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Table of Contents
UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
Form 10-K
ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the fiscal year ended December 31, 2019
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: 001-35444
YELP INC.
(Exact name of Registrant as specified in its charter)

Delaware20-1854266
(State or other jurisdiction of incorporation or organization)(I.R.S. Employer Identification No.)

140 New Montgomery Street, 9th Floor
San Francisco, California 94105
(Address of principal executive offices) (Zip Code)
Registrant’s telephone number, including area code: (415) 908-3801
Securities registered pursuant to Section 12(b) of the Act:
Title of Each ClassTrading Symbol(s)Name of Each Exchange on Which Registered
Common Stock, par value $0.000001 per shareYELPNew York Stock Exchange LLC
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 Section 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 during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes No ¨


Table of Contents
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a 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 filerAccelerated filer
Non-accelerated filerSmaller reporting company
Emerging growth 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 Act). Yes No ☑
The aggregate market value of the voting and non-voting common equity held by non-affiliates of the registrant was approximately $1,991,454,326 as of June 30, 2019, the last day of the registrant’s most recently completed second fiscal quarter, based upon the closing sale price of the registrant’s common stock on the New York Stock Exchange LLC reported for June 28, 2019, the last business day of the registrant's most recently completed second fiscal quarter. Excludes an aggregate of 13,668,058 shares of the registrant’s common stock held by officers, directors, affiliated stockholders and The Yelp Foundation as of June 30, 2019. For purposes of determining whether a stockholder was an affiliate of the registrant at June 30, 2019, the registrant assumed that a stockholder was an affiliate of the registrant if such stockholder (i) beneficially owned 10% or more of the registrant’s capital stock, as determined based on public filings, and/or (ii) was an executive officer or director, or was affiliated with an executive officer or director, of the registrant at June 30, 2019. Exclusion of such shares should not be construed to indicate that any such person possesses the power, direct or indirect, to direct or cause the direction of the management or policies of the registrant or that such person is controlled by or under common control with the registrant.
As of February 21, 2020, there were 71,839,649 shares of the registrant’s common stock, par value $0.000001 per share, issued and outstanding.
DOCUMENTS INCORPORATED BY REFERENCE
Portions of the registrant’s definitive Proxy Statement for the 2020 Annual Meeting of Stockholders to be filed with the U.S. Securities and Exchange Commission pursuant to Regulation 14A not later than 120 days after the end of the fiscal year covered by this Annual Report on Form 10-K are incorporated by reference in Part III, Items 10-14 of this Annual Report on Form 10-K.



Table of Contents
YELP INC.
2019 ANNUAL REPORT ON FORM 10-K
TABLE OF CONTENTS
Page  
PART I
              
PART II
PART III
PART IV
FINANCIAL STATEMENTS
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Unless the context suggests otherwise, references in this Annual Report on Form 10-K (the “Annual Report”) to “Yelp,” the “Company,” “we,” “us” and “our” refer to Yelp Inc. and, where appropriate, its subsidiaries.
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Unless the context otherwise indicates, where we refer in this Annual Report to our “mobile application” or “mobile app,” we refer to all of our applications for mobile-enabled devices; references to our “mobile platform” refer to both our mobile app and the versions of our website that are optimized for mobile-based browsers. Similarly, references to our “website” refer to versions of our website dedicated to both desktop- and mobile-based browsers, as well as the U.S. and international versions of our website.

SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS
This Annual Report contains forward-looking statements that involve risks, uncertainties and assumptions that, if they never materialize or prove incorrect, could cause our results to differ materially from those expressed or implied by such forward-looking statements. The statements contained in this Annual Report that are not purely historical are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, or the Securities Act, and Section 21E of the Securities Exchange Act of 1934, as amended, or the Exchange Act. Forward-looking statements are often identified by the use of words such as, but not limited to, “anticipate,” “believe,” “can,” “continue,” “could,” “estimate,” “expect,” “intend,” “may,” “might,” “plan,” “project,” “seek,” “should,” “target,” “will,” “would” and similar expressions or variations intended to identify forward-looking statements. These statements are based on the beliefs and assumptions of our management, which are in turn based on information currently available to management. Such forward-looking statements are subject to risks, uncertainties and other important factors that could cause actual results and the timing of certain events to differ materially from future results expressed or implied by such forward-looking statements. Factors that could cause or contribute to such differences include, but are not limited to, those discussed in the section entitled “Risk Factors” included under Part I, Item 1A below. Furthermore, such forward-looking statements speak only as of the date of this report. Except as required by law, we undertake no obligation to update any forward-looking statements to reflect events or circumstances after the date of such statements.
