance sheets at fair value with unrealized gains or losses, net of tax reported as a 
separate component of accumulated other comprehensive loss. Our investment policy and strategy is focused on the 
preservation of capital and supporting our liquidity requirements. We do not enter into investments for trading or 
speculative purposes. 

A rise in interest rates could have a material adverse impact on the fair value of our investment portfolio. Based on 

our investment portfolio balance as of December 31, 2018, a hypothetical increase in interest rates of 100 basis points 
would result in a decrease of approximately $17.7 million in the fair value of our available-for-sale securities. We currently 
do not hedge these interest rate exposures. 

In 2014 and 2018, we issued convertible senior notes with in aggregate principal amount of $1.89 billion and $1.15 
billion, respectively. We carry the Notes at face value less amortized discount on the consolidated balance sheet. Since 
the Notes bear interest at fixed rates, we have no financial statement risk associated with changes in interest rates. 
However, the fair value of the Notes changes when the market price of our stock fluctuates or interest rates change.

72

Foreign Currency Exchange Risk 

Transaction Exposure 

We transact business in various foreign currencies and have international revenue, as well as costs denominated in 

foreign currencies, primarily the Euro, British Pound, Singapore Dollar and Japanese Yen. This exposes us to the risk of 
fluctuations in foreign currency exchange rates. Accordingly, changes in exchange rates, and in particular a continuing 
strengthening of the U.S. dollar, would negatively affect our revenue and other operating results as expressed in U.S. 
dollars. 

We have experienced and will continue to experience fluctuations in our net loss as a result of transaction gains or 
losses related to revaluing and ultimately settling certain asset and liability balances that are denominated in currencies 
other than the functional currency of the entities in which they are recorded. Foreign currency net losses were $4.6 million 
in 2018. We currently utilize foreign currency forward contracts with financial institutions to reduce the risk that our 
earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or liabilities 
denominated in currencies other than the local currency of a subsidiary. These contracts are not designated as hedging 
instruments. We may in the future enter into other derivative financial instruments if it is determined that such hedging 
activities are appropriate to further reduce our foreign currency exchange risk. Based on our foreign currency exposures 
from monetary assets and liabilities net of our open hedge position, we estimated that a 10% change in exchange rates 
against the U.S. dollar would have resulted in a gain or loss of approximately $5.6 million as of December 31, 2018.

Translation Exposure 

We are also exposed to foreign exchange rate fluctuations as we translate the financial statements of our foreign 

subsidiaries into U.S. dollars in consolidation. If there is a change in foreign currency exchange rates, the translating 
adjustments resulting from the conversion of our foreign subsidiaries’ financial statements into U.S. dollars would result in 
a gain or loss recorded as a component of accumulated other comprehensive loss which is part of stockholders’ equity. 

73

  
Item 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA 

INDEX TO CONSOLIDATED FINANCIAL STATEMENTS 

Report of Independent Registered Public Accounting Firm ..........................................................................................   75
Consolidated Balance Sheets .......................................................................................................................................   77
Consolidated Statements of Operations........................................................................................................................   78
Consolidated Statements of Comprehensive Income (Loss) ........................................................................................   79
Consolidated Statements of Stockholders’ Equity.........................................................................................................   80
Consolidated Statements of Cash Flows ......................................................................................................................   81
Notes to Consolidated Financial Statements ................................................................................................................   82

   Page

The supplementary financial information required by this Item 8 is included in Item 7 under the caption “Quarterly 
Results of Operations.”

74

 
 
REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM 

To the Board of Directors and Stockholders of Twitter, Inc. 

Opinions on the Financial Statements and Internal Control over Financial Reporting

We have audited the accompanying consolidated balance sheets of Twitter, Inc. and its subsidiaries (the “Company”) as 
of December 31, 2018 and 2017, and the related consolidated statements of operations, of comprehensive income, of 
stockholders’ equity and of cash flows for each of the three years in the period ended December 31, 2018, including the 
related notes and financial statement schedule listed in the index appearing under Item 15.2 (collectively referred to as the 
“consolidated financial statements”). We also have audited the Company's internal control over financial reporting as of 
December 31, 2018, based on criteria established in Internal Control - Integrated Framework (2013) issued by the 
Committee of Sponsoring Organizations of the Treadway Commission (COSO).  

In our opinion, the consolidated financial statements referred to above present fairly, in all material respects, the financial 
position of the Company as of December 31, 2018 and 2017, and the results of its operations and its cash flows for each 
of the three years in the period ended December 31, 2018 in conformity with accounting principles generally accepted in 
the United States of America. Also in our opinion, the Company maintained, in all material respects, effective internal 
control over financial reporting as of December 31, 2018, based on criteria established in Internal Control - Integrated 
Framework (2013) issued by the COSO.

Basis for Opinions

The Company's management is responsible for these consolidated financial statements, for maintaining effective internal 
control over financial reporting, and for its assessment of the effectiveness of internal control over financial reporting, 
included in Management's Report on Internal Control over Financial Reporting appearing under Item 9A. Our 
responsibility is to express opinions on the Company’s consolidated financial statements and on the Company's internal 
control over financial reporting based on our audits. We are a public accounting firm registered with the Public Company 
Accounting Oversight Board (United States) (PCAOB) and are required to be independent with respect to the Company in 
accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange 
Commission and the PCAOB.

We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and 
perform the audits to obtain reasonable assurance about whether the consolidated financial statements are free of 
material misstatement, whether due to error or fraud, and whether effective internal control over financial reporting was 
maintained in all material respects.  

Our audits of the consolidated financial statements included performing procedures to assess the risks of material 
misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that 
respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and 
disclosures in the consolidated financial statements. Our audits also included evaluating the accounting principles used 
and significant estimates made by management, as well as evaluating the overall presentation of the consolidated 
financial statements. Our audit of internal control over financial reporting included obtaining an understanding of internal 
control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design 
and operating effectiveness of internal control based on the assessed risk. Our audits also included performing such other 
procedures as we considered necessary in the circumstances. We believe that our audits provide a reasonable basis for 
our opinions.

75

Definition and Limitations of Internal Control over Financial Reporting

A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the 
reliability of financial reporting and the preparation of financial statements for external purposes in accordance with 
generally accepted accounting principles. A company’s internal control over financial reporting includes those policies and 
procedures that (i) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the 
transactions and dispositions of the assets of the company; (ii) provide reasonable assurance that transactions are 
recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting 
principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of 
management and directors of the company; and (iii) provide reasonable assurance regarding prevention or timely 
detection of unauthorized acquisition, use, or disposition of the company’s assets that could have a material effect on the 
financial statements.

Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, 
projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become 
inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may 
deteriorate.

/s/ PricewaterhouseCoopers LLP 

San Francisco, California 

February 20, 2019 

We have served as the Company’s auditor since 2009.

76

TWITTER, INC. 

CONSOLIDATED BALANCE SHEETS 
(In thousands, except par value) 

December 31,
2018

December 31,
2017

Assets
Current assets:

Cash and cash equivalents ........................................................................................  $
Short-term investments .............................................................................................. 
Accounts receivable, net of allowance for doubtful accounts of $3,559 and $5,430 ..... 
Prepaid expenses and other current assets ............................................................... 
Total current assets ............................................................................................... 
Property and equipment, net ........................................................................................... 
Intangible assets, net....................................................................................................... 
Goodwill........................................................................................................................... 
Deferred tax assets, net .................................................................................................. 
Other assets .................................................................................................................... 

1,894,444    $
4,314,957   
788,700   
112,935   
7,111,036   
885,078   
45,025   
1,227,269   
808,459   
85,705   

Total assets ...........................................................................................................  $ 10,162,572    $

Liabilities and stockholders' equity
Current liabilities:

Accounts payable .......................................................................................................  $
Accrued and other current liabilities ........................................................................... 
Convertible notes, short-term ..................................................................................... 
Capital leases, short-term........................................................................................... 
Total current liabilities ............................................................................................ 
Convertible notes, long-term ........................................................................................... 
Capital leases, long-term................................................................................................. 
Deferred and other long-term tax liabilities, net............................................................... 
Other long-term liabilities................................................................................................. 
Total liabilities ........................................................................................................ 

145,186    $
405,751   
897,328   
68,046   
1,516,311   
1,730,922   
24,394   
17,849   
67,502   
3,356,978   

Commitments and contingencies (Note 15)
Stockholders' equity:

1,638,413 
2,764,689 
664,268 
254,514 
5,321,884 
773,715 
49,654 
1,188,935 
10,455 
67,834 
7,412,477 

170,969 
327,333 
— 
84,976 
583,278 
1,627,460 
81,308 
13,240 
59,973 
2,365,259 

Preferred stock, $0.000005 par value-- 200,000 shares authorized; none issued 
and outstanding ..........................................................................................................
Common stock, $0.000005 par value-- 5,000,000 shares authorized; 764,257 and 
746,902 shares issued and outstanding.....................................................................
Additional paid-in capital............................................................................................. 
Accumulated other comprehensive loss ..................................................................... 
Accumulated deficit .................................................................................................... 
Total stockholders' equity ........................................................................................... 

—  

4 

8,324,974   
(65,311)  
(1,454,073)  
6,805,594   

Total liabilities and stockholders' equity.................................................................  $ 10,162,572    $

—

4 
7,750,522 
(31,579)
(2,671,729)
5,047,218 
7,412,477  

The accompanying notes are an integral part of these consolidated financial statements. 

77

 
 
 
   
 
 
 
   
 
 
   
   
   
 
 
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
 
 
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
 
 
   
   
   
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
TWITTER, INC. 

CONSOLIDATED STATEMENTS OF OPERATIONS 
(In thousands, except per share data) 

Revenue .....................................................................................................  $
Costs and expenses

Cost of revenue......................................................................................
Research and development ...................................................................
Sales and marketing ..............................................................................
General and administrative ....................................................................
Total costs and expenses .................................................................
Income (loss) from operations ....................................................................
Interest expense .........................................................................................   
Interest income ...........................................................................................   
Other income (expense), net ......................................................................   
Income (loss) before income taxes.............................................................   
Provision (benefit) for income taxes ...........................................................   
Net income (loss)........................................................................................  $
Net income (loss) per share attributable to common stockholders:

2018
3,042,359    $

Year Ended December 31,
2017
2,443,299    $

964,997     
553,858     
771,361     
298,818     
2,589,034     
453,325     
(132,606)   
111,221     
(8,396)   
423,544     
(782,052)   
1,205,596    $

861,242     
542,010     
717,419     
283,888     
2,404,559     
38,740     
(105,237)   
44,383     
(73,304)   
(95,418)   
12,645     
(108,063)  $

2016
2,529,619 

932,240 
713,482 
957,829 
293,276 
2,896,827 
(367,208)
(99,968)
24,277 
2,065 
(440,834)
16,039 
(456,873)

Basic .................................................................................................
Diluted...............................................................................................

$
$

1.60    $
1.56    $

(0.15)  $
(0.15)  $

(0.65)
(0.65)

Weighted-average shares used to compute net income (loss) per share 
attributable to common stockholders:

Basic .................................................................................................
Diluted...............................................................................................

754,326     
772,686     

732,702     
732,702     

702,135 
702,135  

The accompanying notes are an integral part of these consolidated financial statements.

78

 
 
     
       
       
 
 
 
 
 
 
   
   
 
     
       
       
 
  
  
  
  
 
 
 
 
     
       
       
 
 
 
     
       
       
 
 
 
 
 
TWITTER, INC. 

CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME (LOSS) 
(In thousands) 

Net income (loss)......................................................................................  $ 1,205,596    $
Other comprehensive income (loss), net of tax:

2018

Year Ended December 31,
2017
(108,063)   $

2016
(456,873)

Change in unrealized gain (loss) on investments in available-for-sale 
securities .............................................................................................
Change in foreign currency translation adjustment .............................   
Net change in accumulated other comprehensive income (loss) .............   

(393)
(33,339)  
(33,732)  

Comprehensive income (loss) .............................................................  $ 1,171,864    $

(1,325)
38,999   
37,674   
(70,389)   $

1,685 
(25,372)
(23,687)
(480,560)

The accompanying notes are an integral part of these consolidated financial statements. 

79

 
 
 
 
 
 
 
 
 
 
   
   
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
TWITTER, INC. 

CONSOLIDATED STATEMENTS OF STOCKHOLDERS’ EQUITY
(In thousands) 

Common stock

2018
Shares     Amount

Year Ended December 31,
2017

2016

    Shares     Amount

    Shares     Amount

15,026     

Balance, beginning of period ........................................   746,902    $
Issuance of common stock in connection with RSU 
vesting...........................................................................  
Issuance of common stock in connection with 
acquisitions ...................................................................  
Issuance of restricted stock in connection with 
acquisitions accounted for as stock-based 
compensation................................................................  
Exercise of stock options ..............................................  
Issuance of common stock upon purchases under 
employee stock purchase plan .....................................  
Shares withheld related to net share settlement of 
equity awards................................................................  
Cancellation of shares contributed by the CEO ............  
Other activities ..............................................................  

(610)    
—     
(8)    
Balance, end of period ............................................   764,257    $

655     
634     

1,539     

119     

4      721,572    $

4      694,132    $

—     

20,855     

—     

26,909     

—     

—     

—     

41     

—     
—     

—     
3,733     

—     
—     

3,364     
2,864     

—     

1,735     

—     

2,039     

(531)    
—     
—     
—     
—     
(462)    
4      746,902    $

(878)    
—     
(6,814)    
—     
—     
(85)    
4      721,572    $

3 

1 

— 

— 
— 

— 

— 
— 
— 
4 

Additional paid-in capital

Balance, beginning of period ........................................  
Cumulative-effect adjustment from adoption of stock-
based compensation expense simplification rule .........  
Issuance of common stock in connection with 
acquisitions ...................................................................  
Issuance of stock options in connection with 
acquisitions ...................................................................  
Issuance of restricted stock in connection with 
acquisitions ...................................................................  
Exercise of stock options ..............................................  
Issuance of common stock upon purchases under 
employee stock purchase plan .....................................  
Shares withheld related to net share settlement of 
equity awards................................................................  
Stock-based compensation...........................................  
Equity component of the convertible note issuance, 
net .................................................................................  
Purchase of convertible note hedge .............................  
Issuance of warrants.....................................................  
Other activities ..............................................................  
Balance, end of period ............................................  

Accumulated other comprehensive loss

—    $ 7,750,522     

—    $ 7,224,534     

—    $ 6,507,087 

—     

—     

—     

13,316     

—     

—     

5,405     

—     

—     

—     

—     

917     

—     

—     

—     

— 

735 

— 

—     
—     

12,843     
3,442     

—     
—     

—     
9,515     

—     
—     

— 
7,714 

—     

29,288     

—     

23,920     

—     

24,431 

—     
—     

(19,256)    
367,668     

—     
—     

(8,962)    
488,123     

—     
—     

(15,598)
695,525 

252,248     
—     
(267,950)    
—     
186,760     
—     
—     
3,087     
—    $ 8,324,974     

—     
—     
—     
—     
—     
—     
—     
76     
—    $ 7,750,522     

— 
—     
— 
—     
— 
—     
—     
4,640 
—    $ 7,224,534 

Balance, beginning of period ........................................  
Other comprehensive income (loss) .............................  
Balance, end of period ............................................  

—    $
—     
—    $

(31,579)    
(33,732)    
(65,311)    

—    $
—     
—    $

(69,253)    
37,674     
(31,579)    

—    $
—     
—    $

(45,566)
(23,687)
(69,253)

Accumulated deficit

Balance, beginning of period ........................................  
Cumulative-effect adjustment from adoption of 
revenue recognition rule ...............................................  
Cumulative-effect adjustment from adoption of stock-
based compensation expense simplification rule .........  
Net income (loss) ..........................................................  
Balance, end of period ............................................  

— 
—     
—     
(456,873)
—    $ (2,550,350)
Total stockholders' equity ...............................................   764,257    $ 6,805,594      746,902    $ 5,047,218      721,572    $ 4,604,935  

(13,316)    
—     
—     
(108,063)    
—    $(2,671,729)    

—     
—     
—      1,205,596     
—    $(1,454,073)    

—    $(2,671,729)    

—    $(2,550,350)    

—    $ (2,093,477)

—    $

12,060     

—     

—     

—     

— 

The accompanying notes are an integral part of these consolidated financial statements. 

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TWITTER, INC. 

CONSOLIDATED STATEMENTS OF CASH FLOWS 
(In thousands)

Cash flows from operating activities

Net income (loss) .............................................................................................................   $
Adjustments to reconcile net income (loss) to net cash provided by operating activities:  
Depreciation and amortization expense .....................................................................  
Stock-based compensation expense .........................................................................  
Amortization of discount on convertible notes............................................................  
Deferred income taxes ...............................................................................................  
Impairment of investments in privately-held companies.............................................  
Other adjustments ......................................................................................................  
Changes in assets and liabilities, net of assets acquired and liabilities assumed 
from acquisitions:

Accounts receivable .............................................................................................  
Prepaid expenses and other assets .....................................................................  
Accounts payable .................................................................................................  
Accrued and other liabilities..................................................................................  
Net cash provided by operating activities .......................................................  

Cash flows from investing activities

Purchases of property and equipment .............................................................................  
Proceeds from sales of property and equipment .............................................................  
Purchases of marketable securities .................................................................................  
Proceeds from maturities of marketable securities ..........................................................  
Proceeds from sales of marketable securities .................................................................  
Proceeds from sales of long-lived assets.........................................................................  
Purchases of investments in privately-held companies ...................................................  
Business combinations, net of cash acquired ..................................................................  
Other investing activities ..................................................................................................  
Net cash used in investing activities ...............................................................  