NOTE REGARDING METRICS
We review a number of performance metrics to evaluate our business, measure our performance, identify trends in our business, prepare financial projections and make strategic decisions. Please see the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key Metrics” for information on how we define our key metrics. Unless otherwise stated, these metrics do not include metrics from Yelp Reservations, Yelp Waitlist, Yelp WiFi Marketing, our business owner products or Yelp Eat24, which we sold on October 10, 2017.
While our metrics are based on what we believe to be reasonable calculations, there are inherent challenges in measuring usage across our large user base. Certain of our performance metrics, including the number of unique devices accessing our mobile app, are tracked with internal company tools, which are not independently verified by any third party and have a number of limitations. For example, our metrics may be affected by mobile applications that automatically contact our servers for regular updates with no discernible user action involved; this activity can cause our system to count the device associated with the app as an app unique device in a given period.
Our metrics that are calculated based on data from third parties — the number of desktop and mobile website unique visitors — are subject to similar limitations. Our third-party providers periodically encounter difficulties in providing accurate data for such metrics as a result of a variety of factors, including human and software errors. In addition, because these traffic metrics are tracked based on unique cookie identifiers, an individual who accesses our website from multiple devices with different cookies may be counted as multiple unique visitors, and multiple individuals who access our website from a shared device with a single cookie may be counted as a single unique visitor. As a result, the calculations of our unique visitors may not accurately reflect the number of people actually visiting our website.
Our measures of traffic and other key metrics may also differ from estimates published by third parties (other than those whose data we use to calculate such metrics) or from similar metrics of our competitors. We are continually seeking to improve our ability to measure these key metrics, and regularly review our processes to assess potential improvements to their accuracy. From time to time, we may discover inaccuracies in our metrics or make adjustments to improve their accuracy, including adjustments that may result in the recalculation of our historical metrics. We believe that any such inaccuracies or adjustments are immaterial unless otherwise stated.
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PART I

Item 1. Business.
Company Overview
Yelp's mission is to connect consumers with great local businesses. Since our founding in 2004, we have built a trusted local platform that delivers significant value to both consumers and businesses by helping each discover and interact with the other. Our unrivaled content helps consumers save time and money. Our advertising and other products help business owners increase their visibility and connect with our large audience of purchase-oriented consumers. Yelp's core features and functionalities include:
Content. Yelp brings “word of mouth” online through consumer ratings, reviews, photos and more that share everyday business experiences. As of December 31, 2019, consumers had contributed approximately 205.4 million cumulative reviews of almost every type of local business. These contributions drive a powerful network effect whereby the expanded content draws in more consumers (and more prospective contributors), which improves the value proposition of our products to local businesses.
Discovery. Each day, millions of consumers search for great local businesses using Yelp's website and mobile app, as well as third-party partner services like Apple’s Siri and Amazon’s Alexa personal assistant programs. Business owners, in turn, use our free and paid products to showcase and differentiate their businesses to these intent-driven consumers. For example, business representatives are able to provide information about their businesses and respond to reviews, among other things, by registering for a free account and “claiming” the business listing page for each of their locations. By December 31, 2019, business representatives had claimed approximately 4.9 million active business listing pages on Yelp. Businesses that want to further promote themselves can also pay for premium services such as targeted search advertising and additional enhancements to their business listing pages.
Engagement. Yelp provides multiple channels for consumers and businesses to engage directly with each other. In addition to writing and responding to reviews, consumers and businesses can interact through messaging features like Request-A-Quote and through our convenient transaction capabilities such as online food ordering. Every month, consumers generate millions of leads for businesses by calling, clicking and submitting Request-A-Quote inquiries through Yelp. Our restaurants category accounts for a significant portion of the engagement on our platform, and frequently serves as the starting point for traffic and engagement in other categories, such as home & local services. Our investments in Yelp Reservations, our online reservations product, and Yelp Waitlist, which allows consumers to check wait times at restaurants and join waitlists remotely, have not only driven substantial engagement in the restaurants category, they have also driven a growing stream of recurring subscription revenue. We have also designed the user experience on our mobile app, where we find our most engaged users, to highlight these and other features in our most highly trafficked category.
Attribution and Analytics. We offer businesses a range of tools and features that measure the effectiveness of our products and provide business insights. In addition to the reporting and advertising-management features available through our Yelp for Business Owners app, we offer store-level attribution through our Yelp Store Visits product and integrations with third-party data partners. These detailed reporting and analytics capabilities continued to help us sell our advertising products more successfully to multi-location advertisers in 2019, growing revenue from these customers by 22% in 2019 compared to 2018. We also provide businesses with local analytics and insights based on our historical data and other proprietary content through our Yelp Knowledge program.
We generate revenue primarily from the sale of advertising on our website and mobile app to businesses and, to a lesser extent, from fees on transactions completed on our platform and subscription fees for our non-advertising products. During the year ended December 31, 2019, we generated net revenue of $1.0 billion, representing 8% growth over 2018, net income of $40.9 million and adjusted EBITDA of $213.5 million. For information on how we define and calculate adjusted EBITDA and a reconciliation of this non-GAAP financial measure to net income (loss), see “Management’s Discussion and Analysis of Financial Condition and Results of Operations — Non-GAAP Financial Measures” in this Annual Report.
Our Strategy
Following our transition to a multi-channel, on-demand business model, which we completed in 2018 with our move to non-term advertising contracts, we embarked on an ambitious, multi-year business transformation plan designed to drive and sustain profitable long-term growth. The strategy underlying this plan, which we began executing in 2019, looks to leverage our
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competitive advantages — our brand, our large audience of intent-driven consumers, our content and the network dynamics on our platform — to increase the value we provide to consumers and businesses, while continuing to drive efficiency in our business model. As we continue executing on our plan in 2020, we will look to further advance the strategic initiatives we began in 2019.
Revenue Growth
Winning in Key Categories. We are working to address our customers' operational needs with innovative solutions that build on our strengths in key categories. In restaurants, our most trafficked category, our Yelp Reservations and Yelp Waitlist products delighted both consumers and business owners in 2019 — we more than doubled the number of diners seated via Yelp and increased the combined revenue from these products by a double-digit percentage compared to 2018. We expect to substantially increase the number of diners seated via Yelp again in 2020, and we believe this consumer activity will have the added benefit of supporting strong consumer usage and engagement across other categories. We also plan to increase monetization of these subscription services in 2020 through price optimization and cross selling.
In home & local services, our largest and fastest growing category by revenue, we have driven consumer adoption with innovative product experiences like Request-A-Quote, and plan to continue leveraging products with the goal of increasing our monetization of this category. Revenue attributable to Request-A-Quote increased nearly 60% in 2019 compared to 2018, and we significantly increased paid leads to advertisers in this category in 2019, which drove strong acquisition and retention among service provider customers. In 2020, we will continue to explore ways to increase the number of paid leads to customers in this category and provide customers with greater control over the types of leads they receive.
Expanding Our Product Offerings. In addition to developing new advertising products to help our customers differentiate their businesses, we are adapting how we market and merchandise our products based on a business's unique attributes and needs. Matching advertisers to the right products at the right prices will be a priority for us in 2020 and we plan to provide more products across a range of price points to bridge the gap between our free offerings and our targeted search advertising product. For example, we plan to introduce additional profile products in 2020 to complement the affordably priced products we launched in 2019, including our Business Highlights, Portfolios and Yelp Connect products. The initial success of these products gives us confidence that delivering the right product fit to our customers will drive customer satisfaction and improve advertiser lifetime value in turn.
Providing More Value to Business Customers. We aim to provide advertisers with more value for their money, with the goal of driving monetization by increasing trial conversion, customer satisfaction and, ultimately, retention. We believe our efforts to increase the leads delivered to our paying customers, optimize cost-per-click, or CPC, prices and evolve our product experience to provide greater value to businesses have the potential to substantially increase revenue through retention. For example, we delivered 34% more ad clicks to our advertisers in 2019 than 2018 at an 18% lower average CPC, and saw improved retention among non-term advertisers as a result. We plan to continue making improvements to our advertising auction and our Request-A-Quote lead matching capabilities in 2020. Other initiatives include providing our advertisers with more ways to promote their businesses and more control over their ad campaigns. For example, we plan to introduce new types of ads, such as themed ads, which highlight advertisers that respond quickly to consumers or provide free quotes or consultations, and to continue expanding customization options to allow advertisers to tailor their campaigns. We also plan to further develop our analytics tools to show advertisers how their ads are performing relative to competitors and how to optimize their spend.
Capturing the Multi-location Opportunity. We plan to drive continued momentum in our multi-location advertising business by expanding upon our successful go-to-market strategy and offering more solutions to meet the needs of large advertisers. In 2019, we expanded our multi-location sales force by more than 25% as we looked to grow our business with the top 250 restaurants and retailers by revenue, one-third of which were paying customers by the end of the year. We plan to further expand our multi-location sales force in 2020 to extend coverage to multi-location businesses in the services category. On the product side, we are continuing to create compelling new ad formats tailored to the needs of multi-location businesses, including more ways for multi-location advertisers to drive consumer purchases during their key selling seasons. We believe these initiatives will position us to capture a larger share of the multi-location opportunity.