Cash flows from financing activities

Proceeds from issuance of convertible notes ..................................................................  
Purchases of convertible note hedges .............................................................................  
Proceeds from issuance of warrants concurrent with note hedges..................................  
Debt issuance costs .........................................................................................................  
Taxes paid related to net share settlement of equity awards...........................................  
Payments of capital lease obligations ..............................................................................  
Proceeds from exercise of stock options .........................................................................  
Proceeds from issuances of common stock under employee stock purchase plan.........  
Net cash provided by (used in) financing activities.........................................  
Net increase in cash, cash equivalents and restricted cash ...............................................  
Foreign exchange effect on cash, cash equivalents and restricted cash............................  
Cash, cash equivalents and restricted cash at beginning of period....................................  
Cash, cash equivalents and restricted cash at end of period .............................................   $
Supplemental cash flow data

Year Ended December 31,
2017

2016

2018

1,205,596    $

(108,063)   $

(456,873)

425,498   
326,228   
105,926   
(801,720)  
3,000   
(14,139)  

(130,871)  
126,470   
(1,533)  
95,256   
1,339,711   

(483,934)  
13,070   
(5,334,396)  
3,732,973   
58,721   
—   
(3,375)  
(33,572)  
(5,000)  
(2,055,513)  

395,867   
433,806   
80,061   
(6,415)  
62,439   
5,753   

2,668   
(13,974)  
8,371   
(29,304)  
831,209   

(160,742)  
2,783   
(2,687,214)  
2,579,747   
124,826   
35,000   
(825)  
—   
(10,101)  
(116,526)  

1,150,000   
(267,950)  
186,760   
(13,783)  
(19,263)  
(90,351)  
3,415   
29,288   
978,116   
262,314   
(14,296)  
1,673,857   
1,921,875    $

—   
—   
—   
—   
(8,962)  
(102,775)  
9,444   
23,920   
(78,373)  
636,310   
9,914   
1,027,633   
1,673,857    $

402,172 
615,233 
74,660 
(4,775)
4,000 
46,042 

(22,969)
7,101 
(7,112)
105,576 
763,055 

(218,657)
— 
(2,908,611)
2,518,631 
183,154 
— 
(81,502)
(85,082)
(1,181)
(593,248)

— 
— 
— 
— 
(15,598)
(100,558)
7,540 
24,641 
(83,975)
85,832 
(3,754)
945,555 
1,027,633 

Interest paid in cash .........................................................................................................   $
Taxes paid in cash ...........................................................................................................   $

14,547    $
33,065    $

13,990    $
16,216    $

12,953 
14,532 

Supplemental disclosures of non-cash investing and financing activities

Common stock issued in connection with acquisitions ....................................................   $
Equipment purchases under capital leases .....................................................................   $
Changes in accrued property and equipment purchases.................................................   $

19,165    $
16,086    $
(23,469)   $

—    $
123,235    $
16,387    $

1,341 
100,281 
5,738 

Reconciliation of cash, cash equivalents and restricted cash as shown in the 
consolidated statements of cash flows

Cash and cash equivalents ..............................................................................................   $
Restricted cash included in prepaid expenses and other current assets .........................  
Restricted cash included in other assets..........................................................................  
Total cash, cash equivalents and restricted cash ............................................................   $

1,894,444    $
1,698   
25,733   
1,921,875    $

1,638,413    $
8,289   
27,155   
1,673,857    $

988,598 
9,449 
29,586 
1,027,633  

The accompanying notes are an integral part of these consolidated financial statements. 

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TWITTER, INC. 

NOTES TO CONSOLIDATED FINANCIAL STATEMENTS 

Note 1. The Company 

Twitter, Inc. (“Twitter” or the “Company”) was incorporated in Delaware in April 2007, and is headquartered in San 

Francisco, California. Twitter offers products and services for users, advertisers, developers and platform and data 
partners.  

Note 2. Summary of Significant Accounting Policies 

Principles of Consolidation 

The consolidated financial statements include the accounts of the Company and its wholly-owned subsidiaries. All 

significant intercompany accounts and transactions have been eliminated in consolidation.

Prior Period Reclassifications 

Certain prior period amounts have been reclassified to conform to the current period presentation.

Use of Estimates 

The preparation of the Company’s consolidated financial statements in conformity with generally accepted 

accounting principles in the United States of America (“GAAP”) requires management to make estimates and 
assumptions that affect the reported amounts of assets, liabilities, revenue and expenses, as well as related disclosure of 
contingent assets and liabilities. Actual results could differ materially from the Company’s estimates. To the extent that 
there are material differences between these estimates and actual results, the Company’s financial condition or operating 
results will be affected. The Company bases its estimates on past experience and other assumptions that management 
believes are reasonable based on its knowledge of current events, as well as its expectations about actions it may take in 
the future, and evaluates these estimates on an ongoing basis.

Revenue Recognition 

The Company generates the substantial majority of its revenue from the sale of advertising services with the balance 

from data licensing and other arrangements. 

The Company generates its advertising revenue primarily from the sale of its Promoted Products: (i) Promoted 

Tweets, (ii) Promoted Accounts and (iii) Promoted Trends. Promoted Tweets and Promoted Accounts are pay-for-
performance advertising products or pay on impressions delivered, each priced through an auction. Promoted Trends are 
featured by geography and offered on a fixed-fee-per-day basis. Advertisers are obligated to pay when a user engages 
with a Promoted Tweet, follows a Promoted Account, when an impression is delivered, or when a Promoted Trend is 
displayed. These advertising services may be sold in combination as a bundled arrangement or separately on a stand-
alone basis. 

For the Company's Promoted Product arrangements, significant judgments are (i) identifying the performance 
obligations in the contract, (ii) determining the basis for allocating contract consideration to performance obligations, (iii) 
determining whether the Company is the principal or the agent in arrangements where another party is involved in 
providing specified services to a customer, and (iv) estimating the transaction price to be allocated for contracts with tiered 
rebate provisions.

The Company may generate revenue from the sale of certain Promoted Tweets through placement by Twitter of 

advertiser ads against third-party publisher content. The Company will pay the third-party publisher a revenue share fee 
for its right to monetize their content. In such transactions, advertisers are contracting to obtain a single integrated 
advertising service, the Promoted Tweet combined with the third-party publisher content, and the Company obtains 
control of the third-party publisher content displayed on Twitter that it then combines with the advertiser ads within the 
Promoted Tweet. Therefore, the Company reports advertising revenue generated from these transactions on a gross 
basis and records the related third-party content monetization fees as cost of revenue.

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The Company also generates advertising revenue by selling services in which the Company places ads on third-

party publishers’ websites, applications or other offerings. To fulfill these transactions, the Company purchases 
advertising inventory from third-party publishers’ websites and applications where the Company has identified the 
advertisers’ targeted audience and therefore incurs traffic acquisition costs prior to transferring the advertising service to 
its customers. At such point, the Company has the sole ability to monetize the third-party publishers advertising inventory. 
In such transactions, the Company obtains control of a right to a service to be performed by the third-party publishers, 
which gives the Company the ability to direct those publishers to provide the services to the Company's customers on the 
Company's behalf. Therefore, the Company reports advertising revenue generated from these transactions on a gross 
basis and records the related traffic acquisition costs as cost of revenue.

Fees for the advertising services above are recognized in the period when advertising is delivered as evidenced by a 
user engaging with a Promoted Tweet or an ad on a third-party publisher website or application in a manner satisfying 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, following a Promoted Account, 
delivery of impressions, or through the display of a Promoted Trend on the Company's platform.

The Company has concluded that its data licensing arrangements, which grant customers a right to Twitter’s 
intellectual property (“IP”) for a defined period of time, may contain a single performance obligation satisfied at a point in 
time (“Historical IP”) or over time (“Future IP”), or may contain two or more performance obligations satisfied separately at 
a point in time (Historical IP) and over time (Future IP). In some of the Company's data licensing arrangements, pricing is 
a fixed monthly fee over a specified term. In arrangements with a single performance obligation satisfied over time, data 
licensing revenue is recognized on a straight-line basis over the period in which the Company provides data as the 
customer consumes and benefits from the continuous data available on an ongoing basis. In arrangements with at least 
two performance obligations, the Company allocates revenue on a relative basis between the performance obligations 
based on standalone selling price (“SSP”) and recognizes revenue as the performance obligations are satisfied.

In other data licensing arrangements, the Company charges customers based on the amount of sales they generate 
from downstream customers using Twitter data. Certain of those royalty-based data licensing arrangements are subject to 
minimum guarantees. For such arrangements with a minimum guarantee and a single Future IP performance obligation, 
the Company recognizes revenue for minimum guarantees on a straight-line basis over the period in which the Company 
provides data. For such arrangements with a minimum guarantee and two or more performance obligations, the Company 
allocates revenue on a relative basis between the performance obligations based on SSP and recognizes revenue as the 
performance obligations are satisfied. Royalties in excess of minimum guarantees, if any, are recognized as revenue in 
the period that the related downstream customer sales using the Company’s licensed data occur, and such amounts have 
been immaterial to date. 

For data licensing arrangements involving two or more performance obligations, the Company uses directly 
observable standalone transactions to determine SSP of Historical IP.  The Company uses standalone transactions and 
considers all other reasonably available observable evidence to estimate SSP of Future IP.

Other revenue is primarily generated from service fees from transactions completed on the Company's mobile ad 

exchange. The Company's mobile ad exchange enables buyers and sellers to purchase and sell advertising inventory by 
matching them in the exchange. The Company has determined it is not the principal in the purchase and sale of 
advertising inventory in transactions between third-party buyers and sellers on the exchange because the Company does 
not obtain control of the advertising inventory. The Company reports revenue related to its ad exchange services on a net 
basis for the fees paid by buyers, net of costs related to acquiring the advertising inventory paid to sellers.

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Arrangements involving multiple performance obligations primarily consist of combinations of the Company's pay-
for-performance products, Promoted Tweets and Promoted Accounts, which are priced through an auction, and Promoted 
Trends, which are priced on a fixed-fee-per day, per geography basis. For arrangements that include a combination of 
these products, the Company develops an estimate of the standalone selling price for these products in order to allocate 
any potential discount to all performance obligations in the arrangement. The estimate of standalone selling price for pay-
for-performance auction based products is determined based on the winning bid price. The estimate of standalone selling 
price for Promoted Trends is based on Promoted Trends sold on a standalone basis and/or separately priced in a bundled 
arrangement by reference to a list price by geography, which is updated and approved periodically. For other 
arrangements involving multiple performance obligations where neither auction pricing nor standalone sales provide 
sufficient evidence of standalone selling price, the Company estimates standalone selling price using either an adjusted 
market assessment approach or an expected cost plus margin approach. The Company believes the use of its estimation 
approach and allocation of the transaction price on a relative standalone selling price basis to each performance 
obligation results in revenue recognition in a manner consistent with the underlying economics of the transaction and the 
allocation principle included in Topic 606. The Company has elected to exclude certain sales and indirect taxes from the 
determination of the transaction price.

Cost of Revenue 

Cost of revenue includes infrastructure costs, other direct costs including content costs, amortization expense of 
technology acquired through acquisitions and amortization of capitalized labor costs for internally developed software, 
allocated facilities costs, as well as traffic acquisition costs (“TAC”). Infrastructure costs consist primarily of data center 
costs related to the Company’s co-located facilities, which include lease and hosting costs, related support and 
maintenance costs and energy and bandwidth costs, as well as depreciation of servers and networking equipment, and 
personnel-related costs, including salaries, benefits and stock-based compensation, for its operations teams. Content 
costs are primarily related to payments to providers from whom the Company licenses content, in order to increase 
engagement on the platform. The fees paid to these content providers may be based on revenues generated, or a 
minimum guaranteed fee. TAC consists of costs incurred with third parties in connection with the sale to advertisers of 
advertising products that the Company places on third-party publishers’ websites, applications or other offerings 
collectively resulting from acquisitions and from the Company’s organically-built advertising network, Twitter Audience 
Platform. 

Stock-Based Compensation Expense 

The Company accounts for stock-based compensation expense under the fair value recognition and measurement 

provisions of GAAP. Stock-based awards granted to employees are measured based on the grant-date fair value. 

For service-based restricted stock awards and performance-based restricted stock awards without market 

conditions, the Company recognizes the compensation expense only for those awards expected to meet the performance 
and service vesting condition on a straight-line basis over the requisite service period which is generally one year for 
performance vesting condition awards and up to five years for service vesting condition awards. For performance-based 
restricted stock awards with market conditions, the Company recognizes the compensation expense on a straight-line 
basis over the requisite service period regardless of whether the market condition is satisfied, provided that the requisite 
service has been provided. Starting in 2017, the Company accounts for forfeitures as they occur.

The Company estimates the fair value of stock options granted and stock purchase rights provided under the 
Company’s employee stock purchase plan using the Black-Scholes option pricing model on the dates of grant. The 
compensation expense related to stock options and employee stock purchase rights is recognized on a straight-line basis 
over the requisite service period.

The fair value of performance-based restricted stock awards with market conditions is determined using a Monte 

Carlo simulation to estimate the grant date fair value.

The Company issues restricted stock subject to a lapsing right of repurchase to continuing employees of certain 
acquired companies. Since these issuances are subject to post-acquisition employment, the Company accounts for them 
as post-acquisition stock-based compensation expense. The grant-date fair value of restricted stock granted in connection 
with acquisitions is recognized as stock-based compensation expense on a straight-line basis over the requisite service 
period. 

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Acquisitions 

The Company accounts for acquisitions of entities that include inputs and processes and have the ability to create 

outputs as business combinations. The purchase price of the acquisition is allocated to the tangible and intangible assets 
acquired and liabilities assumed based on their estimated fair values at the acquisition dates. The excess of the purchase 
price over those fair values is recorded as goodwill. During the measurement period, which may be up to one year from 
the acquisition date, the Company may record adjustments to the assets acquired and liabilities assumed with the 
corresponding offset to goodwill. Upon the conclusion of the measurement period or final determination of the values of 
assets acquired or liabilities assumed, whichever comes first, any subsequent adjustments are recorded to the 
consolidated statements of operations. 

Investments in Privately-Held Companies

The Company makes strategic investments in privately-held companies. The Company also evaluates each investee 

to determine if the investee is a variable interest entity and, if so, whether the Company is the primary beneficiary of the 
variable interest entity. The Company’s investments in privately-held companies are primarily non-marketable equity 
securities without readily determinable fair values. Prior to January 1, 2018, the Company accounted for its non-
marketable equity securities at cost less impairment. Realized gains and losses on non-marketable securities sold or 
impaired were recognized in other income (expense), net. On January 1, 2018, the Company adopted the new standard 
which changed the way it accounts for non-marketable securities. The Company now adjusts the carrying value of its non-
marketable equity securities to fair value upon observable transactions for identical or similar investments of the same 
issuer or upon impairment (referred to as the measurement alternative). All gains and losses on non-marketable equity 
securities, realized and unrealized, are recognized in other income (expense), net. 

The Company periodically evaluates the carrying value of the investments in privately-held companies, when events 

and circumstances indicate that the carrying amount of the investment may not be recovered. The Company estimates 
the fair value of the investments to assess whether impairment losses shall be recorded using Level 3 inputs. These 
investments include the Company’s holdings in privately-held companies that are not exchange traded and therefore not 
supported with observable market prices; hence, the Company may determine the fair value by reviewing 
equity valuation reports, current financial results, long-term plans of the private companies, the amount of cash that the 
privately-held companies have on-hand, the ability to obtain additional financing and overall market conditions in which 
the private companies operate or based on the price observed from the most recent completed financing.

Loss Contingencies

The Company is involved in various lawsuits, claims, investigations, and proceedings that arise in the ordinary 
course of business. The Company records a liability when it believes that it is both probable that a loss has been incurred 
and the amount or range can be reasonably estimated. Significant judgment is required to determine both probability and 
the estimated amount. The Company reviews these provisions on a quarterly basis and adjust these provisions 
accordingly to reflect the impact of negotiations, settlements, rulings, advice of legal counsel, and updated information.

Restructuring and Other Charges

The Company records charges associated with management-approved restructuring plans to reduce headcount and 

for leases. Restructuring costs are recognized when the related liability is incurred and measured at fair value. The 
Company records a liability for employee terminations when all of the following conditions have been met: management, 
having the authority to approve the action, commits to a plan of termination; the plan identifies the number of employees 
to be terminated, their job classifications and their locations, and the expected completion date; the plan establishes the 
terms of the benefit arrangement in sufficient detail to enable employees to determine the type and amount of benefits 
they will receive if they are involuntarily terminated; and actions required to complete the plan indicate that it is unlikely 
that significant changes to the plan will be made or that the plan will be withdrawn. 

The Company accrues for costs to terminate an operating lease or other contract when it terminates the contract in 

accordance with the contract terms. 

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A liability for costs that will continue to be incurred under a contract for the remaining term without economic benefits 

to the Company is recognized and measured when the entity meets the cease-use date. In recording liabilities for cease-
use facilities, the Company makes various assumptions, including the time period over which the facilities are expected to 
be vacant, expected sublease terms and expected sublease rates. The estimates involve a number of risks and 
uncertainties, some of which are beyond the Company’s control, including future real estate market conditions and the 
Company’s ability to successfully enter into sublease agreements with terms as favorable as those assumed when 
arriving at the estimates. The Company regularly evaluates a number of factors to determine the appropriateness and 
reasonableness of the restructuring and lease loss accruals including the various assumptions noted above. If actual 
results differed significantly from its estimates, the Company may be required to adjust the restructuring and lease loss 
accruals in the future.

Operating and Capital Leases 

The Company leases office space and data center facilities under operating leases. Certain lease agreements 
contain free or escalating rent payment provisions. The Company recognizes rent expense under such leases on a 
straight-line basis over the term of the lease. Lease renewal periods are considered on a lease-by-lease basis in 
determining the lease term. 

The Company also has entered into server and networking equipment lease arrangements with original lease terms 
up to four years. The Company’s server and networking equipment leases typically are accounted for as capital leases as 
they meet one or more of the four capital lease classification criteria. Assets acquired under capital leases are amortized 
over their estimated useful life. As of December 31, 2018 and 2017, the Company had capital lease obligations included 
in short-term and long-term capital lease obligations in the consolidated balance sheets of $92.4 million and 
$166.3 million, respectively. In the years ended December 31, 2018, 2017 and 2016, the Company recorded 
approximately $4.9 million, $5.6 million and $5.5 million, respectively, of interest expense in relation to these capital lease 
arrangements. 

Cash, Cash Equivalents and Investments 

The Company invests its excess cash primarily in short-term fixed income securities, including government and 
investment-grade debt securities and money market funds. The Company classifies all liquid investments with stated 
maturities of three months or less from date of purchase as cash equivalents. The Company classifies all marketable 
securities for use in current operations, even if the security matures beyond 12 months, and presents them as short-term 
investments in the consolidated balance sheets. 

As of December 31, 2018 and 2017, the Company has restricted cash balances of $1.7 million and $8.3 million, 

respectively, within prepaid expenses and other current assets and $25.7 million and $27.1 million, respectively, in other 
assets on the accompanying consolidated balance sheets based upon the term of the remaining restrictions. These 
restricted cash balances are primarily cash deposits to back letters of credit related to certain property leases.