Enhancing the Consumer Experience. Consumers drive the network dynamics on which our value proposition is based: increasing consumer traffic and content contribution further benefits consumers and underpins our ability to create value for businesses through our products and services. To maintain strong growth in our app usage and deepen user engagement, we remain focused on delivering unique product experiences that delight consumers. One of the ways we
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did that in 2019 was by creating an even more personalized Yelp experience for our users, and we plan to expand the personalized recommendations we offer in 2020. We are also creating new features that draw on Yelp’s unique content and comprehensive local data, as well as partnerships, to deliver only-on-Yelp product experiences. For example, in 2019 we introduced new features for Yelp Waitlist, including Predictive Wait Times and Notify Me, that contributed to a doubling of diners seated via Yelp in 2019 compared to 2018. We believe experiences like booking sought-after seats at Yelp-exclusive restaurants, skipping the line at popular eateries and saving time and money on projects arranged via Request-A-Quote will help maintain strong growth in app usage and deepen consumer engagement, thereby increasing our value proposition to businesses. To that end, we plan to launch an updated user interface for our mobile app in 2020 that we believe will better engage consumers, be easier to use and offer added convenience.
Improved Profitability
Focusing on Our Most Efficient Sales Channels. In 2019, we shifted our emphasis to the most efficient and high-margin sales channels, our multi-location and self-serve channels. The success of this initiative — revenue from the multi-location and self-serve channels increased by 22% and 30% compared to 2018, respectively — improved the economics of our business, allowing us to reduce our local sales force by 10% in 2019 without sacrificing revenue growth. We plan to continue our efforts to expand our multi-location business in 2020. We also plan to continue expanding the products and customization options available through our self-serve channel in 2020, which allows businesses to purchase ads directly through our website and generates high-margin revenue without heavy involvement from our sales force.
Improve Retention by Delivering More Value. We believe there is substantial opportunity to drive profitable growth by improving customer and revenue retention. In 2019, we accomplished this by delivering greater value to advertisers, which improved their satisfaction with our products and led to increased spending over time. For example, in 2019, we improved non-term advertising revenue retention by a mid-teens percentage as we delivered more leads at lower CPCs. In 2020, we plan to continue these efforts as well as further enhance the quality and targeting of our ads.
Optimizing Cost Structure and Controlling Expenses. Our ability to improve our margins will depend on our ability to effectively control and, where possible, reduce our expenses. In 2019, we reduced the size of our local sales force by 10%, significantly reduced the size of our San Francisco sales office and relocated a number of G&A positions from San Francisco to our Phoenix office, reducing some of the ongoing operating expenses associated with those teams. We do not plan to grow our local sales headcount in 2020, consistent with our focus on our most efficient sales channels. We also plan to expand the product and engineering teams in our Toronto office to further take advantage of lower-cost markets.
We intend to continue evaluating opportunities to control or reduce other corporate expenses throughout 2020. In 2019, we reduced our marketing spend on consumer traffic, instead relying more heavily on in-app and cross-product marketing as well as on the organic traffic growth driven by our community development efforts. In 2020, we plan to continue capitalizing on the product and marketing investments we made in prior years — particularly the investments we made in Yelp Reservations and Yelp Waitlist to drive consumer engagement — to control our marketing spend.
Our Products and Services
Advertising
We provide a range of free and paid advertising products to businesses of all sizes, including the ability to deliver targeted search advertising to large local audiences through our website and mobile app. As in past years, advertising accounted for the vast majority of our revenue during the year ended December 31, 2019, accounting for 96% of our revenue, which was flat compared to the year ended December 31, 2018 and up from approximately 91% for the year ended December 31, 2017. We recognize revenue from our business listing and advertising products, including advertising sold by partners, as advertising revenue.
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Free Online Business AccountWe enable businesses to create a free online business account and claim the listing page for each of their business locations. With their free business accounts, businesses can view trends (e.g. statistics and charts of the performance of their pages on our platform), use the Revenue Estimator tool to quantify the revenue opportunity Yelp provides, message customers (e.g. by replying to messages or reviews either publicly or directly), update listing information (e.g. address, hours of operation) and offer Yelp Deals and Gift Certificates.
 
Branded ProfileOur Branded Profile product provides businesses with access to premium features in connection with their business listing pages, such as the ability to update listing information and select photos or videos to highlight on the page through a slideshow feature. Businesses can also promote a desired transaction of their choosing — such as scheduling an appointment or printing a coupon — directly on their business listing pages with our Call to Action feature. This feature transfers consumers from a business’s listing page to the business’s own website to complete the action. Account support is available via phone and email for businesses that purchase a Branded Profile program.
 
Enhanced ProfileIn addition to providing businesses with the same premium features and support options as our Branded Profile product, our Enhanced Profile product restricts how ads from other businesses appear on the business listing pages of our Enhanced Profile customers.
Yelp Verified LicenseYelp Verified License is a badge that appears on business listing pages as a paid upgrade for certain licensed advertisers, primarily in our home & local services category. The badge indicates that we have verified the business's trade license and confirmed it was in good standing as of a certain date, allowing businesses to distinguish themselves as licensed and helping consumers make safe and confident decisions when selecting businesses for their projects.