The Company determines the appropriate classification of its investments in marketable securities at the time of 

purchase and reevaluates such designation at each balance sheet date. The Company has classified and accounted for 
its marketable securities as available-for-sale. After considering the Company’s capital preservation objectives, as well as 
its liquidity requirements, the Company may sell securities prior to their stated maturities. The Company carries its 
available-for-sale securities at fair value, and reports the unrealized gains and losses, net of taxes, as a component of 
stockholders’ equity, except for unrealized losses determined to be other-than-temporary which are recorded as other 
income (expense), net. The Company determines any realized gains or losses on the sale of marketable securities on a 
specific identification method and records such gains and losses as a component of other income (expense), net. Interest 
earned on cash, cash equivalents, and marketable securities was $111.2 million, $44.4 million, and $24.3 million during 
the years ended December 31, 2018, 2017 and 2016, respectively. These balances are recorded in interest income in the 
accompanying consolidated statements of operations. 

The Company evaluates the investments periodically for possible other-than-temporary impairment. A decline in fair 
value below the amortized costs of debt securities is considered an other-than-temporary impairment if the Company has 
the intent to sell the security or it is more likely than not that the Company will be required to sell the security before 
recovery of the entire amortized cost basis. In those instances, an impairment charge equal to the difference between the 
fair value and the amortized cost basis is recognized in earnings. Regardless of the Company’s intent or requirement to 
sell a debt security, impairment is considered other-than-temporary if the Company does not expect to recover the entire 
amortized cost basis. 

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Concentration of Credit Risk 

Financial instruments that potentially subject the Company to significant concentration of credit risk consist primarily 

of cash, cash equivalents, short-term investments and accounts receivable. The primary focus of the Company’s 
investment strategy is to preserve capital and meet liquidity requirements. The Company’s investment policy addresses 
the level of credit exposure by limiting the concentration in any one corporate issuer or sector and establishing a minimum 
allowable credit rating. To manage the risk exposure, the Company invests cash equivalents and short-term investments 
in a variety of fixed income securities, including government and investment-grade debt securities and money market 
funds. The Company places its cash primarily in checking and money market accounts with reputable financial 
institutions. Deposits held with these financial institutions may exceed the amount of insurance provided on such deposits, 
if any. 

The Company’s accounts receivable are typically unsecured and are derived from customers around the world in 

different industries. The Company includes terms in its contracts providing the ability to stop transferring promised goods 
or services, performs ongoing credit evaluations of its customers, and maintains allowances for potential credit losses. 
Historically, such losses have been within management’s expectations. As of December 31, 2018 and 2017, no single 
customer accounted for more than 10% of the Company’s net accounts receivable balance. No single customer 
accounted for more than 10% of the Company’s revenue in the years ended December 31, 2018, 2017 and 2016.

The Company’s note hedge transactions, entered into in connection with the Notes, as defined and further described 

in Note 5 – Fair Value Measurements, and its derivative financial instruments expose the Company to credit risk to the 
extent that its counterparties may be unable to meet the terms of the transactions. The Company mitigates this risk by 
limiting its counterparties to major financial institutions and using multiple financial institutions as counterparties in its 
hedge transactions. 

Accounts Receivable, Net 

The Company records accounts receivable at the invoiced amount. The Company maintains an allowance for 
doubtful accounts to reserve for potentially uncollectible receivable amounts. In evaluating the Company’s ability to collect 
outstanding receivable balances, the Company considers various factors including the age of the balance, the 
creditworthiness of the customer, which is assessed based on ongoing credit evaluations and payment history, and the 
customer’s current financial condition. 

Property and Equipment, Net 

Property and equipment are stated at cost and depreciated using the straight-line method over the estimated useful 

lives of the assets. Leasehold improvements are amortized using the straight-line method over the shorter of the lease 
term or the estimated useful life. The estimated useful lives of property and equipment are described below: 

Property and Equipment

Estimated Useful Life

Computer hardware, networking and office equipment ..........   Three to five years
Computer software..................................................................   Up to four years
Furniture and fixtures ..............................................................   Five years
Leasehold improvements........................................................   Lesser of estimated useful life or remaining lease term

The Company reviews the remaining estimated useful lives of its property and equipment on an ongoing 
basis. Management is required to use judgment in determining the estimated useful lives of such assets. Changes in 
circumstances such as technological advances, changes to the Company’s business model, changes in the Company’s 
business strategy, or changes in the planned use of property and equipment could result in the actual useful lives differing 
from the Company’s current estimates. In cases where the Company determines that the estimated useful life of property 
and equipment should be shortened or extended, the Company would apply the new estimated useful life prospectively.

The Company reviews property and equipment for impairment when events or changes indicate the carrying amount 

may not be recoverable.

Costs of maintenance and repairs that do not improve or extend the lives of the respective assets are expensed as 

incurred. Upon retirement or sale, the cost and related accumulated depreciation are removed from the balance sheet and 
the resulting gain or loss is reflected in operating expenses. 

87

 
  
Capitalization of Interest

Interest costs are capitalized for assets that are constructed for the Company’s own internal use, including internally 

developed software and property and equipment, for the period of time to get them ready for their intended use. During 
the years ended December 31, 2018, 2017 and 2016, the Company capitalized $3.7 million, $3.6 million and $4.3 million 
of interest expense, respectively.   

Goodwill 

Goodwill represents the excess of the purchase price over the fair value of the net tangible and intangible assets 

acquired in a business combination. Goodwill is not amortized, but is tested for impairment at least annually or more 
frequently if events or changes in circumstances indicate that the asset may be impaired. The Company’s impairment 
tests are based on a single operating segment and reporting unit structure. If the carrying value of the reporting unit 
exceeds its fair value, an impairment charge is recognized for the excess of the carrying value of the reporting unit over its 
fair value. 

The Company conducted its annual goodwill impairment test during the fourth quarter of 2018 and determined that 

the fair value of the reporting unit significantly exceeded its carrying value. As such, goodwill was not impaired. No 
impairment charge was recorded in any of the periods presented in the accompanying consolidated financial statements. 

Intangible Assets 

Intangible assets are carried at cost and amortized on a straight-line basis over their estimated useful lives of up to 

eleven years. The Company reviews identifiable amortizable intangible assets to be held and used for impairment 
whenever events or changes in circumstances indicate that the carrying value of the assets may not be recoverable. 
Determination of recoverability is based on the lowest level of identifiable estimated undiscounted cash flows resulting 
from use of the asset and its eventual disposition. Measurement of any impairment loss is based on the excess of the 
carrying value of the asset over its fair value. There have been no impairment charges recorded in any of the periods 
presented in the accompanying consolidated financial statements. 

Fair Value Measurements 

The Company classifies and discloses assets and liabilities measured at fair value on a recurring basis, as well as 

fair value measurements of assets and liabilities measured on a nonrecurring basis in periods subsequent to initial 
measurement, in a three-tier fair value hierarchy as described below. Fair value is defined as the exchange price that 
would be received for an asset or paid to transfer a liability in the principal or most advantageous market for the asset or 
liability in an orderly transaction between market participants on the measurement date. Valuation techniques used to 
measure fair value must maximize the use of observable inputs and minimize the use of unobservable inputs. The three 
levels of inputs that may be used to measure fair value are as follows: 

Level 1—Observable inputs, such as quoted prices in active markets for identical assets or liabilities. 

Level 2—Observable inputs other than Level 1 prices, such as quoted prices for similar assets or liabilities, quoted 

prices in markets that are not active or other inputs that are observable or can be corroborated by observable market data 
for substantially the full term of the assets or liabilities. 

Level 3—Unobservable inputs that are supported by little or no market activity and that are significant to the fair 

value of the assets or liabilities. 

Internal Use Software and Website Development Costs 

The Company capitalizes certain costs incurred in developing software programs or websites for internal use. In the 

years ended December 31, 2018, 2017 and 2016, the Company capitalized costs totaling approximately $121.0 million, 
$113.9 million and $139.0 million, respectively. Capitalized internal use software development costs are included in 
property and equipment, net. Included in the capitalized amounts above are $41.4 million, $51.8 million and $73.9 million 
of stock-based compensation expense in the years ended December 31, 2018, 2017 and 2016, respectively. 

The estimated useful life of costs capitalized is evaluated for each specific project and is up to four years. In the 
years ended December 31, 2018, 2017 and 2016, the amortization of capitalized costs totaled approximately $111.8 
million, $96.5 million and $74.6 million, respectively.  

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Income Taxes 

The Company is subject to income taxes in the United States and several foreign jurisdictions. Significant judgment 

is required in determining its provision (benefit) for income taxes and income tax assets and liabilities, including evaluating 
uncertainties in the application of accounting principles and complex tax laws.

The Company records a provision (benefit) for income taxes for the anticipated tax consequences of the reported 
results of operations using the asset and liability method. Under this method, the Company recognizes deferred income 
tax assets and liabilities for the expected future tax consequences of temporary differences between the financial 
reporting and tax bases of assets and liabilities, as well as for loss and tax credit carryforwards. Deferred tax assets and 
liabilities are measured using the tax rates that are expected to apply to taxable income for the years in which those tax 
assets and liabilities are expected to be realized or settled. The Company recognizes the deferred income tax effects of a 
change in tax rates in the period of the enactment. The Company records a valuation allowance to reduce its deferred tax 
assets to the net amount that it believes is more likely than not to be realized.

The Company recognizes tax benefits from uncertain tax positions only if it believes that it is more likely than not that 

the tax position will be sustained on examination by the taxing authorities based on the technical merits of the position. 
Although the Company believes it has adequately reserved for its uncertain tax positions (including net interest and 
penalties), it can provide no assurance that the final tax outcome of these matters will not be different. The Company 
makes adjustments to these reserves in accordance with income tax accounting guidance when facts and circumstances 
change, such as the closing of a tax audit. To the extent that the final tax outcome of these matters is different from the 
amounts recorded, such differences may impact the provision (benefit) for income taxes in the period in which such 
determination is made. The Company records interest and penalties related to our uncertain tax positions in provision 
(benefit) for income taxes.

The Tax Cuts and Jobs Act (the “Tax Act”) contains several key tax provisions that affected the Company, including 

a reduction of the federal corporate income tax rate to 21% effective January 1, 2018. The Company is required to 
recognize the effect of the tax law changes in the period of enactment, such as re-measuring its U.S. deferred tax assets 
and liabilities as well as its valuation allowance against its net U.S. deferred tax assets. In December 2017, the SEC staff 
issued Staff Accounting Bulletin No. 118, Income Tax Accounting Implications of the 2017 Tax Cuts and Jobs Act (SAB 
118), which allowed the Company to record provisional amounts during a measurement period not to extend beyond one 
year of the enactment date. The Company completed its accounting for the Tax Act in the fourth quarter of 2018, within 
the one-year measurement period from the enactment date. The Company elected to account for Global Intangible Low-
Taxed Income (GILTI) under the Tax Act as a period cost when the expense is incurred, and apply the approach of tax 
law ordering for reflecting the realization of loss carryforwards expected to offset future GILTI.

Foreign Currency 

The functional currency of the Company's foreign subsidiaries is generally the local currency. The financial 

statements of these subsidiaries are translated into U.S. dollars using period-end rates of exchange for assets and 
liabilities, historical rates of exchange for equity, and average rates of exchange for revenue and expenses. Translation 
gains (losses) are recorded in accumulated other comprehensive income (loss) as a component of stockholders’ equity. 
Unrealized foreign exchange gains and losses due to re-measurement of monetary assets and liabilities denominated in 
non-functional currencies as well as realized foreign exchange gains and losses on foreign exchange transactions are 
recorded in other income (expense), net in the accompanying consolidated statements of operations.

Advertising Costs 

Advertising costs are expensed when incurred and are included in sales and marketing expense in the 
accompanying consolidated statements of operations. Advertising expense totaled $78.1 million, $70.2 million and 
$114.3 million for the years ended December 31, 2018, 2017 and 2016, respectively.

Comprehensive Income (Loss) 

Comprehensive income (loss) consists of two components, net income (loss) and other comprehensive income 

(loss). Other comprehensive income (loss) refers to gains and losses that are recorded as an element of stockholders’ 
equity and are excluded from net income (loss). The Company’s other comprehensive income (loss) is comprised of 
unrealized gains or losses on available-for-sale securities, net of tax, and foreign currency translation adjustments. 

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Recent Accounting Pronouncements 

Recently adopted accounting pronouncements

In May 2014, the Financial Accounting Standards Board (FASB) issued a new accounting standard update on 
revenue recognition from contracts with customers (“Topic 606”). The new guidance replaces all current GAAP guidance 
on this topic and requires entities to recognize revenue when control of the promised goods or services is transferred to 
customers at an amount that reflects the consideration to which the entity expects to be entitled to in exchange for those 
goods or services. The Company adopted this new accounting standard on January 1, 2018 using the modified 
retrospective method. See Note 3 – Revenue for further details.

In January 2016, the FASB issued a new accounting standard update on the classification and measurement of 
financial instruments. The new guidance principally affects accounting standards for equity investments, financial liabilities 
where the fair value option has been elected, and the presentation and disclosure requirements for financial instruments. 
The Company adopted this new accounting standard prospectively for its non-marketable equity securities on January 1, 
2018. The Company has elected to use the measurement alternative for its non-marketable equity securities, defined as 
cost adjusted for changes from observable transactions for identical or similar investments of the same issuer, less 
impairment. The Company’s investments in privately-held companies are non-marketable equity securities without readily 
determinable fair values and there was no upward adjustment during the twelve months ended December 31, 2018. See 
Note 9 – Acquisitions and Other Investments for further details. 

In August 2016, the FASB issued a new accounting standard update on the statement of cash flows. The new 
guidance clarifies classification of certain cash receipts and cash payments in the statement of cash flows. The Company 
adopted this new accounting standard retrospectively on January 1, 2018, and the adoption did not have a material 
impact on the Company’s financial statements.

In October 2016, the FASB issued a new accounting standard update on simplifying the accounting for income taxes 

related to intra-entity asset transfers. The new guidance requires an entity to recognize the tax expense from the sale of 
an asset in the seller’s tax jurisdiction when the transfers occurs, even though the pre-tax effects of that transaction are 
eliminated in consolidation. The Company adopted this new accounting standard on January 1, 2018 using the modified 
retrospective method. Upon adoption, the Company recognized an additional deferred tax asset of $29.5 million related to 
a prior period intra-entity transfer, which was offset by a full valuation allowance. Therefore, the recognition of the deferred 
tax asset upon adoption did not have an impact on the Company’s accumulated deficit. See Note 14 – Income Taxes for 
further details.

In November 2016, the FASB issued a new accounting standard update on the presentation of restricted cash in the 
statement of cash flows. The new guidance requires an entity to show the changes in the total of cash, cash equivalents, 
restricted cash and restricted cash equivalents in the statement of cash flows, and an entity will no longer present 
transfers between cash and cash equivalents and restricted cash and restricted cash equivalents in the statement of cash 
flows. The Company adopted this new accounting standard retrospectively on January 1, 2018. As a result of the 
adoption, net cash used in investing activities was adjusted to exclude the changes in restricted cash, resulting in an 
increase of $3.6 million in the previously-reported amount for the twelve months ended December 31, 2017 and a $4.8 
million decrease in the previously-reported amount for the twelve months ended December 31, 2016. Restricted cash 
balances are primarily cash deposits secured against letters of credit related to certain property leases. 

In January 2017, the FASB issued a new accounting standard update on narrowing the definition of a business. The 

new guidance requires an entity to evaluate if substantially all of the fair value of the gross assets acquired is 
concentrated in a single identifiable asset or a group of similar identifiable assets; if so, the set of transferred assets and 
activities is not a business. The guidance also requires a business to include at least one substantive process and 
narrows the definition of outputs. The Company adopted this new accounting standard retrospectively on January 1, 2018 
and the adoption did not have a material impact on the Company’s financial statements.

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Recently issued accounting pronouncements not yet adopted

In February 2016, the FASB issued a new accounting standard update on leases. The new guidance requires 
lessees to recognize right-of-use (“ROU”) assets and lease liabilities for operating leases, initially measured at the present 
value of the lease payments, on the balance sheet. In addition, it requires lessees to recognize a single lease cost, 
calculated so that the cost of the lease is allocated over the lease term, generally on a straight-line basis. This guidance 
will be effective for fiscal years, and interim periods within those fiscal years, beginning after December 15, 2018. In July 
2018, the FASB issued updated guidance which allows an additional transition method to adopt the new lease standard at 
the adoption date, as compared to the beginning of the earliest period presented, and recognize a cumulative-effect 
adjustment to the beginning balance of retained earnings in the period of adoption. The Company will adopt the new lease 
standard effective January 1, 2019 and will elect to apply all relevant practical expedients permitted under the transition 
guidance within the new lease standard with the exception of the practical expedient allowing the use of hindsight in 
determining the lease term and in assessing impairment. The standard will have a material impact on the Company’s 
consolidated balance sheets, but it will not have a material impact on its consolidated statements of operations, its 
consolidated statements of stockholders’ equity, or its consolidated statements of cash flows.  The most significant impact 
will be the recognition of ROU assets and lease liabilities for operating leases. The accounting for capital leases remains 
substantially unchanged. The adoption of the new lease standard on January 1, 2019 is anticipated to result in the 
recognition of ROU assets and lease liabilities of approximately $700 million to $800 million.

In June 2016, the FASB issued a new accounting standard update on the measurement of credit losses on financial 

instruments. The new guidance requires financial assets measured at amortized cost to be presented at the net amount 
expected to be collected and available-for-sale debt securities to record credit losses through an allowance for credit 
losses. This guidance will be effective for fiscal years, and interim periods within those fiscal years, beginning after 
December 15, 2019. Early adoption is permitted as early as the fiscal years beginning after December 15, 2018. The 
Company is evaluating the impact of adopting this new accounting standard update on the financial statements and 
related disclosures. 

In March 2017, the FASB issued a new accounting standard update on shortening the premium amortization period 

for purchased non-contingently callable debt securities. The new guidance shortens the amortization period for the 
premium on purchased non-contingently callable debt securities to the earliest call date. Currently, entities generally 
amortize the premium as a yield adjustment over the contractual life of the security. This guidance will be effective for 
fiscal years, and interim periods within those years, beginning after December 15, 2018. Adoption is not expected to have 
a material impact on the Company’s financial statements and related disclosures. 

In February 2018, the FASB issued a new accounting standard update to give entities the option to reclassify tax 

effects stranded in accumulated other comprehensive income as a result of tax reform to retained earnings (accumulated 
deficits). The new guidance also requires entities to make additional disclosures, regardless of whether reclassification of 
tax effects is elected. This guidance will be effective for fiscal years, and interim periods within those fiscal years, 
beginning after December 15, 2018. The Company will not elect the option to reclassify tax effects as a result of tax 
reform and as such, adoption is not expected to have a material impact on the Company’s financial statements and 
related disclosures.