Business HighlightsBusinesses in eligible categories can pay to highlight up to six attributes that make their business unique — e.g. "Family Owned" or "Pet Friendly." These highlights appear on business listing pages in a section called "Highlights from the Business," and the top two highlights also appear in organic and sponsored search results for that business.
Yelp PortfolioOur Yelp Portfolio product allows businesses to showcase their specialties to prospective customers through a photo collection of projects. A business's Portfolio is displayed on its business listing page and can include additional details such as costs, timelines and services provided, allowing potential customers to learn more about the business and helping them decide if the business is the best fit for their upcoming project. Yelp Portfolio is currently available for businesses in certain home & local services categories.
Yelp ConnectYelp Connect gives businesses an opportunity to tell users more about what makes their business special through posts appearing on their business listing pages by highlighting the unique features of the business, upcoming events, limited time offers and other timely content. Yelp automatically promotes Yelp Connect posts to a business's followers.
 
Search and Other AdsWe allow businesses to promote themselves as a sponsored search result on our platform, on the listing pages of related businesses and as suggested “additional businesses” for consumers using our Request-A-Quote feature. We sell ads primarily on a CPC basis, though we also offer impression-based ads.
  
Ad ResalesWe also generate revenue through the resale of our advertising products by certain agencies and partners, such as Thryv (formerly DexYP), as well as monetization of remnant advertising inventory through third-party ad networks. In 2018, we launched the Yelp Ads Certified Partners Program, which allows partner agencies to independently sell and manage ad campaigns on behalf of their small and medium-sized business clients, providing increased centralization and flexibility.
Transactions
In addition to our advertising products, we also offer several features and consumer-interactive tools to facilitate transactions between consumers and the local businesses they find on Yelp. We recognize revenue from these sources on a net basis as transactions revenue.
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Eat24 and the Grubhub PartnershipPrior to our sale of Eat24 to Grubhub on October 10, 2017, we generated revenue from our Yelp Eat24 business through arrangements with restaurants in which restaurants paid a commission percentage fee on orders placed through Yelp Eat24. Following the sale, Eat24’s restaurant network remains integrated on our platform and, pursuant to our strategic partnership, Grubhub’s restaurant network was integrated onto our platform mid-2018. This partnership has provided consumers with a wider selection of restaurants and better delivery options, while improving our per-order profitability.
Yelp PlatformThe Yelp Platform allows consumers to transact with businesses directly on our website or mobile app through partner integrations. Consumers can order flowers, purchase event tickets, and book spa and salon appointments, among many other transaction opportunities, all without leaving Yelp.
Yelp DealsOur Yelp Deals product allows local business owners to create promotional discounted deals for their products and services, which are marketed to consumers through our platform. We typically earn a fee based on the discounted price of each deal sold. We process all customer payments and remit to the business the revenue share of any Yelp Deal purchased.
Other Services
We generate other revenue through subscription services, licensing payments for access to Yelp data and other non-advertising, non-transaction arrangements. We recognize revenue from these sources as other services revenue.
Yelp ReservationsWe provide restaurants, nightlife and certain other venues with the ability to offer online reservations directly from their Yelp business listing pages through our Yelp Reservations product, which also includes front-of-house management tools. We offer this product as a monthly subscription service.
Yelp WaitlistYelp Waitlist is a subscription-based waitlist management solution that allows consumers to check wait times and join waitlists remotely and businesses to efficiently manage seating and server rotation. Yelp Waitlist is available directly on business listing pages as well as in-store kiosks.
Yelp KnowledgeThrough partnerships with companies such as Sprinklr, InMoment and Chatmeter, our Yelp Knowledge program offers business owners local analytics and insights through access to our historical data and other proprietary content. Our Yelp Knowledge partners pay us program fees for access to Yelp Knowledge content.
Other PartnershipsOther non-advertising partner arrangements include content licensing and allowing third-party data providers to update and manage business listing information on behalf of businesses.
Revenue by Product
The following table provides a breakdown of our revenue by product for the years indicated (in thousands):
Year Ended December 31,
201920182017
Net revenue by product:
Advertising$976,925  $907,487  $775,678  
Transactions12,436  13,694  60,251  
Other services24,833  21,592  14,918  
Total net revenue$1,014,194  $942,773  $850,847  

Sales
We sell our products directly through our sales force, indirectly through partners and online through our website. Our sales force consisted of 3,844 employees as of December 31, 2019 and is located across our offices in San Francisco, California, Scottsdale, Arizona, New York, New York, Chicago, Illinois, Washington, D.C., and Toronto, Ontario, as well as across a remote workforce to an increasing extent.