In August 2018, the FASB issued a new accounting standard update which eliminates, adds and modifies certain 
disclosure requirements for fair value measurements. The update eliminates the requirement to disclose the amount of 
and reasons for transfers between Level 1 and Level 2 of the fair value hierarchy, and introduces a requirement to 
disclose the range and weighted average used to develop significant unobservable inputs for Level 3 fair value 
measurements. This guidance will be effective for fiscal years, and interim periods within those fiscal years, beginning 
after December 15, 2019. Adoption is not expected to have a material impact on the Company’s financial statements and 
related disclosures. 

In August 2018, the FASB issued a new accounting standard update requiring a customer in a cloud computing 

arrangement (i.e., hosting arrangement) that is a service contract to capitalize certain implementation costs as if the 
arrangement was an internal-use software project. Capitalized implementation costs related to a hosting arrangement that 
is a service contract will be amortized over the term of the hosting arrangement, beginning when the module or 
component of the hosting arrangement is ready for its intended use. This guidance will be effective for fiscal years, and 
interim periods within those fiscal years, beginning after December 15, 2019. Early adoption is permitted. The Company is 
evaluating the impact of adopting this new accounting standard update on its financial statements and related disclosures. 

91

Note 3. Revenue

Adoption of ASC Topic 606, "Revenue from Contracts with Customers"

On January 1, 2018, the Company adopted Topic 606 using the modified retrospective method applied to those 

contracts not yet substantially completed as of January 1, 2018. Results for reporting periods beginning after January 1, 
2018 are presented under the new revenue standard, while prior period amounts are not adjusted and continue to be 
reported in accordance with the Company's historical accounting policies and practices.

Revenue Recognition

Revenue is recognized when the control of promised goods or services is transferred to customers at an amount 
that reflects the consideration to which the Company expects to be entitled to in exchange for those goods or services. 
The Company identifies its contracts with customers and all performance obligations within those contracts. The Company 
then determines the transaction price and allocates the transaction price to the performance obligations within the 
Company's contracts with customers, recognizing revenue when, or as, the Company satisfies its performance 
obligations. While the majority of the Company's revenue transactions are based on standard business terms and 
conditions, the Company also enters into sales agreements with advertisers and data partners that sometimes involve 
multiple performance obligations and occasionally include non-standard terms or conditions.

Revenue by geography is based on the billing addresses of the customers. The following table sets forth revenue by 

services and revenue by geographic area (in thousands):  

2018

Year Ended December 31,
2017 (1)

2016 (1)

Revenue by services:

Advertising services........................................................................  $
Data licensing and other .................................................................   
Total revenue ...............................................................................  $

2,617,397    $
424,962   
3,042,359    $

2,109,987    $
333,312   
2,443,299    $

2,248,052 
281,567 
2,529,619 

Revenue by geographic area:

United States ..................................................................................  $
Japan ..............................................................................................   
Rest of World ..................................................................................   
Total revenue ...............................................................................  $

1,642,259    $
507,970   
892,130   
3,042,359    $

1,413,614    $
343,741   
685,944   
2,443,299    $

1,564,776 
268,496 
696,347 
2,529,619 

2018

Year Ended December 31,
2017 (1)

2016 (1)

(1) Prior period amounts have not been adjusted due to adoption of the new revenue standard under the modified retrospective method.

Revenue Recognition Accounting Policy

See Note 2 – Summary of Significant Accounting Policies.

Impact of Adoption

The Company recorded a net reduction to opening accumulated deficit of $12.1 million, an increase to unbilled 

revenue of $8.0 million, and a reduction to deferred revenue of $4.1 million as of January 1, 2018 due to the cumulative 
impact of adopting Topic 606, with the impact primarily related to its data licensing arrangements. 

As a result of applying the new standard, the impact for the twelve months ended December 31, 2018 was an 
increase to revenue of $16.1 million, an increase to unbilled revenue of $12.6 million, and a reduction to deferred revenue 
of $3.5 million, with the impact primarily related to the Company’s data licensing arrangements.

Practical Expedients and Exemptions 

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The Company expenses sales commissions as incurred when the amortization period is one year or less. Sales 

commission expenses are recorded within sales and marketing in the consolidated statements of operations. 

The Company applied the practical expedient to not disclose the value of remaining performance obligations not yet 

satisfied as of period end for contracts with an original expected duration of one year or less. 

The Company applied the practical expedient to not disclose the value of remaining performance obligations not yet 
satisfied as of period end for variable consideration in the form of sales-based royalties promised in exchange for licenses 
to its intellectual property in data licensing contracts. 

Contract Balances

The Company enters into contracts with its customers, which may give rise to contract liabilities (deferred revenue) 

and contract assets (unbilled revenue). The payment terms and conditions within the Company’s contracts vary by the 
type and location of its customer and products or services purchased, the substantial majority of which are due in less 
than one year. When the timing of revenue recognition differs from the timing of payments made by customers, the 
Company recognizes either unbilled revenue (its performance precedes billing date) or deferred revenue (customer 
payment is received in advance of performance). 

Deferred Revenue (Contract Liabilities)

The Company records deferred revenue within accrued and other current liabilities in the consolidated balance 

sheets. The Company's deferred revenue balance primarily consists of cash payments due in advance of satisfying its 
performance obligations relating to data licensing contracts and performance obligations given to customers based on 
their spend relating to advertising contracts, for which the Company defers, as they represent material rights. The 
Company recognizes deferred revenue relating to its data licensing contracts on a straight-line basis over the period in 
which the Company provides data. The Company recognizes deferred revenue relating to its advertising contracts based 
on the amount of customer spend and the relative standalone selling price of the material rights.

Unbilled Revenue (Contract Assets)

The Company records unbilled revenue within prepaid expenses and other current assets and other assets in the 
consolidated balance sheets. The Company's unbilled revenue primarily consists of amounts that have yet to be billed 
under contracts with escalating fee structures. Specifically, because the Company generally recognizes revenue on a 
straight-line basis for data licensing arrangements with escalating fee structures, revenue recognized exceeds amounts 
the Company has a right to bill during early portions of such contracts, resulting in unbilled revenue.

The following table presents contract balances (in thousands): 

Unbilled Revenue ....................................................................................................  $
Deferred Revenue ...................................................................................................  $

20,786   
38,949   

$
$

7,980 
25,869 

December 31,
2018

January 1,
2018

The amount of revenue recognized in the twelve months ended December 31, 2018 that was included in the 
opening deferred revenue balance was $25.9 million. This revenue consists primarily of revenue recognized as a result of 
the utilization of bonus media inventory earned by and material rights provided to customers in prior periods.

The amount of revenue recognized from obligations satisfied (or partially satisfied) in prior periods was not material.

The increase in unbilled revenue balance from January 1, 2018 to December 31, 2018 was primarily attributable to 

differences between revenue recognized and amounts billed in the Company's data licensing arrangements with 
escalating fee structures due to recognizing such fees as revenue on a straight-line basis.

93

 
 
 
 
 
 
 
 
 
 
 
     
   
   
 
The increase in deferred revenue balance from January 1, 2018 to December 31, 2018 was primarily due to cash 
payments due in advance of satisfying the Company’s performance obligations relating to data licensing contracts and 
bonus and make good media inventory offered to customers during the period, offset by the utilization of such media 
inventory issued.

Remaining Performance Obligations 

As of December 31, 2018, the aggregate amount of the transaction price allocated to remaining performance 
obligations in contracts with an original expected duration exceeding one year is $494.8 million. This total amount 
primarily consists of long-term data licensing contracts and excludes deferred revenue related to the Company’s short-
term advertising service arrangements. The Company expects to recognize this amount as revenue over the following 
time periods (in thousands):

Revenue expected to be recognized on remaining 
performance obligations........................................................

$

494,845 

  $

201,546 

  $

146,612 

  $

146,687  

Remaining Performance Obligations

Total

2019

2020

2021 and
Thereafter

Note 4. Cash, Cash Equivalents and Short-term Investments 

Cash, cash equivalents and short-term investments consist of the following (in thousands): 

  December 31,

    December 31,

2018

2017

Cash and cash equivalents:

Cash ...........................................................................................................  $
Money market funds...................................................................................   
Corporate notes, commercial paper and certificates of deposit .................   
Total cash and cash equivalents .....................................................................  $
Short-term investments:

229,924    $
861,206   
803,314   
1,894,444    $

301,684 
981,681 
355,048 
1,638,413 

U.S. government and agency securities including treasury bills ................  $
Corporate notes, commercial paper and certificates of deposit .................   
Total short-term investments...........................................................................  $

1,053,408    $
3,261,549   
4,314,957    $

1,064,957 
1,699,732 
2,764,689  

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The following tables summarize unrealized gains and losses related to available-for-sale securities classified as 

short-term investments on the Company’s consolidated balance sheets as of December 31, 2018 and 2017 (in 
thousands): 

December 31, 2018

Gross
  Amortized  
Costs

Gross
  Unrealized  
Gains

Gross
  Unrealized  
Losses

  Aggregated  
  Estimated  
Fair Value

U.S. government and agency securities including 
treasury bills ..........................................................
Corporate notes, commercial paper and
   certificates of deposit .........................................
Total available-for-sale securities classified as
   short-term investments ....................................

$ 1,053,988    $

41    $

(621)   $ 1,053,408 

  3,265,012     

713     

(4,176)     3,261,549 

$ 4,319,000    $

754    $

(4,797)   $ 4,314,957 

December 31, 2017

Gross
  Amortized  
Costs

Gross
  Unrealized  
Gains

Gross
  Unrealized  
Losses

  Aggregated  
  Estimated  
Fair Value

U.S. government and agency securities including 
treasury bills ..........................................................
Corporate notes, commercial paper and
   certificates of deposit .........................................
Total available-for-sale securities classified as
   short-term investments ....................................

$ 1,067,047    $

133    $

(2,223)   $ 1,064,957 

  1,701,168     

72     

(1,508)     1,699,732 

$ 2,768,215    $

205    $

(3,731)   $ 2,764,689  

The available-for-sale securities classified as cash and cash equivalents on the consolidated balance sheets are not 

included in the tables above as the gross unrealized gains and losses were immaterial for each period. Their carrying 
value approximates fair value because of the short maturity period of these instruments. 

The contractual maturities of securities classified as available-for-sale as of December 31, 2018 were as follows (in 

thousands): 

Due within one year ..............................................................................................................  $
Due after one year through five years ................................................................................... 

Total .................................................................................................................................  $

December 31,

2018
3,262,976 
1,051,981 
4,314,957  

The gross unrealized loss on securities in a continuous loss position for 12 months or longer was not material as of 

December 31, 2018 and 2017. 

Investments are reviewed periodically to identify possible other-than-temporary impairments. No impairment loss 

has been recorded on the securities included in the tables above as the Company believes that the decrease in fair value 
of these securities is temporary and expects to recover the initial cost of investment for these securities. 

Note 5. Fair Value Measurements 

The Company measures its cash equivalents, short-term investments and derivative financial instruments at fair 
value. The Company classifies its cash equivalents, short-term investments and derivative financial instruments within 
Level 1 or Level 2 because the Company values these investments using quoted market prices or alternative pricing 
sources and models utilizing market observable inputs. The fair value of the Company’s Level 1 financial assets is based 
on quoted market prices of the identical underlying security. The fair value of the Company’s Level 2 financial assets is 
based on inputs that are directly or indirectly observable in the market, including the readily-available pricing sources for 
the identical underlying security that may not be actively traded.

95

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
       
       
       
 
 
     
       
       
       
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
The following tables set forth the fair value of the Company’s financial assets and liabilities measured at fair value on 

a recurring basis as of December 31, 2018 and 2017 based on the three-tier fair value hierarchy (in thousands): 

Level 1

December 31, 2018
Level 2

Total

Assets
Cash equivalents:

Money market funds .................................................... $
Corporate notes ...........................................................    
Commercial paper........................................................  

Short-term investments:

Treasury bills................................................................  
U.S. government and agency securities ......................  
Corporate notes ...........................................................  
Commercial paper........................................................  
Certificates of deposit ..................................................  

Other current assets:

Foreign currency contracts ..........................................  
Total ........................................................................ $

Liabilities
Other current liabilities:

861,206    $

—    $

24,537   
778,777   

294,128   
759,280   
1,713,835   
733,999   
813,715   

861,206 
24,537 
778,777 

294,128 
759,280 
1,713,835 
733,999 
813,715 

1,343   
5,119,614    $

1,343 
5,980,820 

—   

—   
—   
—   
—   
—   

—   

861,206    $

Foreign currency contracts ..........................................  
Total ........................................................................ $

—   
—    $

3,826   
3,826    $

3,826 
3,826  

Level 1

December 31, 2017
Level 2

Total

Assets
Cash equivalents:

Money market funds..................................................... $
Commercial paper ........................................................  
Certificates of deposit...................................................  

Short-term investments:

U.S. government and agency securities ......................  
Corporate notes ...........................................................  
Commercial paper ........................................................  
Certificates of deposit...................................................  

Other current assets:

Foreign currency contracts...........................................  
Total ........................................................................ $

Liabilities
Other current liabilities:

981,681    $

—    $

—   
—   

—   
—   
—   
—   

—   

981,681    $

346,968   
8,080   

1,064,957   
745,915   
299,675   
654,142   

981,681 
346,968 
8,080 

1,064,957 
745,915 
299,675 
654,142 

2,237   
3,121,974    $

2,237 
4,103,655 

Foreign currency contracts...........................................  
Total ........................................................................ $

—   
—    $

601   
601    $

601 
601 

In June 2018, the Company issued $1.15 billion in aggregate principal amount of 0.25% convertible senior notes due 

in 2024 (the “2024 Notes”) in a private placement to qualified institutional buyers pursuant to Rule144A under the 
Securities Act of 1933, as amended. In 2014, the Company issued $935.0 million in aggregate principal amount of 0.25% 
convertible senior notes due in 2019 (the “2019 Notes”) and $954.0 million in aggregate principal amount of 1.00% 
convertible senior notes due in 2021 (the “2021 Notes” and together with the 2019 Notes and the 2024 Notes, the “Notes”) 
in a private placement to qualified institutional buyers pursuant to Rule 144A under the Securities Act of 1933, as 
amended. Refer to Note 10 – Convertible Notes for further details on the Notes. 

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The estimated fair value of the 2019 Notes, 2021 Notes, and 2024 Notes, based on a market approach as of 
December 31, 2018, was approximately $909.2 million, $872.6 million, and $1.01 billion, respectively, which represents a 
Level 2 valuation. The estimated fair value was determined based on the estimated or actual bids and offers of the Notes 
in an over-the-counter market on the last business day of the period.

Derivative Financial Instruments

The Company enters into foreign currency forward contracts with financial institutions to reduce the risk that its 

earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or liabilities 
denominated in currencies other than the functional currency of a subsidiary. These contracts do not subject the Company 
to material balance sheet risk due to exchange rate movements because gains and losses on these derivatives are 
intended to offset gains and losses on the hedged foreign currency denominated assets and liabilities. These foreign 
currency forward contracts are not designated as hedging instruments.

The Company recognizes these derivative instruments as either assets or liabilities in the consolidated balance 
sheets at fair value based on a Level 2 valuation. The Company records changes in the fair value (i.e., gains or losses) of 
the derivatives as other income (expense), net in the consolidated statements of operations. The notional principal of 
foreign currency contracts outstanding was equivalent to $545.3 million and $326.1 million at December 31, 2018 and 
2017, respectively. 

The fair values of outstanding derivative instruments for the periods presented on a gross basis are as follows (in 

thousands):

Balance Sheet Location

December 31,
2018

December 31,
2017

Assets
Foreign currency contracts not designated as hedging 
instruments ...................................................................
Liabilities
Foreign currency contracts not designated as hedging 
instruments ...................................................................

Other current assets

Other current liabilities

$

$

1,343  

 $

2,237

3,826  

 $

601

The Company recognized $11.6 million of net losses, $8.3 million of net gains, and $1.6 million of net gains on the 

foreign currency contracts in the year ended December 31, 2018, 2017 and 2016, respectively. 

Note 6. Property and Equipment, Net 

The following table presents the detail of property and equipment, net for the periods presented (in thousands): 

December 31,     December 31,

2018

2017

Property and equipment, net
Equipment ....................................................................................... $ 1,185,270    $ 1,091,672 
314,852 
Furniture and leasehold improvements ...........................................
472,147 
Capitalized software ........................................................................
49,417 
Construction in progress..................................................................
1,928,088 
Total............................................................................................
(1,154,373)
Less: Accumulated depreciation and amortization ..........................
773,715  

328,532     
554,962     
96,488     
2,165,252     
(1,280,174)   
885,078    $

Property and equipment, net ...................................................... $

The gross carrying amount of property and equipment includes $241.4 million and $284.0 million of server and 
networking equipment acquired under capital leases as of December 31, 2018 and 2017, respectively. The accumulated 
depreciation of the equipment under capital leases totaled $154.0 million and $123.4 million as of December 31, 2018 and 
2017, respectively. 

97

 
 
   
 
   
 
 
 
 
   
 
  
 
 
 
   
 
 
 
 
 
 
  
 
 
   
  
  
 
 
 
 
 
 
 
 
 
 
   
 
 
   
       
 
 
 
 
 
 
Depreciation expense totaled $406.5 million, $349.3 million and $332.8 million for the years ended December 31, 

2018, 2017 and 2016, respectively. Included in these amounts were depreciation expense for server and networking 
equipment acquired under capital leases in the amount of $84.2 million, $93.6 million and $100.8 million for the years 
ended December 31, 2018, 2017 and 2016, respectively. 

Note 7. Goodwill and Intangible Assets 

The following table presents the goodwill activities for the periods presented (in thousands): 

Goodwill
Balance as of December 31, 2017.......................................................................  $
Acquisition.......................................................................................................   
Foreign currency translation adjustment and other.........................................
Balance as of December 31, 2018.......................................................................  $

1,188,935 
44,014 
(5,680)
1,227,269  

For each of the periods presented, the gross goodwill balance equaled the net balance since no impairment charges 

have been recorded. Refer to Note 9 – Acquisitions and Other Investments for further details about goodwill. 

The following table presents the detail of intangible assets for the periods presented (in thousands): 

December 31, 2018:

Patents and developed technologies................................. $
Publisher and advertiser relationships...............................  
Total.............................................................................. $

93,211   $
9,300  
102,511   $

(48,806)  $
(8,680) 
(57,486)  $

44,405 
620 
45,025 

Gross Carrying  
Value

  Accumulated  
  Amortization  

  Net Carrying  
Value

December 31, 2017:

Patents and developed technologies................................. $
Publisher and advertiser relationships...............................  
Total.............................................................................. $

93,511   $
9,300  
102,811   $

(46,337)  $
(6,820) 
(53,157)  $

47,174 
2,480 
49,654  

Patents and developed technologies are amortized over a period of up to eleven years from the respective purchase 

dates, and publisher and advertiser relationships are amortized over a period of five years. Amortization expense 
associated with intangible assets for the years ended December 31, 2018, 2017 and 2016 was $19.0 million, $46.5 million 
and $69.3 million, respectively. During the year ended December 31, 2018, $13.9 million in gross carrying value and 
accumulated amortization related to fully-amortized intangible assets was eliminated.