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Direct Sales. A large majority of our sales force — 3,600 employees as of December 31, 2019 — is dedicated to selling our advertising products, with a significantly smaller component responsible for selling our subscription products. Our sales force primarily sells CPC advertising; only a small percentage of ads continue to be impression-based. Sales representatives are primarily responsible for generating qualified sales leads by identifying and contacting businesses through direct engagement, direct marketing campaigns and weekly e-mails to claimed local businesses. Although our direct sales force is primarily focused on increasing revenue by adding new customers, sales representatives on our client partner team engage with existing customers with the goal of increasing their overall spend. Sales representatives are typically compensated on the basis of advertising sold in a given period.
Sales Partnerships. Since 2014, we have allowed partners, such as Thryv, to sell certain of our advertising products as part of a package with their own advertising products to their advertiser bases. The products covered by these arrangements include our Enhanced Profile and CPC advertising. In 2018, we launched the Yelp Ads Certified Partner Program with the aim of making it more efficient for agencies to manage ad campaigns on behalf of their small and medium-sized business clients. By allowing partner agencies to independently sell and manage ad campaigns rather than working through Yelp to do so, this program has improved the process and increased flexibility. We continue to explore additional partnerships for the sale or bundling of our products, as well as with select marketing agencies.
Self-Serve Ads. Our online, or self-serve, sales channel allows businesses to purchase advertising solutions directly from our website. Businesses can purchase sponsored CPC search advertising, Yelp Connect and business listing page upgrades such as Business Highlights and Yelp Portfolios directly through this channel. The convenience of our self-serve sales channel has helped us expand our customer base, and we are continuing to test approaches to this sales channel, including by offering advertisers more options to customize their ads.
Customer Success. While the focus of our sales force was historically on adding new customers, we also see opportunity to deepen our relationships with existing customers. To this end, our customer success team supports existing business advertisers through account management, cross-selling and retention initiatives. We plan to continue developing our customer success team and streamlining our customer success processes to bolster our ability to respond to changes in revenue retention that may emerge from our non-term advertising customers in particular, who have the ability to cancel their advertising at any time.
Consumer Engagement
At the heart of our business are the vibrant communities of contributors that contribute the content on our platform. These contributors provide rich, firsthand information about local businesses in the form of reviews, ratings, tips, photos and videos. Each review, rating, tip, photo and video expands the breadth and depth of the content on our platform, which drives a powerful network effect: the expanded content draws in more consumers and more prospective contributors. Although measures of our content (including our cumulative review metric) and traffic (including our desktop and mobile unique visitors and app unique device metrics) do not factor directly into the advertising arrangements we have with our advertising customers, this network effect underpins our ability to deliver clicks and ad impressions to advertisers. Increases in these metrics improve our value proposition to local businesses as they seek easy-to-use and effective advertising solutions.
Community Management
For the above reasons, we foster and support communities of contributors and make the consumer experience a top priority. We have a team of Community Managers and Community Ambassadors based across the United States and Canada whose primary goals are to support and grow their local communities of contributors, raise brand awareness and engage with their surrounding communities through:
planning and executing fun and engaging events for the community, such as parties, outings and activities at restaurants, museums, hotels and other local places of interest;
getting to know community members and helping them get to know one another to foster an offline community experience that can be transferred online;
promoting Yelp, including guest appearances on local television and radio, and at local events such as concerts and street fairs; and
writing weekly e-mail newsletters to share information with the community about local businesses, events and activities.
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Through these activities, we believe our community management team helps us increase awareness of our platform and grow avid communities who are willing to contribute content to our platform. These active contributors may be invited to attend sponsored social events, but do not receive compensation for their contributions. This community growth drives the network effect whereby contributed reviews expand the breadth and depth of our content base. This expansion draws an increasing number of consumers to access the content on our platform, thus inspiring new and existing contributors to create additional reviews that can be shared with this growing audience.
In general, the communities we entered into earlier are more populous than those we entered into later, and we have already entered most of the largest cities in the United States and Canada. For these and other reasons, launching additional communities may not yield results similar to those of our existing communities. As a result, we continue to believe that development of our existing communities currently provides the greatest opportunity for growth, and plan to continue to focus our community development efforts on existing communities in 2020.
Reviews
As of December 31, 2019, our communities had contributed approximately 205.4 million cumulative reviews of almost every type of local business. Of these cumulative reviews, approximately 145.5 million were recommended and available on business listing pages; approximately 44.4 million were not recommended and available on secondary pages; and approximately 15.5 million had been removed from our platform. Although they do not factor into a business’s overall star rating, we provide access to reviews that are not recommended because they provide additional perspectives and information on reviewed businesses, as well as transparency of the efficacy of our automated recommendation software.