Estimated future amortization expense as of December 31, 2018 is as follows (in thousands):

Years ending December 31,
2019................................................................................................................. $
2020.................................................................................................................
2021.................................................................................................................
2022.................................................................................................................
2023.................................................................................................................
Thereafter ........................................................................................................

Total............................................................................................................ $

14,808 
10,081 
7,218 
4,290 
4,264 
4,364 
45,025  

98

 
     
 
 
 
 
 
 
 
 
 
 
 
 
   
  
   
   
   
 
 
 
 
   
  
   
   
   
 
 
 
 
 
   
 
 
 
 
 
 
 
Note 8. Accrued and other current liabilities 

The following table presents the detail of accrued and other current liabilities for the periods presented (in 

thousands): 

Accrued compensation..................................................................  $
Accrued tax liabilities.....................................................................   
Accrued publisher, content and ad network costs.........................   
Deferred revenue ..........................................................................   
Accrued other ................................................................................   
Total..........................................................................................

  December 31,   
2018
155,830  
39,729  
33,014  
38,949  
138,229  
405,751 

 $

December 31,  
2017

$

 $

98,553 
36,097 
32,462 
27,824 
132,397 
327,333  

Note 9. Acquisitions and Other Investments 

2018 Acquisition 

During the year ended 2018, the Company acquired a company, which was accounted for as a business 

combination. The purchase price of $53.7 million (paid in shares of the Company’s common stock having a total fair value 
of $19.1 million and cash of $34.6 million) for this acquisition was allocated as follows: $9.3 million to developed 
technology, $0.4 million to net tangible assets acquired based on their estimated fair value on the acquisition date, and 
the excess $44.0 million of the purchase price over the fair value of net assets acquired to goodwill. The goodwill from the 
acquisition is mainly attributable to assembled workforce, expected synergies and other benefits. The goodwill is not tax 
deductible for U.S. income tax purposes. The developed technology is amortized on a straight-line basis over its 
estimated useful life of 24 months.

The results of operations for this acquisition have been included in the Company’s consolidated statements of 
operations since the date of acquisition. Actual and pro forma revenue and results of operations for this acquisition have 
not been presented because they do not have a material impact on the consolidated revenue and results of operations.

2017 Acquisitions 

The Company did not complete any acquisitions during the year ended December 31, 2017. 

2016 Acquisitions 

During the year ended December 31, 2016, the Company acquired several companies, each of which was 
accounted for as a business combination. The total purchase price of $91.4 million (paid in shares of the Company’s 
common stock having a total fair value of $1.3 million and cash of $90.1 million) for these acquisitions was allocated as 
follows: $14.4 million to developed technologies, $5.0 million to cash acquired, $0.2 million to net tangible assets acquired 
based on their estimated fair value on the acquisition date, $2.4 million to deferred tax liability, and the excess 
$74.2 million of the purchase price over the fair value of net assets acquired to goodwill. The goodwill from the 
acquisitions are mainly attributable to assembled workforce, expected synergies and other benefits. Tax deductible 
goodwill resulting from certain of these acquisitions was $63.8 million. The remaining goodwill is not tax deductible for 
U.S. income tax purposes. Developed technologies will be amortized on a straight-line basis over their estimated useful 
lives of up to 24 months.

The results of operations for each of these acquisitions have been included in the Company’s consolidated 
statements of operations since the date of acquisition. Actual and pro forma revenue and results of operations for these 
acquisitions have not been presented because they do not have a material impact on the consolidated revenue and 
results of operations, either individually or in the aggregate.

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Investments in Privately-Held Companies 

The Company makes strategic investments in privately-held companies. The Company also evaluates each investee 

to determine if the investee is a variable interest entity and, if so, whether the Company is the primary beneficiary of the 
variable interest entity. The Company has determined, as of December 31, 2018 there were no variable interest entities 
required to be consolidated in the Company’s consolidated financial statements. The Company’s investments in privately-
held companies are primarily non-marketable equity securities without readily determinable fair values.  Prior to January 
1, 2018, the Company accounted for its non-marketable equity securities at cost less impairment.  Realized gains and 
losses on non-marketable securities sold or impaired were recognized in other income (expense), net. On January 1, 
2018, the Company adopted the new standard which changed the way it accounts for non-marketable securities. The 
Company now adjusts the carrying value of its non-marketable equity securities to fair value upon observable transactions 
for identical or similar investments of the same issuer or upon impairment (referred to as the measurement alternative). All 
gains and losses on non-marketable equity securities, realized and unrealized, are recognized in other income (expense), 
net. The Company’s non-marketable equity securities had a carrying value of $25.8  million and $27.6 million as of 
December 31, 2018 and 2017, respectively. The maximum loss the Company can incur for its investments is their carrying 
value. These investments in privately-held companies are included within other assets on the consolidated balance 
sheets.

The Company periodically evaluates the carrying value of the investments in privately-held companies when events 

and circumstances indicate that the carrying amount of the investment may not be recovered. The Company estimates 
the fair value of the investments to assess whether impairment losses shall be recorded using Level 3 inputs. These 
investments include the Company’s holdings in privately-held companies that are not exchange traded and therefore not 
supported with observable market prices; hence, the Company may determine the fair value by reviewing equity valuation 
reports, current financial results, long-term plans of the privately-held companies, the amount of cash that the privately-
held companies have on-hand, the ability to obtain additional financing and overall market conditions in which the 
privately-held companies operate or based on the price observed from the most recent completed financing. In the years  
ended December 31, 2018, 2017, and 2016, the Company recorded impairment charges of $3.0 million, $62.4 million, and 
$4.0 million, respectively, within other income (expense), net in the consolidated statements of operations. 

Note 10. Convertible Notes

2024 Notes

In June 2018, the Company issued $1.15 billion in aggregate principal amount of the 2024 Notes in a private 
placement to qualified institutional buyers pursuant to Rule144A under the Securities Act of 1933, as amended. The total 
net proceeds from this offering were approximately $1.14 billion, after deducting $12.3 million of debt issuance costs in 
connection with the 2024 Notes. 

The 2024 Notes represent senior unsecured obligations of the Company. The interest rate is fixed at 0.25% per 

annum and is payable semi-annually in arrears on June 15 and December 15 of each year, which commenced on 
December 15, 2018.  

100

Each $1,000 of principal of the 2024 Notes will initially be convertible into 17.5001 shares of the Company’s 

common stock, which is equivalent to an initial conversion price of approximately $57.14 per share, subject to adjustment 
upon the occurrence of specified events. Holders of the 2024 Notes may convert the 2024 Notes at their option at any 
time on or after March 15, 2024 until close of business on the second scheduled trading day immediately preceding the 
maturity date of June 15, 2024. Further, holders of the 2024 Notes may convert all or any portion of their 2024 Notes at 
their option prior to the close of business on the business day immediately preceding March 15, 2024, only under the 
following circumstances:

1) during any calendar quarter commencing after the calendar quarter ending on September 30, 2018 (and only 
during such calendar quarter), if the last reported sale price of the common stock for at least 20 trading days 
(whether or not consecutive) during a period of 30 consecutive trading days ending on the last trading day of the 
immediately preceding calendar quarter is greater than or equal to 130% of the conversion price for the notes on 
each applicable trading day;

2) during the five business day period after any five consecutive trading day period (as used in this paragraph, the 
“measurement period”) in which the trading price (as defined in the Indenture governing the 2024 Notes) per 
$1,000 principal amount of 2024 Notes for each trading day of the measurement period was less than 98% of the 
product of the last reported sale price of Twitter’s common stock and the conversion rate for the 2024 Notes on 
each such trading day; or

3) upon the occurrence of certain specified corporate events.

Upon conversion of the 2024 Notes, the Company will pay or deliver, as the case may be, cash, shares of its 

common stock or a combination of cash and shares of its common stock, at the Company’s election. If the Company 
satisfies its conversion obligation solely in cash or through payment and delivery, as the case may be, of a combination of 
cash and shares of its common stock, the amount of cash and shares of common stock, if any, due upon conversion will 
be based on a daily conversion value (as set forth in the indenture governing the 2024 Notes) calculated on a 
proportionate basis for each trading day in a 30 trading day observation period.

If a fundamental change (as defined in the indenture governing the 2024 Notes) occurs prior to the maturity date, 

holders of the 2024 Notes may require the Company to repurchase all or a portion of their 2024 Notes for cash at a 
repurchase price equal to 100% of the principal amount of the 2024 Notes, plus any accrued and unpaid interest to, but 
excluding, the repurchase date. In addition, if specific corporate events occur prior to the maturity date of the 2024 Notes, 
the Company will be required to increase the conversion rate for holders who elect to convert their 2024 Notes in certain 
circumstances.

In accordance with accounting guidance on embedded conversion features, the Company valued and bifurcated the 

conversion option associated with the 2024 Notes from the respective host debt instrument, which is referred to as debt 
discount, and initially recorded the conversion option of $255.0 million for the 2024 Note in stockholders’ equity. The 
resulting debt discount on the 2024 Notes is amortized to interest expense at an effective interest rate of 4.46% over the 
contractual terms of the 2024 Notes. The Company allocated $2.7 million of debt issuance costs to the equity component 
and the remaining debt issuance costs of $9.6 million are amortized to interest expense under the effective interest rate 
method over the contractual terms of the 2024 Notes.

Concurrent with the offering of the 2024 Notes in June 2018, the Company entered into convertible note hedge 

transactions with certain bank counterparties whereby the Company has the option to purchase initially (subject to 
adjustment for certain specified events) a total of approximately 20.1 million shares of its common stock at a price of 
approximately $57.14 per share. The total cost of the convertible note hedge transactions was $268.0 million. In addition, 
the Company sold warrants to certain bank counterparties whereby the holders of the warrants have the option to 
purchase initially (subject to adjustment for certain specified events) a total of approximately 20.1 million shares of the 
Company’s common stock at an initial strike price of $80.20. The Company received $186.8 million in cash proceeds from 
the sale of these warrants.

101

Taken together, the purchase of the convertible note hedges and the sale of warrants in connection with the 

issuance of the 2024 Notes are intended to offset any actual dilution from the conversion of these 2024 Notes and to 
effectively increase the overall conversion price from approximately $57.14 to $80.20 per share. As these transactions 
meet certain accounting criteria, the convertible note hedges and warrants are recorded in stockholders’ equity and are 
not accounted for as derivatives. The net cost incurred in connection with the convertible note hedge and warrant 
transactions was recorded as a reduction to additional paid-in capital in the consolidated balance sheet as of December 
31, 2018.

2019 Notes and 2021 Notes

 In 2014, the Company issued $935.0 million in aggregate principal amount of 2019 Notes and $954.0 million in 
aggregate principal amount of 2021 Notes in a private placement to qualified institutional buyers pursuant to Rule 144A of 
the Securities Act of 1933, as amended. The total net proceeds from this offering were approximately $1.86 billion, after 
deducting $28.3 million of debt discount and $0.5 million debt issuance costs in connection with the 2019 Notes and the 
2021 Notes.  

 The 2019 Notes and 2021 Notes represent senior unsecured obligations of the Company. The interest rates are 
fixed at 0.25% and 1.00% per annum for the 2019 Notes and the 2021 Notes, respectively, and are payable semi-annually 
in arrears on March 15 and September 15 of each year, which commenced on March 15, 2015.  

Each $1,000 of principal of these Notes will initially be convertible into 12.8793 shares of the Company’s common 

stock, which is equivalent to an initial conversion price of approximately $77.64 per share, subject to adjustment upon the 
occurrence of specified events. Holders of these notes may convert their notes at their option at any time until close of 
business on the second scheduled trading day immediately preceding the relevant maturity date which is March 15, 2019 
for the 2019 Notes and March 15, 2021 for the 2021 Notes. Further, holders of each of these notes may convert their 
notes at their option prior to the respective dates above, only under the following circumstances:

1) during any calendar quarter commencing after the calendar quarter ending on December 31, 2014 (and only 
during such calendar quarters), if the last reported sale price of Twitter’s common stock for at least 20 trading 
days (whether or not consecutive) during a period of 30 consecutive trading days ending on the last trading day of 
the immediately preceding calendar quarter is greater than or equal to 130% of the conversion price for the 
relevant series of notes on each applicable trading day;

2) during the five business day period after any five consecutive trading day period (the “measurement period”) in 
which the trading price (as defined in the related Indenture) per $1,000 principal amount of 2019 notes or 2021 
notes, as applicable, for each trading day of the measurement period was less than 98% of the product of the last 
reported sale price of Twitter’s common stock and the conversion rate for the notes of the relevant series on each 
such trading day; or

3) upon the occurrence of certain specified corporate events.

Upon conversion of the 2019 Notes and 2021 Notes, the Company will pay or deliver, as the case may be, cash, 
shares of its common stock or a combination of cash and shares of its common stock, at the Company’s election. If the 
Company satisfies its conversion obligation solely in cash or through payment and delivery, as the case may be, of a 
combination of cash and shares of its common stock, the amount of cash and shares of common stock, if any, due upon 
conversion will be based on a daily conversion value (as described herein) calculated on a proportionate basis for each 
trading day in a 30 trading day observation period.

If a fundamental change (as defined in the relevant indenture governing the applicable series of Notes) occurs prior 
to the maturity date, holders of the 2019 Notes and 2021 Notes may require the Company to repurchase all or a portion of 
their notes for cash at a repurchase price equal to 100% of the principal amount of the notes, plus any accrued and 
unpaid interest to, but excluding, the repurchase date. In addition, if specific corporate events occur prior to the applicable 
maturity date, the Company will be required to increase the conversion rate for holders who elect to convert their notes in 
certain circumstances.

102

In accordance with accounting guidance on embedded conversion features, the Company valued and bifurcated the 

conversion option associated with the 2019 Notes and 2021 Notes from the respective host debt instrument, which is 
referred to as debt discount, and initially recorded the conversion option of $222.8 million for the 2019 Notes and 
$283.3 million for the 2021 Notes in stockholders’ equity. The resulting debt discounts on the 2019 Notes and 2021 Notes 
are being amortized to interest expense at an effective interest rate of 5.75% and 6.25%, respectively, over the 
contractual terms of the notes. The Company allocated $0.1 million of debt issuance costs to the equity component, and 
the remaining debt issuance costs of $0.4 million are being amortized to interest expense.

Concurrently with the offering of these Notes in September and October 2014, the Company entered into convertible 

note hedge transactions with certain bank counterparties whereby the Company has the option to purchase initially 
(subject to adjustment for certain specified events) a total of approximately 24.3 million shares of its common stock at a 
price of approximately $77.64 per share. The total cost of the convertible note hedge transactions was $407.2 million. In 
addition, the Company sold warrants to certain bank counterparties whereby the holders of the warrants have the option 
to purchase initially (subject to adjustment for certain specified events) a total of approximately 24.3 million shares of the 
Company’s common stock at a price of $105.28. The Company received $289.3 million in cash proceeds from the sale of 
these warrants.

Taken together, the purchase of the convertible note hedges and the sale of warrants are intended to offset any 

actual dilution from the conversion of these notes and to effectively increase the overall conversion price from $77.64 to 
$105.28 per share. As these transactions meet certain accounting criteria, the convertible note hedges and warrants are 
recorded in stockholders’ equity and are not accounted for as derivatives. The net cost incurred in connection with the 
convertible note hedge and warrant transactions was recorded as a reduction to additional paid-in capital in 2014.

The Notes consisted of the following (in thousands):

Principal amounts:

  2019 Notes  

December 31, 2018
  2021 Notes  

  2024 Notes  

December 31, 2017

  2019 Notes  

  2021 Notes  

Principal..................................................................  $ 935,000    $ 954,000    $1,150,000    $ 935,000    $ 954,000 
Unamortized debt discount and issuance costs (1) ... 
  (173,181)
(37,672) 
Net carrying amount ...............................................  $ 897,328    $ 823,768    $ 907,154    $ 846,641    $ 780,819 
Carrying amount of the equity component (2)..........  $ 222,826    $ 283,283    $ 254,981    $ 222,826    $ 283,283  

  (130,232)   

(242,846) 

(88,359) 

(1)

(2)

Included in the consolidated balance sheets within convertible notes and amortized over the remaining lives of the 
Notes.
Included in the consolidated balance sheets within additional paid-in capital.

During the twelve months ended December 31, 2018, 2017, and 2016, the Company recognized $115.4 million, 
$88.5 million and $83.9 million, respectively, of interest expense related to the amortization of debt discount and issuance 
costs prior to capitalization of interest. The Company recognized $13.4 million of coupon interest expense in the year 
ended December 31, 2018, and $11.9 million of coupon interest expense in each of the years ended December 31, 2017 
and 2016.

As of December 31, 2018, the remaining life of the 2019 Notes, 2021 Notes, and 2024 Notes is approximately 

8 months, 32 months, and 65 months, respectively.

Note 11. Net Income (Loss) per Share 

Basic net income (loss) per share is computed by dividing total net income (loss) attributable to common 

stockholders by the weighted-average common shares outstanding. The weighted-average common shares outstanding 
is adjusted for shares subject to repurchase such as unvested restricted stock granted to employees in connection with 
acquisitions, contingently returnable shares and escrowed shares supporting indemnification obligations that are issued in 
connection with acquisitions and unvested stock options exercised. 

103

 
 
 
 
 
 
 
 
   
   
   
       
   
   
   
   
 
 
 
 
Diluted net income (loss) per share is computed by dividing the net income (loss) attributable to common 

stockholders by the weighted-average number of common shares outstanding including potential dilutive common stock 
instruments. In the years ended December 31, 2017 and 2016, the Company’s potential common stock instruments such 
as stock options, RSUs, shares to be purchased under the 2013 Employee Stock Purchase Plan, shares subject to 
repurchases, conversion feature of the Notes and the warrants were not included in the computation of diluted loss per 
share as the effect of including these shares in the calculation would have been anti-dilutive. 

The following table presents the calculation of basic and diluted net loss per share for periods presented (in 

thousands, except per share data). 

Year Ended December 31,
2017

2016

2018

Basic net income (loss) per share:

Numerator

Net income (loss) ..................................................................  $ 1,205,596    $ (108,063)   $ (456,873)

Denominator

Weighted-average common shares outstanding...................   
Weighted-average restricted stock subject to repurchase ....   
Weighted-average shares used to compute basic net 
income (loss) per share.........................................................   

Basic net income (loss) per share attributable to common 
stockholders ...............................................................................

$

756,916     
(2,590)    

736,607     
(3,905)    

708,010 
(5,875)

754,326     

732,702     

702,135 

1.60    $

(0.15)   $

(0.65)

Diluted net income (loss) per share:

Numerator

Net income (loss) ..................................................................  $ 1,205,596    $ (108,063)   $ (456,873)

Denominator

Number of shares used in basic computation .......................   
Weighted-average effect of dilutive securities:

754,326     

732,702     

702,135 

RSUs ................................................................................   
Stock options....................................................................   
Other ................................................................................   

13,285     
2,686     
2,389     

—     
—     
—     

— 
— 
— 

Weighted-average shares used to compute diluted net 
income (loss) per share.........................................................   

Diluted net income (loss) per share attributable to common 
stockholders ...............................................................................

$

772,686     

732,702     

702,135 

1.56    $

(0.15)   $

(0.65)

The following number of potential common shares at the end of each period were excluded from the calculation of 
diluted net loss per share attributable to common stockholders because their effect would have been anti-dilutive for the 
periods presented (in thousands): 

RSUs ............................................................................................   
Warrants .......................................................................................   
Stock options ................................................................................   
Shares subject to repurchase and others.....................................   

14,949     
44,454     
837     
1,951     

33,123     
24,329     
4,793     
5,879     

48,069 
24,329 
8,723 
6,637  

Year Ended December 31,
2017

2016

2018

Since the Company expects to settle the principal amount of the outstanding Notes in cash, the Company uses the 

treasury stock method for calculating any potential dilutive effect of the conversion spread on diluted net income per 
share, if applicable. For the 2019 Notes and 2021 Notes, the conversion spread of 24.3 million shares will have a dilutive 
impact on diluted net income per share of common stock when the average market price of the Company’s common stock 
for a given period exceeds the conversion price of $77.64 per share. For the 2024 Notes, the conversion spread of 
20.1 million shares will have a dilutive impact on diluted net income per share of common stock when the average market 
price of the Company’s common stock for a given period exceeds the conversion price of $57.14 per share.

104

 
 
 
 
 
 
 
 
 
 
   
 
 
   
 
 
   
 
 
   
 
 
   
 
 
   
 
 
     
       
       
 
 
     
       
       
 
     
       
       
 
     
       
       
 
     
       
       
 
 
 
     
       
       
 
 
 
 
 
 
 
 
 
 
 
If the average market price of the common stock exceeds the exercise price of the warrants, $105.28 for the 2019 
Notes and 2021 Notes, and $80.20 for the 2024 Notes, the warrants will have a dilutive effect on the earnings per share 
assuming that the Company is profitable. Since the average market price of the common stock is below $80.20 for all 
periods presented, the warrants are anti-dilutive.

Note 12. Preferred Stock 

The Company has the authority to issue up to 200,000,000 shares of preferred stock and to determine the price, 
rights, preferences, privileges and restrictions, including voting rights, of those shares without any further vote or action by 
the stockholders. As of December 31, 2018 and 2017, there was no preferred stock outstanding.

Note 13. Common Stock and Stockholders’ Equity 

Common Stock 

As of December 31, 2018, the Company is authorized to issue 5.0 billion shares of $0.000005 par value common 

stock in accordance with the Certificate of Incorporation, as amended and restated. 

Each share of common stock is entitled to one vote. The holders of common stock are also entitled to receive 
dividends whenever funds are legally available and when and if declared by the Board of Directors, subject to the prior 
rights of holders of all classes of stock outstanding. As of December 31, 2018, no dividends have been declared. 

Equity Incentive Plans 

The Company’s 2013 Equity Incentive Plan serves as the successor to the 2007 Equity Incentive Plan. Initially, 
68.3 million shares were reserved under the 2013 Equity Incentive Plan and any shares subject to options or other similar 
awards granted under the 2007 Equity Incentive Plan that expire, are forfeited, are repurchased by the Company or 
otherwise terminate unexercised will become available under the 2013 Equity Incentive Plan. The number of shares of the 
Company’s common stock available for issuance under the 2013 Equity Incentive Plan were and will be increased on the 
first day of each fiscal year beginning with the 2014 fiscal year, in an amount equal to the least of (i) 60,000,000 Shares, 
(ii) 5% of the outstanding Shares on the last day of the immediately preceding fiscal year or (iii) such number of Shares 
determined by the Company’s Board of Directors. As of December 31, 2018, the total number of options, RSUs, and 
PRSUs outstanding under the 2013 Equity Incentive Plan was 32.5 million shares, and 176.0 million shares were 
available for future issuance. There were 2.5 million shares of options outstanding under the 2007 Equity Incentive Plan 
as of December 31, 2018. No additional shares have been issued under the 2007 Equity Incentive Plan since 2013. 
Options granted under the Company’s Equity Incentive Plans generally expire 10 years after the grant date. The 
Company issues new shares to satisfy stock option exercises.  

On May 25, 2016, the Company’s stockholders approved the 2016 Equity Incentive Plan. A total of 6,814,085 shares 

were reserved under the 2016 Equity Incentive Plan, which equals the number of shares that the Jack Dorsey Revocable 
Trust dated December 8, 2010 (the “Jack Dorsey Trust”), for which Jack Dorsey, the Company’s Chief Executive Officer, 
serves as trustee, gave back and contributed to the Company without any cost or charge to the Company. All such shares 
have been retired and cancelled by the Company. A maximum aggregate number of 6,814,085 shares were reserved 
under the 2016 Equity Incentive Plan and are available for grants.

The Company also assumed stock options of acquired entities in connection with certain acquisitions. While the 
respective stock plans were terminated on the closing of each acquisition, they continue to govern the terms of stock 
options assumed in the respective acquisition.  

105

Restricted Common Stock 

The Company has granted restricted common stock to certain continuing employees in connection with the 
acquisitions. Vesting of this stock is dependent on the respective employee’s continued employment at the Company 
during the requisite service period, which is up to four years from the issuance date, and the Company has the right to 
repurchase the unvested shares upon termination of employment. The fair value of the restricted common stock issued to 
employees is recorded as compensation expense on a straight-line basis over the requisite service period. 

The activities for the restricted common stock issued to employees for the year ended December 31, 2018 are 

summarized as follows (in thousands, except per share data): 

Unvested restricted common stock at December 31, 2017 .........   
Granted...................................................................................
Vested.....................................................................................
Canceled.................................................................................
Unvested restricted common stock at December 31, 2018 .........   

Number of

Shares

Weighted-
Average
  Grant-Date Fair  

  Value Per Share  
19.60 
25.62 
23.05 
36.44 
19.50  

2,764    $
654    $
(1,173)  $
(7)  $
2,238    $

Employee Stock Purchase Plan

On November 7, 2013, the Company’s 2013 Employee Stock Purchase Plan (the “ESPP”) became effective. The 

ESPP allows eligible employees to purchase shares of the Company’s common stock at a discount through payroll 
deductions of up to 15% of their eligible compensation, subject to any plan limitations. The ESPP provides for twelve-
month offering periods, and each offering period will include purchase periods, which will be the approximately six-month 
period commencing with one exercise date and ending with the next exercise date. Employees are able to purchase 
shares at 85% of the lower of the fair market value of the Company’s common stock on the first trading day of the offering 
period or on the exercise date. The number of shares available for sale under the ESPP were and will be increased 
annually on the first day of each fiscal year, equal to the least of i) 11.3 million shares; ii) 1% of the outstanding shares of 
the Company’s common stock as of the last day of the immediately preceding fiscal year; or iii) such other amount as 
determined by the Board of Directors.

During the years ended December 31, 2018 and 2017, employees purchased an aggregate of 1.5 million and 
1.7 million shares, respectively, under this plan at a weighted average price of $19.03 and $13.79 per share, respectively. 

106

 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Stock Option Activity 

A summary of stock option activity for the year ended December 31, 2018 is as follows (in thousands, except years 

and per share data): 

Options Outstanding

  Weighted-

Average

Exercise

Number of

  Weighted-

Average

Remaining

  Contractual Life  

Aggregate

Shares

  Price Per Share  

(in years)

Intrinsic Value  
70,932 

4.84    $

Outstanding at December 31, 2017............................   
Options granted and assumed in connection with 
acquisitions ............................................................
Options exercised ..................................................
Options canceled ...................................................
Outstanding at December 31, 2018............................   
Exercisable at December 31, 2018 ............................   

4,793    $

11.94     

46    $
(634)   $
(513)   $
3,692    $
3,363    $

2.00 
5.43       
41.11       
8.88     
7.84     

3.64    $
3.32    $

73,581 
70,468  

The aggregate intrinsic value in the table above represents the difference between the fair value of common stock 

and the exercise price of outstanding, in-the-money stock options. 

The total intrinsic values of stock options exercised in the years ended December 31, 2018, 2017 and 2016 were 

$16.9 million, $51.6 million and $41.4 million, respectively. 

107

 
 
 
 
   
 
 
   
 
 
 
   
 
 
 
   
 
 
 
 
 
   
 
 
 
   
 
 
 
 
 
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
       
 
 
 
       
 
 
 
       
 
Performance Restricted Stock Units Activity

The Company grants restricted stock units to certain of its executive officers periodically that vest based on the 

Company’s attainment of the annual financial performance goals and the executives’ continued employment through the 
vesting date, approximately one year (“PRSUs”). These PRSUs are granted when the annual performance targets are set 
by the Compensation Committee of the Board of Directors, generally in the first quarter of each financial year. 

The following table summarizes the activity related to the Company’s PRSUs for the year ended December 31, 2018 

(in thousands, except per share data):

Unvested and outstanding at December 31, 2017 ............................................
Granted (100% target level) ..........................................................................
Additional earned performance shares related to 2017 grants .....................
Vested (187% target level)............................................................................
Canceled .......................................................................................................
Unvested and outstanding at December 31, 2018 (1).........................................

PRSUs Outstanding

Weighted-

Average Grant-

Date Fair Value

Per Share

15.39 
35.25 
15.39 
15.39 
34.36 
35.55  

Shares

346   
519   
300   
(646)  
(129)  
390   

$
$
$
$
$
$

(1) The PRSUs unvested and outstanding at December 31, 2018 represent performance based awards for the 2018 
performance period and given financial results for the financial year will vest at 193% of target, or approximately 
752,000 RSUs. 

The total fair value of PRSUs vested during the year ended December 31, 2018 was $20.4 million. 

The Company also grants restricted stock units to certain of its executive officers that vest based on Twitter stock 
price performance relative to a broad-market index over a performance period of two calendar years and the executives 
continued employment through the vesting date (“TSR RSUs”). 

108

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following table summarizes the activity related to the Company’s TSR RSUs for the year ended December 31, 

2018 (in thousands, except per share data):

Unvested and outstanding at December 31, 2017.............................................

Granted (100% target level) ..........................................................................  
Canceled .......................................................................................................  
Unvested and outstanding at December 31, 2018 (1) .........................................  

TSR RSUs Outstanding

Weighted-

Average Grant-

Date Fair Value

Per Share

13.02 
53.71 
35.05 
45.78  

Shares

146   
414   
(140)  
420   

$
$
$
$

(1) The TSR RSUs unvested and outstanding at December 31, 2018 include performance based awards for the 2017 to 

2018 performance period, and given financial results for the 2017 and 2018 financial years will vest at 132% of target, 
or approximately 121,500 RSUs. 

In addition, there are 1,148,311 additional PRSUs and TSR RSUs that will vest based on performance goals and 

Total Shareholder Return (“TSR”) targets, respectively, to be granted in 2019 and 2020 at target levels from 0% to 200%.

RSU Activity 

The following table summarizes the activity related to the Company’s RSUs for the year ended December 31, 2018.  
For purposes of this table, vested RSUs represent the shares for which the service condition had been fulfilled as of each 
respective date (in thousands, except per share data): 

RSUs Outstanding

Weighted-

  Average Grant-  

  Date Fair Value  

Shares

Per Share

Unvested and outstanding at December 31, 2017.....................  
Granted .................................................................................
Vested ...................................................................................
Canceled ...............................................................................
Unvested and outstanding at December 31, 2018.....................  

33,123    $
19,101    $
(14,379)  $
(7,458)  $
30,387    $

19.80 
30.73 
21.64 
23.17 
24.97  

The total fair value of RSUs vested during the years ended December 31, 2018, 2017, and 2016 was approximately 

$445.7 million, $358.7 million, and $466.4 million, respectively.  

Stock-Based Compensation Expense 

Stock-based compensation expense is allocated based on the cost center to which the award holder belongs. Total 
stock-based compensation expense by function for the years ended December 31, 2018, 2017 and 2016 is as follows (in 
thousands): 

Cost of revenue........................................................................  $
Research and development .....................................................   
Sales and marketing ................................................................   
General and administrative ......................................................   
 $
Total stock-based compensation expense ............................

17,289    $

183,799   
71,305   
53,835   
326,228    $

23,849    $

240,833   
94,135   
74,989   
433,806    $

2018

Year Ended December 31,
2017

2016

29,502 
335,498 
160,935 
89,298 
615,233  

109

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
  
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
The amount of incremental stock-based compensation recorded in relation to the modification of stock-based 

awards was not material for the years ended December 31, 2018, 2017 and 2016.

The Company capitalized $41.4 million, $51.8 million and $73.9 million of stock-based compensation expense 
associated with the cost for developing software for internal use in the years ended December 31, 2018, 2017 and 2016, 
respectively. 

As of December 31, 2018, there was $715.0 million of gross unamortized stock-based compensation expense 

related to unvested awards which will be recognized over a weighted-average period of 2.9 years. Starting in 2017, the 
Company accounts for forfeitures as they occur.

Note 14. Income Taxes 

The domestic and foreign components of income (loss) before income taxes for the years ended December 31, 

2018, 2017 and 2016 are as follows (in thousands): 

Domestic ..................................................................................  $
Foreign.....................................................................................   
Income (loss) before income taxes ..........................................  $

2018
193,500    $
230,044   
423,544    $

Year Ended December 31,
2017
(18,412)   $
(77,006)  
(95,418)   $

2016
(237,325)
(203,509)
(440,834)

The components of the provision (benefit) for income taxes for the years ended December 31, 2018, 2017 and 2016 

are as follows (in thousands): 

Year Ended December 31,
2017

2016

2018

Current:

Federal .....................................................................................
State .........................................................................................
Foreign .....................................................................................
Total current provision for income taxes..............................

 $

(1,661)  $
4,083   
17,246   
19,668   

Deferred:

Federal .....................................................................................
State .........................................................................................
Foreign .....................................................................................
Total deferred benefit for income taxes ...............................

(711,084) 
(49,047) 
(41,589) 
(801,720) 

Provision (benefit) for income taxes ..............................................  $ (782,052)  $

1,977    $
316   
16,767   
19,060   

(4,701) 
(67) 
(1,647) 
(6,415) 
12,645    $

1,087 
(143)
19,870 
20,814 

293 
17 
(5,085)
(4,775)
16,039 

The following is a reconciliation of the statutory federal income tax rate to the Company’s effective tax rate for the 

years ended December 31, 2018, 2017 and 2016: 

2018

Year Ended December 31,
2017

2016

Tax at federal statutory rate ..................................................  
State taxes, net of federal benefit .........................................  
Stock-based compensation...................................................  
Research and development credits.......................................  
Valuation allowance ..............................................................  
Effect of the U.S. Tax Act......................................................  
Nondeductible other expenses..............................................  
Foreign rate differential .........................................................  
Other .....................................................................................  
Effective tax rate ...................................................................  

21.0%  
(8.4)
(6.4)
(5.6)
(179.1)
0.0 
0.2 
(6.4)
0.1 
(184.6)% 

35.0%  
(0.3)
(28.5)
18.6 
425.2 
(369.8)
(8.7)
(81.2)
(3.6)
(13.3)% 

35.0%
0.0 
(2.8)
4.9 
(7.0)
0.0 
(6.1)
(27.4)
(0.2)
(3.6)%

110

 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
   
   
 
     
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
  
 
 
  
 
The tax effects of temporary differences and related deferred tax assets and liabilities as of December 31, 2018 and 

2017 are as follows (in thousands): 

December 31,

2018

2017

Deferred tax assets:

 $

Net operating loss carryforwards ..............................................................
Accruals and reserves ..............................................................................
Stock-based compensation expense........................................................
Tax credits ................................................................................................
Capitalized research expenditures ...........................................................
Fixed assets and intangible assets...........................................................
Investments ..............................................................................................
Other.........................................................................................................
Total deferred tax assets .....................................................................
Valuation allowance..................................................................................
Total deferred tax assets, net of valuation allowance....................................   

513,427    $
32,298   
29,600   
375,699   
13,868   
24,819   
16,571   
17,658   
1,023,940   
(210,862) 
813,078   

720,444 
26,202 
32,825 
327,756 
— 
10,803 
14,906 
19,683 
1,152,619 
(1,021,326)
131,293 

Deferred tax liabilities:

Fixed assets and intangible assets...........................................................
Capitalized research expenditures ...........................................................
Other.........................................................................................................
Total deferred tax liabilities ..................................................................

Net deferred tax assets .................................................................................  $

—   
—   
(4,619) 
(4,619) 
808,459    $

(57,290)
(51,179)
(12,369)
(120,838)
10,455 

In December 2017, the Tax Act was enacted into law and the new legislation contains several key provisions that 
affected the Company, including a reduction of the federal corporate income tax rate to 21% effective January 1, 2018. 
The Company is required to recognize the effect of the tax law changes in the period of enactment, such as re-measuring 
its U.S. deferred tax assets and liabilities as well as its valuation allowance against its net U.S. deferred tax assets. Also in 
December 2017, the SEC staff issued SAB 118, which allowed the Company to record provisional amounts during a 
measurement period not to extend beyond one year of the enactment date. During the fourth quarter of 2018, the 
Company completed its accounting for the Tax Act as summarized below:

•

•
•
•

The Company previously recognized a provisional reduction in its deferred tax assets, with a corresponding 
decrease to the valuation allowance of the same amount, related to the revaluation of deferred tax assets and 
liabilities. No adjustments were made to the provisional estimates recorded due to the full valuation allowance 
upon adoption.
The Company was not subject to the one-time mandatory transition tax. 
The Company elected to record the taxes for GILTI as period costs. 
The Company elected to utilize tax law ordering for reflecting the realization of the net operating losses expected 
to offset future GILTI.