The reviews contributed to our platform cover a wide set of local business categories, including restaurants, shopping, home and local services, beauty and fitness, health and other categories. In the chart below, we highlight the percentage of businesses in a given category that had received a review, the percentage of total reviews by category as of December 31, 2019 and the percentage of our advertising revenue associated with each category. The categories associated with these reviews reflect Yelp's category definitions as of December 31, 2019.
yelp-20191231_g1.jpg
(1) Businesses that had received reviews that were available on our platform — i.e., including reviews that were recommended and not recommended, but not including reviews that had been removed from our platform — as of December 31, 2019, including some businesses that had received only reviews that were not recommended.
(2) Cumulative reviews as of December 31, 2019, including reviews that had been removed from our platform.
(3) Our top five categories accounted for an aggregate of 79% of our advertising revenue (excluding advertising sold by partners) for the year ended December 31, 2019.
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We believe that the concentration of reviews in the restaurant and shopping categories in particular is primarily due to the frequency with which individuals visit specific businesses or engage in certain activities versus others. For example, an individual may eat at a restaurant three times in one week or go shopping once a week, but the same individual is unlikely to visit a mechanic, get a haircut or use a home or local service with the same frequency.
Technology
Product development and innovation are core pillars of our strategy. We devote a substantial portion of our resources to researching and developing new solutions and enhancing existing solutions, conducting product testing and quality assurance testing, improving core technology and strengthening our technological expertise. In addition, we acquired talent and technology through our acquisitions of Nowait, Inc. and Turnstyle Analytics Inc. in 2017. For the years ended December 31, 2019, 2018 and 2017, product development expenses totaled $230.4 million, $212.3 million and $175.8 million, respectively.
We aim to delight our users and business partners with our products. We provide our web-based and mobile services using a combination of in-house and third-party technology solutions and products:
Search and Ranking Technology. We leverage the data stored on our platform and our proprietary indexing and ranking techniques to provide our users with contextual, relevant and up-to-date results to their search queries. For example, a consumer desiring environmentally-friendly carpet cleaners does not have to call individual cleaners to inquire about their use of chemical-based cleaning solutions. Instead, the consumer can search for “environmentally-friendly carpet cleaners” on Yelp and discover cleaners with the best service and “green” cleaning products that serve a specific neighborhood.
Recommendation Software. We employ our proprietary automated recommendation software to analyze and screen all reviews submitted to our platform. We believe our recommendation technology is one of the key contributors to the quality and integrity of the reviews on our platform and the success of our service. See “—Consumer Protection Efforts” below for additional details regarding our recommendation software.
Mobile Solutions. The number of consumers who access information about local businesses through mobile devices increased substantially in recent years, and we anticipate that use of our mobile platform will be the driver of our growth for the foreseeable future. Our most engaged users are on our mobile app, making it particularly critical to our continued success; for example, in the quarter ended December 31, 2019, mobile devices accounted for approximately 79% of all searches and approximately 75% of all ad clicks on our platform. As a result, we have invested significant resources into the development of our comprehensive mobile platform for consumers supporting the major smartphone operating systems available today, iOS and Android. Over time, we have enhanced the functionality of our mobile platform, such that it provides similar and, in some areas, greater functionality than our website. Some of the innovations we introduced through our mobile platform include “check-ins,” “tips,” “comments,” “Nearby” and “Monocle,” our augmented reality feature. We also offer a mobile app for business owners, designed to make it easier for them to engage with their customers and manage their Yelp profiles. The Yelp for Business Owners app is currently available for iOS and Android.
Advertising Technologies. We use proprietary ad targeting and delivery technologies designed to provide relevant local advertisements to consumers viewing our content. Our proprietary ad delivery system leverages our unique repository of data to provide useful ads to users and high value leads to advertisers.
Infrastructure. Our web and mobile platforms are currently hosted from multiple locations, almost entirely through Amazon Web Services. We also host parts of our infrastructure within shared data environments in California and Virginia, as well as with third-party leased server providers. Our web and mobile platforms are designed to have high availability, from the Internet connectivity providers we choose, to the servers, databases and networking hardware that we deploy. We design our systems such that the failure of any individual component is not expected to affect the overall availability of our platform. We also leverage other third-party Internet-based (cloud) services such as rich-content storage, map-related services, ad serving and bulk processing.
Network Security. Computer viruses, malware, phishing attacks, denial-of-service and other attacks and similar disruptions from unauthorized use of computer systems have become more prevalent in our industry, have occurred on our systems in the past and we expect them to occur periodically on our systems in the future. For this reason, our platform includes a host of encryption, antivirus, firewall and patch-management technologies designed to help protect and maintain the systems located at data centers as well as other systems and computers across our business.