The Company has recorded a valuation allowance of $14.6 million and $780.2 million against its gross U.S. federal 

deferred tax asset balance as of December 31, 2018, and December 31, 2017, respectively, as well as a valuation 
allowance of $196.3 million and $222.9 million against its gross state deferred tax asset balance as of December 31, 
2018, and December 31, 2017, respectively. 

111

     
 
 
 
 
 
 
 
 
 
     
   
   
 
  
 
  
 
  
 
  
 
  
 
  
 
  
 
 
 
 
  
 
 
 
     
   
   
 
     
   
   
 
  
 
  
 
  
 
 
 
 
 
     
   
   
 
During the year ended December 31, 2018, the Company released $797.4 million of the valuation allowance related 
to most of the United States federal and all states deferred tax assets with the exception of California and Massachusetts. 
The Company continues to maintain a valuation allowance related to specific net deferred tax assets where it is not more 
likely than not that the deferred tax assets will be realized, which include all capital losses and California and 
Massachusetts net deferred tax assets. The Company concluded, based upon the preponderance of positive evidence 
(i.e. cumulative profit before tax adjusted for permanent items over the previous twelve quarters, a history of taxable 
income in recent periods, and the current forecast of income before taxes for the United States going forward) over 
negative evidence and the anticipated ability to use the deferred tax assets, that it was more likely than not that the 
deferred tax assets could be realized. If there are unfavorable changes to actual operating results or to projections of 
future income, the Company may determine that it is more likely than not such deferred tax assets may not be realizable.

At December 31, 2018, the Company had $2.85 billion of U.S. federal and $1.30 billion of state net operating losses, 

which will begin to expire in 2034 for federal and 2026 for state tax purposes, if not utilized.

The Company also has $300.4 million and $236.2 million of U.S. federal and state research credit carryforwards, 

respectively. The U.S. federal credit carryforward will begin to expire in 2027. The state research tax credits have no 
expiration date. Additionally, the Company has California Enterprise Zone Credit carryforwards of $19.1 million which will 
begin to expire in 2023.

Utilization of the net operating loss and credit carryforwards may be subject to an annual limitation due to the 
ownership change limitations provided by the Internal Revenue Code of 1986, as amended (the “Code”), and similar state 
provisions. Any annual limitation may result in the expiration of net operating losses and credits before utilization. 

Also during the year ended December 31, 2018, the Company released the valuation allowance related to deferred 
tax assets of its Brazilian operations that resulted in a net benefit to tax expense of $47.7 million. The Company reported 
cumulative profit before tax (adjusted for permanent items) over the previous twelve quarters in its Brazilian operations 
based on U.S. GAAP and expects that net operating loss carryovers and other deductible amounts in Brazil will ultimately 
be realizable against future profits. The Company concluded, based upon the preponderance of positive evidence over 
negative evidence and the anticipated ability to use the deferred tax assets, that it was more likely than not that the 
deferred tax assets in Brazil would be realizable due to U.S. GAAP forecasted profits for Twitter Brazil. If there are 
unfavorable changes to actual operating results or to projections of future income, the Company may determine that it is 
more likely than not such deferred tax assets may not be realizable.

As of December 31, 2018, the unrecognized tax benefit was $332.3 million, including $317.5 million of unrecognized 

tax benefits which, if recognized, will not affect the annual effective tax rate as these unrecognized tax benefits would 
increase deferred tax assets which would be subject to a full valuation allowance, and the remaining $14.8 million of 
unrecognized tax benefits which, if recognized, would affect the annual effective tax rate. A reconciliation of the beginning 
and ending amount of unrecognized tax benefit is as follows (in thousands): 

Year Ended December 31,
2017
269,508    $
913   
—   
(1,415)  
(71,104)  
61,879   
—   

2018
259,781    $
20,000   
(13,174)  
—   
—   
66,249   
(542)  
332,314    $

259,781    $

2016
209,443 
3,682 
— 
— 
— 
56,383 
— 
269,508  

Gross unrecognized tax benefits at the beginning of the year.....  $
Increases related to prior year tax positions............................   
Decreases related to prior year tax positions ..........................   
Decreases related to settlement with tax authorities...............   
Decreases related to the Tax Act ............................................   
Increases related to current year tax positions........................   
Statute of limitations expirations..............................................   
Gross unrecognized tax benefits at the end of the year..........  $

112

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Total unrecognized tax benefits are recorded on the Company’s consolidated balance sheets as follows (in 

thousands): 

Total unrecognized tax benefits balance....................................................  $
Amounts netted against related deferred tax assets..................................   
Unrecognized tax benefits recorded on consolidated balance sheets .......  $

December 31,

2018

332,314   
(317,524)  
14,790   

$

$

2017

259,781 
(246,776)
13,005 

The Company recognizes interest and/or penalties related to income tax matters as a component of income tax 

expense. In 2018, the Company recognized net interest and penalties of $2.2 million in income tax expense. As of 
December 31, 2018, the Company recorded $3.1 million of interest and penalties related to uncertain tax positions. 

The Company is subject to taxation in the United States and various state and foreign jurisdictions. Earnings from 
non-US activities are subject to local country income tax. The material jurisdictions in which the Company is subject to 
potential examination by taxing authorities include the United States, California and Ireland. The Company is currently 
under examination in California for tax years 2013 through 2015. The Company believes that adequate amounts have 
been reserved in these jurisdictions. The Company’s 2007 to 2017 tax years remain subject to examination by the United 
States and California due to tax attributes, and its 2014 to 2017 tax years remain subject to examination in Ireland. The 
Company remains subject to possible examination in various other jurisdictions that are not expected to result in material 
tax adjustments. The Company does not believe that its unrecognized tax benefits will materially change within the next 
12 months.

Note 15. Commitments and Contingencies 

Credit Facility 

In August 2018, the Company entered into a revolving credit agreement with certain lenders, which provides for a 

$500.0 million unsecured revolving credit facility maturing on August 7, 2023. In connection with entering into the $500.0 
million credit facility, the Company also terminated its $1.0 billion unsecured revolving credit facility. The Company is 
obligated to pay interest on loans under the new 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 new credit facility is determined 
based on calculations using certain market rates as set forth in the credit agreement. As of December 31, 2018, no 
amounts had been drawn under the credit facility.

Operating and Capital Leases 

The Company has entered into various non-cancelable operating lease agreements for certain offices and data 
center facilities with contractual lease periods expiring between 2019 and 2028. During the year ended December 31, 
2018 and 2017, the Company entered into several sublease agreements for office space that the Company is not fully 
utilizing. The Company also has lease arrangements for certain server and networking equipment that are accounted for 
as capital leases and included in property and equipment on the consolidated balance sheets. 

113

 
 
 
 
 
 
 
 
 
 
 
 
     
   
   
 
A summary of gross lease commitments and sublease income as of December 31, 2018 is as follows (in 

thousands): 

  Operating  
Leases

Sublease  
Income

Capital
Leases

Years Ending December 31,
2019 ............................................................................  $ 161,932   $ (24,312)  $
2020 ............................................................................ 
2021 ............................................................................ 
2022 ............................................................................ 
2023 ............................................................................ 
Thereafter.................................................................... 

(15,144) 
(11,762) 
(1,319) 
—   
—   
  $ 839,512   $ (52,537) 

151,751  
110,853  
89,398  
62,137  
263,441  

Less: Amounts representing interest........................... 
Total capital lease obligation ....................................... 
Less: Short-term portion.............................................. 
Long-term portion ........................................................ 

    $

70,506 
23,845 
569 
— 
— 
— 
94,920 
2,480 
92,440 
68,046 
24,394  

Rent expense, net of sublease income, under the Company’s operating leases, including co-location arrangements 
for the Company’s data centers, was $138.8 million, $117.9 million and $155.7 million for the years ended December 31, 
2018, 2017 and 2016, respectively. 

Contractual Obligations 

Our principal commitments consist of obligations under the Notes (including principal and coupon interest), capital 

and operating leases for equipment, office space and co-located data center facilities, as well as non-cancellable 
contractual commitments. The following table summarizes our commitments to settle contractual obligations in cash as of 
December 31, 2018:

Total

2019

Payments Due by Year
  2020-2021  
(In thousands)

  2022-2023  

  Thereafter

2019 Notes ......................................... $ 937,338    $ 937,338    $
9,540     
2021 Notes .........................................
2,867     
2024 Notes .........................................
Operating lease obligations (1) ............
161,932     
70,506     
Capital lease obligations.....................
Other contractual commitments (2)......
65,768     

— 
— 
5,734      1,151,438 
263,441 
— 
11,545 
Total contractual obligations.......... $4,367,119    $1,247,951    $1,401,071    $ 291,673    $ 1,426,424  

982,646     
  1,165,781     
839,512     
94,920     
346,922     

—    $
973,106     
5,742     
262,604     
24,414     
135,205     

151,535     
—     
134,404     

—    $
—     

(1)

(2)

The Company has entered into several sublease agreements for office space that it is not fully utilizing. Under the 
sublease agreements, the Company will receive approximately $52.5 million in sublease income over the next four 
years.  

Other contractual commitments are non-cancelable contractual commitments primarily related to the Company’s 
infrastructure services, bandwidth and other services arrangements.

114

 
 
 
 
 
 
 
 
 
   
 
 
 
 
 
   
 
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
  
   
   
 
   
  
   
   
 
   
  
   
   
 
   
  
   
 
 
 
 
 
 
 
 
 
 
 
 
 
Legal Proceedings 

Beginning in September 2016, multiple putative class actions and derivative actions were filed in state and federal 

courts in the United States against Twitter, Twitter’s directors, and/or certain officers alleging false and misleading 
statements in violation of securities laws and breach of fiduciary duty. The putative class actions were consolidated in the 
U.S. District Court for the Northern District of California. On October 16, 2017, the court granted in part and denied in part 
the Company’s motion to dismiss. On July 17, 2018, the court granted plaintiffs' motion for class certification in the 
consolidated securities action. The Company disputes the claims and intends to continue to defend the lawsuits 
vigorously. 

The Company is also currently involved in, and may in the future be involved in, legal proceedings, claims, 
investigations, and government inquiries arising in the ordinary course of business. These proceedings, which include 
both individual and class action litigation and administrative proceedings, have included, but are not limited to matters 
involving content on the platform, intellectual property, privacy, securities, employment and contractual rights. Legal fees 
and other costs associated with such actions are expensed as incurred. The Company assesses, in conjunction with its 
legal counsel, the need to record a liability for litigation and contingencies. Litigation accruals are recorded when and if it 
is determined that a loss related matter is both probable and reasonably estimable. Material loss contingencies that are 
reasonably possible of occurrence, if any, are subject to disclosure. As of December 31, 2018, except for the above 
referenced class actions and derivative actions, there was no litigation or contingency with at least a reasonable possibility 
of a material loss. No material losses have been recorded during the years ended December 31, 2018, 2017 and 2016 
with respect to litigation or loss contingencies. 

Non-Income Taxes

The Company is under audit by various domestic and foreign tax authorities and currently involved in a number of 

tax disputes related to non-income tax matters. The subject matter of non-income tax audits primarily arises from disputes 
on the tax treatment and tax rate applied to the sale of the Company’s products and services in these jurisdictions and the 
tax treatment of certain employee benefits. The Company accrues non-income taxes that may result from examinations 
by, or any negotiated agreements with, these tax authorities when a loss is probable and reasonably estimable. If the 
Company determines that a loss is reasonably possible and the loss or range of loss can be estimated, it discloses the 
reasonably possible loss or range of loss. The Company believes these matters are without merit and it is defending itself 
vigorously. Due to the inherent complexity and uncertainty of these matters and judicial process in certain jurisdictions, the 
final outcome may be materially different from the Company’s expectations.

Indemnification 

In the ordinary course of business, the Company often includes standard indemnification provisions in its 

arrangements with its customers, partners, suppliers and vendors. Pursuant to these provisions, the Company may be 
obligated to indemnify such parties for losses or claims suffered or incurred in connection with its service, breach of 
representations or covenants, intellectual property infringement or other claims made against such parties. These 
provisions may limit the time within which an indemnification claim can be made. It is not possible to determine the 
maximum potential amount under these indemnification obligations due to the limited history of prior indemnification 
claims and the unique facts and circumstances involved in each particular agreement. The Company has never incurred 
significant expense defending its licensees against third-party claims, nor has it ever incurred significant expense under its 
standard service warranties or arrangements with its customers, partners, suppliers and vendors. Accordingly, the 
Company had no liabilities recorded for these provisions as of December 31, 2018 and 2017. 

Note 16. Related Party Transactions 

In September 2015, the Company entered into a partnership agreement for no consideration with Square, Inc., for 

which Jack Dorsey (the Company’s Chief Executive Officer) serves as Chief Executive Officer, to enable U.S. political 
donations through Tweets. Neither Square, Inc. nor the Company will pay each other any amounts in connection with the 
agreement. The agreement has no impact on the Company’s consolidated financial statements.

115

Certain of the Company’s directors have affiliations with customers of the Company. The Company recognized 

revenue under contractual obligations from such customers of $25.9 million and $22.5 million for the years ended 
December 31, 2018 and December 31, 2017, respectively. No revenue was recognized under contractual obligations from 
such customers for the year ended December 31, 2016. The Company had outstanding receivable balances of $3.8 
million and $4.2 million from such customers as of December 31, 2018 and December 31, 2017, respectively. 

Note 17. Employee Benefit Plan 

The Company has a 401(k) Plan that qualifies as a deferred compensation arrangement under Section 401 of the 

Internal Revenue Code. Under the 401(k) Plan, participating employees may defer a portion of their pretax earnings not to 
exceed the maximum amount allowable. Matching contributions are based upon the amount of the employees’ 
contributions subject to certain limitations. The matching contributions made by the Company were $6.3 million for the 
year ended December 31, 2018 and $2.8 million for each of the years ended December 2017 and 2016.

Note 18. Segment Information and Operations by Geographic Area 

The Company has a single operating segment and reporting unit structure. The Company’s chief operating decision-
maker is the Chief Executive Officer who reviews financial information presented on a consolidated basis for purposes of 
allocating resources and evaluating financial performance. 

Revenue 

See Note 3 – Revenue for further details.

Property and Equipment, net 

The following table sets forth property and equipment, net by geographic area (in thousands): 

Property and equipment, net:

United States ..............................................................................  $
International................................................................................   
Total property and equipment, net ...........................................  $

853,731   $
31,347  
885,078   $

730,262 
43,453 
773,715  

  December 31,

2018

December 31,
2017

116

 
 
   
 
 
 
   
 
     
  
   
 
 
Note 19. Restructuring Charges 

On October 25, 2016, the Board of Directors of the Company approved a reduction in force plan (“2016 Plan”) of up 
to approximately 9% of the Company’s positions globally. The reduction in force was undertaken to eliminate investment 
in noncore areas and drive toward greater efficiency, while allowing the Company to continue to invest in its highest 
priorities. 

On December 17, 2016, the Board of Directors of the Company approved a lease abandonment plan (“2016 Lease 

Plan”) to abandon excess office space with lease terms expiring through 2028. 

The following table summarizes the activities related to restructuring charges, as discussed above (in thousands):

2016 Employee    
  Termination Plan    

2016
Lease Plan

Charges (1) ....................................................................................................................  $
Cash payment............................................................................................................... 
Non-cash and other adjustments.................................................................................. 
Accrued as of December 31, 2016 ...............................................................................  $
Charges (2) ....................................................................................................................  $
Cash payment............................................................................................................... 
Non-cash and other adjustments.................................................................................. 
Accrued as of December 31, 2017 ...............................................................................  $
Charges (3) .................................................................................................................... 
Cash payment............................................................................................................... 
Non-cash and other adjustments.................................................................................. 
Accrued as of December 31, 2018 ...............................................................................  $

21,611    $
(11,629)  
(6,357)  
3,625    $
608    $

(4,309)  
76   
—    $
—   
—   
—   
—    $

79,685 
(3,562)
(19,577)
56,546 
6,090 
(28,371)
(2,336)
31,929 
(4,255)
(15,525)
(34)
12,115 

Reflected in consolidated balance sheets as of December 31, 2018:  (4)
Accrued and other current liabilities..............................................................................  $
Other long-term liabilities ..............................................................................................  $

—    $
—    $

12,070 
45  

(1)         For the year ended December 31, 2016, the Company recorded restructuring charges related to its 2016 Employee 
Termination Plan and 2016 Lease Plan of $49.0 million within cost of revenue, $30.4 million within sales and 
marketing, $15.9 million within research and development and $6.0 million within general and administrative in the 
consolidated statements of operations.

(2)        For the year ended December 31, 2017, the Company recorded restructuring charges related to its 2016 Employee 

Termination Plan and 2016 Lease Plan of $0.4 million within cost of revenue, $3.0 million within sales and 
marketing, $2.1 million within research and development and $1.2 million within general and administrative in the 
consolidated statements of operations.   

(3)        For the year ended December 31, 2018, the Company reversed restructuring charges related to its 2016 Lease Plan 
of $0.3 million within cost of revenue, $1.7 million within sales and marketing, $1.4 million within research and 
development and $0.9 million within general and administrative in the consolidated statements of operations.

 (4)        As of December 31, 2018, the Company’s restructuring accrual included approximately $12.1 million related to the 
2016 Lease Plan. This amount is also included in the gross operating lease commitment table under Note 15 – 
Commitments and Contingencies.  

117

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
 
 
   
   
   
 
       
Item 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL 
DISCLOSURE 

None. 

Item 9A. CONTROLS AND PROCEDURES 

Evaluation of Disclosure Controls and Procedures 

Our management, with the participation of our Chief Executive Officer and our Chief Financial Officer, has evaluated 

the effectiveness of our disclosure controls and procedures as of the end of the period covered by this Annual Report on 
Form 10-K. The term “disclosure controls and procedures,” as defined in Rules 13a-15(e) and 15d-15(e) under the 
Securities Exchange Act of 1934, as amended (the “Exchange Act”), means controls and other procedures of a company 
that are designed to ensure that information required to be disclosed by a company in the reports that it files or submits 
under the Exchange Act is recorded, processed, summarized and reported, within the time periods specified in the SEC’s 
rules and forms. Disclosure controls and procedures include, without limitation, controls and procedures designed to 
ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange 
Act is accumulated and communicated to the company’s management, including its principal executive and principal 
financial officers, or persons performing similar functions, as appropriate to allow timely decisions regarding required 
disclosure. Management recognizes that any controls and procedures, no matter how well designed and operated, can 
provide only reasonable assurance of achieving their objectives and management necessarily applies its judgment in 
evaluating the cost-benefit relationship of possible controls and procedures. The design of disclosure controls and 
procedures and internal control over financial reporting must reflect the fact that there are resource constraints and that 
management is required to apply judgment in evaluating the benefits of possible controls and procedures relative to their 
costs. Based on such evaluation, our Chief Executive Officer and Chief Financial Officer have concluded that, as of 
December 31, 2018, our disclosure controls and procedures were effective at the reasonable assurance level. 

Changes in Internal Control over Financial Reporting

There was no change in our internal control over financial reporting identified in connection with the evaluation 

required by Rule 13a-15(d) and 15d-15(d) of the Exchange Act that occurred during the quarter ended December 31, 
2018 that has materially affected, or is reasonably likely to materially affect, our internal control over financial reporting.

Management's Report on Internal Control over Financial Reporting 

Our management is responsible for establishing and maintaining adequate internal control over financial reporting 
(as defined in Rule 13a-15(f) under the Exchange Act). Our management conducted an assessment of the effectiveness 
of our internal control over financial reporting based on the criteria established in “Internal Control - Integrated Framework” 
(2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO). Based on that 
assessment, our management has concluded that our internal control over financial reporting was effective as of 
December 31, 2018. The effectiveness of the Company’s internal control over financial reporting as of December 31, 2018 
has been audited by PricewaterhouseCoopers LLP, an independent registered public accounting firm, as stated in their 
report which appears herein. 

Item 9B. OTHER INFORMATION 

None. 

118

Part III

Item 10. DIRECTORS, EXECUTIVE OFFICERS AND CORPORATE GOVERNANCE 

The information called for by this item will be set forth in our Proxy Statement for the Annual Meeting of Stockholders 

to be filed with the SEC within 120 days of the fiscal year ended December 31, 2018 and is incorporated herein by 
reference.

Our board of directors has adopted a code of business conduct and ethics that applies to all of our employees, 

officers and directors, including our Chief Executive Officer, Chief Financial Officer and other executive and senior 
financial officers. The full text of our code of business conduct and ethics is posted on the investor relations page on our 
website which is located at http://investor.twitterinc.com. We will post any amendments to our code of business conduct 
and ethics, or waivers of its requirements, on our website.

Item 11. EXECUTIVE COMPENSATION 

The information called for by this item will be set forth in our Proxy Statement and is incorporated herein by 

reference.

Item 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED 
STOCKHOLDER MATTERS 

The information required by this item will be set forth in our Proxy Statement and is incorporated herein by 

reference.

Item 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE 

The information, if any, required by this item will be set forth in our Proxy Statement and is incorporated herein by 

reference.

Item 14. PRINCIPAL ACCOUNTING FEES AND SERVICES 

The information required by this item will be set forth in our Proxy Statement and is incorporated herein by 

reference.

119

PART IV 

Item 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES 

The following documents are filed as part of this Annual Report on Form 10-K:

1.

Consolidated Financial Statements

Our Consolidated Financial Statements are listed in the “Index to Consolidated Financial Statements” under 
Part II, Item 8 of this Annual Report on Form 10-K.

2.

Financial Statement Schedules

SCHEDULE II 

VALUATION AND QUALIFYING ACCOUNTS 

FOR THE YEARS ENDED DECEMBER 31, 2018, 2017 AND 2016 

Balance at
Beginning of
Year

Charged to  
Expenses

Charged/
Credited
to Other
Accounts

Balance at
End of Year

(In thousands)

Allowance for Deferred Tax Assets:
Year ended December 31, 2018 ................................ $ 1,021,326    $
439,993    $
Year ended December 31, 2017 ................................ $
378,448    $
Year ended December 31, 2016 ................................ $

(817,529)   $
(346,389)   $
57,529    $

7,065    $

210,862 
927,722    $ 1,021,326 
439,993 

4,016    $

Balance at
Beginning of
Year

Additions
(Reductions)

Write-off/
  Adjustments  

Balance at
End of Year

(In thousands)

Allowance for Doubtful Accounts:
Year ended December 31, 2018 ................................ $
Year ended December 31, 2017 ................................ $
Year ended December 31, 2016 ................................ $

5,430    $
7,216    $
8,121    $

1,610    $
586    $
3,958    $

(3,481)   $
(2,372)   $
(4,863)   $

3,559 
5,430 
7,216 

All other financial statement schedules have been omitted because they are not required, not applicable, not 
present in amounts sufficient to require submission of the schedule, or the required information is shown in our 
Consolidated Financial Statements or Notes thereto.

3.

Exhibits

The documents listed in the Exhibit Index of this Annual Report on Form 10-K are incorporated by reference or 
are filed with this Annual Report on Form 10-K, in each case as indicated therein (numbered in accordance 
with Item 601 of Regulation S-K).

120

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
   
   
   
   
 
 
   
   
   
   
   
   
   
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
   
   
   
   
 
 
   
   
   
   
   
   
   
 
 
   
   
   
   
   
   
   
 
Exhibit
Number 

  3.1

  3.2

  4.1

  4.2

  4.3

  4.4

  4.5

  4.6

  4.7

 10.1*

 10.2*

 10.3*

 10.4*

 10.5*

 10.6* 

 10.7*

 10.8*

 10.9*

 10.10*

 10.11*

 10.12*

 10.13*

 10.14*

 10.15*

 10.16*

 10.17*

 10.18*

 10.19*

 10.20*

EXHIBIT INDEX 

Exhibit Description

Form

File No.

Exhibit

Filing Date

Incorporated by Reference

Restated Certificate of Incorporation of Twitter, 
Inc.

Amended and Restated Bylaws of Twitter, Inc.

S-1/A

8-K

Form of common stock certificate of Twitter, Inc.

S-1/A

Indenture, dated September 17, 2014, between 
Twitter, Inc. and U.S. Bank National Association.

Form of Global 0.25% Convertible Senior Note 
due 2019 (included in Exhibit 4.2)

Indenture, dated September 17, 2014, between 
Twitter, Inc. and U.S. Bank National Association.

Form of Global 1.00% Convertible Senior Note 
due 2021 (included in Exhibit 4.4)

Indenture, dated June 11, 2018, between Twitter, 
Inc. and U.S. Bank National Association.

Form of Global 0.25% Convertible Senior Note 
due 2024 (included in Exhibit 4.6).

Form of Indemnification Agreement between 
Twitter, Inc. and each of its directors and 
executive officers.

Twitter, Inc. 2013 Equity Incentive Plan and 
related form agreements.

8-K

8-K

8-K

8-K

8-K

8-K

S-1

333-191552

001-36164

333-191552

3.2

3.1

4.1

October 22, 2013

April 7, 2017

October 22, 2013

001-36164

4.1

September 17, 2014

001-36164

4.2

September 17, 2014

001-36164

4.3

September 17, 2014

001-36164

4.4

September 17, 2014

001-36164

4.1

June 11, 2018

001-36164

4.2

June 11, 2018

333-191552

10.1

October 3, 2013

S-1/A

333-191552

10.2

October 22, 2013

Twitter, Inc. 2013 Employee Stock Purchase Plan 
and related form agreements.

Twitter, Inc. 2007 Equity Incentive Plan and 
related form agreements.

S-8

S-1

333-192150

4.3

November 7, 2013

333-191552

10.4

October 3, 2013

Form of Performance-Based Restricted Stock Unit 
Award Agreement for Executives, including Notice 
of Grant, under the Twitter, Inc. 2013 Equity 
Incentive Plan.

Twitter, Inc. 2016 Equity Incentive Plan and 
related form agreements.

Twitter, Inc. 2011 Acquisition Option Plan.

Afterlive.tv Inc. 2010 Stock Plan.

Apps & Zerts, Inc. 2013 Stock Plan.

Bluefin Labs, Inc. 2008 Stock Plan.

CardSpring Inc. Amended and Restated 2011 
Equity Incentive Plan.

Crashlytics, Inc. 2011 Stock Plan.

Gnip, Inc. 2008 Incentive Plan, as amended.

Magic Pony Technology Limited EMI Share 
Option Scheme

Mixer Labs, Inc. 2008 Stock Plan.

10-K 

333-209840

10.5

February 29, 2016

S-8

S-1

S-8

S-8

S-1

S-8

S-1

S-8

S-8

S-1

333-212740

333-191552

333-198055

333-195743

4.2

10.5

4.4

4.2

July 29, 2016

October 3, 2013

August 11, 2014

May 6, 2014

333-191552

10.6

October 3, 2013

333-198055

333-191552

333-195743

333-212740

333-191552

4.6

10.7

4.3

4.3

10.8

August 11, 2014

October 3, 2013

May 6, 2014

July 29, 2016

October 3, 2013

MoPub Inc. 2010 Equity Incentive Plan.

S-1/A

333-191552

10.22

November 4, 2013

Smyte, Inc. Amended and Restated 2014 Stock 
Option and Grant Plan and related form 
agreements.

TapCommerce Inc. 2012 Stock Incentive Plan.

Twitter, Inc. Executive Incentive Compensation 
Plan.

Twitter, Inc. Change of Control and Involuntary 
Termination Protection Policy.

S-8

S-8

S-1

10-Q

121

333-2266447

333-198055

4.2

4.5

July 31, 2018

August 11, 2014

333-191552

10.9

October 3, 2013

001-36164

10.1

August 11, 2014

 10.21*

 10.22*

 10.23*

 10.24*

 10.25*

 10.26*

 10.27*

 10.28*

 10.29*

 10.30

 10.31

 10.32

 10.33

Twitter, Inc. Outside Director Compensation 
Policy

Twitter, Inc. 2013 Target Commission Plan.

Offer Letter between Twitter, Inc. and Jack 
Dorsey, dated as of June 11, 2015.

Letter Agreement between Twitter, Inc. and Omid 
R. Kordestani, dated as of October 13, 2015.

Offer Letter between Twitter, Inc. and Vijaya 
Gadde, dated as of October 1, 2013.

Offer Letter between Twitter, Inc. and Robert 
Kaiden, dated as of April 24, 2015.

Offer Letter between Twitter, Inc. and Ned D. 
Segal, dated July 11, 2017

Amended and Restated Change of Control 
Severance Policy Participation Agreement 
between Twitter, Inc. and Anthony Noto, dated as 
of November 21, 2016

Contribution Agreement, dated October 22, 2015, 
by and between Twitter, Inc. and the Jack Dorsey 
Revocable Trust dated December 8, 2010

Form of Innovator’s Patent Agreement.

Office Lease between Twitter, Inc. and SRI Nine 
Market Square LLC, dated as of April 20, 2011, as 
amended on May 16, 2011, September 30, 2011 
and June 1, 2012.
Revolving Credit Agreement among Twitter, Inc., 
the lenders party thereto and Morgan Stanley 
Senior Funding, Inc., as Administrative Agent, 
dated as of October 22, 2013.
Amendment No. 1, dated September 10, 2014, to 
the Revolving Credit Agreement, dated October 
22, 2013, among Twitter, Inc., Morgan Stanley 
Senior Funding, Inc., as administrative agent, and 
the lenders from time to time party thereto.

10-K

S-1/A

8-K

8-K

001-36164

333-191552

10.23

10.20

March 6, 2014

October 22, 2013

001-36164

10.1

June 11, 2015

001-36164

10.1

October 16, 2015

S-1/A

333-191552

10.16

October 22, 2013

8-K

8-K

001-36164

10.1

June 4, 2015

001-36164

10.1

July 11, 2017

10-K

001-36164

10.28

February 23, 2018

8-K

S-1

001-36164

10.1

October 23, 2015

333-191552

10.19

October 3, 2013

S-1

333-191552

10.18

October 3, 2013

S-1/A

333-191552

10.21

October 22, 2013

8-K

001-36164

10.1

September 10, 2014

122

001-36164

10.4

June 11, 2018

001-36164
001-36164
001-36164

10.1
10.2
10.3

August 10, 2018
September 17, 2014
September 17, 2014

001-36164
001-36164
001-36164

10.1
10.2
10.3

June 11, 2018
June 11, 2018
June 11, 2018

10.34

10.35

 10.36
 10.37
10.38

10.39
10.40
21.1
 23.1

 24.1

 31.1

 31.2

 32.1†

101.INS
101.SCH
101.CAL
101.DEF
101.LAB
101.PRE

8-K

8-K
8-K
8-K

8-K
8-K
8-K

Amendment No. 2, dated June 6, 2018, to the 
Revolving Credit Agreement, dated October 22, 
2013, among Twitter, Inc., Morgan Stanley Senior 
Funding, Inc., as administrative agent, and the 
lenders from time to time party thereto.
Revolving Credit Agreement, dated as of August 
7, 2018, by and among Twitter, Inc., the lenders 
from time to time party thereto and JPMorgan 
Chase Bank, N.A., as administrative agent.
Form of Convertible Note Hedge Confirmation.
Form of Warrant Confirmation.
Purchase Agreement, dated June 6, 2018, by and 
among Twitter, Inc. and Goldman, Sachs & Co., 
J.P. Morgan Securities LLC and Morgan Stanley 
& Co. LLC, as representatives of the Purchasers 
named therein.
Form of Convertible Note Hedge Confirmation.
Form of Warrant Confirmation.
List of subsidiaries of Twitter, Inc.
Consent of PricewaterhouseCoopers LLP, 
Independent Registered Public Accounting Firm.
Power of Attorney (contained on signature page 
hereto)
Certification of Chief Executive Officer pursuant to 
Exchange Act Rules 13a-14(a) and 15d-14(a), as 
adopted pursuant to Section 302 of the Sarbanes-
Oxley Act of 2002.
Certification of Chief Financial Officer pursuant to 
Exchange Act Rules 13a-14(a) and 15d-14(a), as 
adopted pursuant to Section 302 of the Sarbanes-
Oxley Act of 2002.
Certifications of Chief Executive Officer and Chief 
Financial Officer pursuant to 18 U.S.C. Section 
1350, as adopted pursuant to Section 906 of the 
Sarbanes-Oxley Act of 2002.
XBRL Instance Document.
XBRL Taxonomy Schema Linkbase Document
XBRL Taxonomy Definition Linkbase Document.
XBRL Taxonomy Calculation Linkbase Document.
XBRL Taxonomy Labels Linkbase Document.
XBRL Taxonomy Presentation Linkbase 
Document.

*
†

Indicates a management contract or compensatory plan or arrangement.
The certifications attached as Exhibit 32.1 that accompany this Annual Report on Form 10-K, are deemed furnished and not filed 
with the Securities and Exchange Commission and are not to be incorporated by reference into any filing of Twitter, Inc. under the 
Securities Act of 1933, as amended, or the Securities Exchange Act of 1934, as amended, whether made before or after the date 
of this Annual Report on Form 10-K, irrespective of any general incorporation language contained in such filing.

123

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Item 16. FORM 10-K SUMMARY

None.  

124

SIGNATURES 

Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the registrant has duly 

caused this annual report on Form 10-K to be signed on its behalf by the undersigned, thereunto duly authorized.

Date:   February 20, 2019. 

TWITTER, INC.

By:

/s/ Jack Dorsey
Jack Dorsey
Chief Executive Officer

POWER OF ATTORNEY

Each person whose signature appears below constitutes and appoints Jack Dorsey and Ned Segal, and each of 

them, as his or her true and lawful attorney-in-fact and agent, with full power of substitution and resubstitution, for him or 
her and in his or her name, place and stead, in any and all capacities, to sign any and all amendments to this Annual 
Report on Form 10-K, and to file the same, with all exhibits thereto, and other documents in connection therewith, with the 
Securities and Exchange Commission, granting unto said attorneys-in-fact and agents, and each of them, full power and 
authority to do and perform each and every act and thing requisite and necessary to be done in connection therewith, as 
fully to all intents and purposes as he or she might or could do in person, hereby ratifying and confirming all that said 
attorneys-in-fact and agents, or any of them, or their or his substitutes, may lawfully do or cause to be done by virtue 
thereof.

Pursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the 

following persons on behalf of the registrant and in the capacities and on the dates indicated:

Signature

/s/ Jack Dorsey
Jack Dorsey

/s/ Ned Segal
Ned Segal

/s/ Robert Kaiden
Robert Kaiden

/s/ Omid Kordestani
Omid Kordestani

/s/ Martha Lane Fox
Martha Lane Fox

/s/ Debra L. Lee
Debra L. Lee

Title

Chief Executive Officer and Director 
(Principal Executive Officer)

Chief Financial Officer
(Principal Financial Officer)

Chief Accounting Officer 
(Principal Accounting Officer)

Date

February 20, 2019

February 20, 2019

February 20, 2019

Executive Chairman and Director

February 20, 2019

Director

Director

February 20, 2019

February 20, 2019

125

 
/s/ Patrick Pichette
Patrick Pichette

/s/ David Rosenblatt
David Rosenblatt

/s/ Ngozi Okonjo-Iweala
Ngozi Okonjo-Iweala

/s/ Bret Taylor
Bret Taylor

/s/ Evan Williams
Evan Williams

/s/ Robert Zoellick
Robert Zoellick

February 20, 2019

February 20, 2019

February 20, 2019

February 20, 2019

February 20, 2019

February 20, 2019

Director

Director

Director

Director

Director

Director

126

Board of Directors

Executive Team

Stock Exchange

Omid Kordestani
Executive Chairman

Patrick Pichette
Lead Independent Director
Former Senior Vice President and
Chief Financial Officer
Google

Jack Dorsey
Chief Executive Officer and
Co-Founder
Twitter

Chief Executive Officer and
Co-Founder
Square

Martha Lane Fox
Founder and Chairperson
Lucky Voice Group

Chairperson
MakieWorld

Crossbench Peer
House of Lords

Debra Lee
Former Chairperson and
Chief Executive Officer
BET Networks

Ngozi Okonjo-Iweala
Senior Advisor
Lazard, Ltd.

David Rosenblatt
Chief Executive Officer
1stdibs.com

Bret Taylor
President and Chief Product Officer
Salesforce.com

Robert Zoellick
Former President
World Bank Group

Jack Dorsey
Chief Executive Officer and
Co-Founder

Twitter stock is listed for trading
on the New York Stock Exchange
under the ticker symbol TWTR.

Omid Kordestani
Executive Chairman

Ned Segal
Chief Financial Officer

Vijaya Gadde
Chief Legal Officer and Secretary

Parag Agrawal
Technology Lead

Leslie Berland
People and Marketing Lead

Kayvon Beykpour
Product Lead

Matthew Derella
Customers Lead

Bruce Falck
Revenue Product Lead

Michael Montano
Engineering Lead

Transfer Agent

Computershare Trust Company, N.A.
250 Royall Street
Canton, MA 02021
Phone: (781) 575-4238
Toll Free: (877) 373-6374
Web: computershare.com/investor

A copy of the Company’s annual
report filed with the Securities and
Exchange Commission (Form 10-K)
and Notice & Proxy Statement will
be furnished without charge to any
shareholder upon request.

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