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Consumer Protection Efforts
Our success depends on our ability to maintain consumer trust in our solutions and in the quality and integrity of the user content and other information found on our platform. We dedicate significant resources to the goal of maintaining and enhancing the quality, authenticity and integrity of the reviews on our platform, primarily through the following methods:
Automated Recommendation Software. We use proprietary software to analyze the relevance, reliability and utility of each review submitted to our platform. The software applies the same objective standards to each review based on a wide range of data associated with the review and reviewer, regardless of whether the business being reviewed advertises on Yelp. These objective standards include various measures of relevance, reliability and utility, such as the reviewer’s type and level of activity with Yelp (which might correspond to the reviewer’s reliability or suggest reviewer biases) and whether certain reviews originate from related Internet Protocol addresses (which might mean the reviews were submitted by the same person). The results of this analysis can change over time as the software factors in new information, which may result in reviews that were previously recommended becoming not recommended, and reviews that were previously not recommended being restored to recommended status. Reviews that the software deems to be the most useful and reliable are published directly on business listing pages, though neither we nor the software purport to establish whether or not any individual review is authentic. As of December 31, 2019, our software recommended approximately 71% of the reviews submitted to our platform. Reviews that are not recommended are published on secondary pages and do not factor into a business’s overall star rating. As of December 31, 2019, approximately 22% of the reviews submitted to our platform were not recommended but still accessible on our platform.
Education. We provide businesses with information and materials regarding our stance against review solicitation and work with businesses to ensure that any they are aware that Yelp does not work with third-party review solicitation companies that offer to artificially inflate search rankings and online reputations. By working to educate businesses about why review solicitation harms consumers and can undermine a business’ reputation, we believe we can reduce the frequency with which businesses engage in such activities.
Sting Operations. We routinely conduct sting operations to identify businesses and individuals who offer or receive cash, discounts or other benefits in exchange for reviews. For example, we may respond to advertisements offering to pay for reviews that are posted on Craigslist, Facebook and other platforms. We also receive and investigate tips from our users about potential paid reviews. If we identify or confirm any such issues through our investigations, we typically pursue one or more of the courses of action described below (each of which we may also employ on a stand-alone basis).
Consumer Alerts Program. We issue consumer alert warnings on business listing pages from time to time when we encounter suspicious activity that we believe is indicative of attempts to deceive or mislead consumers. For example, we may issue a consumer alert if we encounter a business attempting to purchase favorable reviews, or if a large number of favorable reviews are submitted from the same Internet Protocol address. Consumer alerts generally remain in effect for 90 days, or longer if the deceptive practices continue.
Coordination with Law Enforcement. We regularly cooperate with law enforcement and consumer protection agencies to investigate and identify businesses and individuals who may be engaged in false advertising or deceptive business practices relating to reviews. For example, in 2013, we assisted the New York Attorney General with “Operation Clean Turf,” an undercover investigation targeting review manipulation that resulted in 19 companies agreeing to pay more than $350,000 in fines to the State of New York. In 2016, in a continuation of this investigation, the New York Attorney General announced settlements with six additional businesses that tried to mislead consumers, resulting in the businesses agreeing to pay fines and to take measures to increase the honesty and transparency of their online reviews.
Legal Action. Our terms of service prohibit the buying and selling of reviews, as well as writing fake reviews. In egregious cases, we take legal action against businesses we believe to be engaged in deceptive practices based on these prohibitions.
Removal of Reviews. We regularly remove reviews from our platform that we believe violate our terms of service, including, without limitation: fake or defamatory reviews; content that has been bought, sold or traded; threatening, harassing or lewd content, as well as hate speech and other displays of bigotry; and content that violates the rights of any third party or any applicable law. Consumers can access information about reviews that we have removed for a particular business by clicking on a link on the business’s listing page. As of December 31, 2019, approximately 7% of the reviews submitted to our platform had been removed.
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Intellectual Property
We rely on federal, state, common law and international rights, as well as contractual restrictions, to protect our intellectual property. We control access to our proprietary technology and algorithms by entering into confidentiality and inventions assignment agreements with our employees and contractors, as well as confidentiality agreements with third parties.
In addition to these contractual arrangements, we also rely on a combination of patent, trade secrets, copyrights, trademarks, service marks and domain names to protect our intellectual property. We pursue the registration of our copyrights, trademarks, service marks and domain names in the United States and in certain locations internationally. Our registration efforts have focused on gaining protection of our trademarks for Yelp and the Yelp burst logo, among others. These marks are material to our business and essential to our brand identity as they enable others to easily identify us as the source of the services offered under these marks. We currently have limited patent protection for our core business, which may make it more difficult to assert certain of our intellectual property rights. For example, the contractual restrictions and trade secrets that protect our proprietary technology and algorithms provide only a limited safeguard against infringement.
Circumstances outside our control could pose a threat to our intellectual property rights. For example, effective intellectual property protection may not be available in the United States or other countries in which we operate. Also, the efforts we have taken to protect our proprietary rights may not be sufficient or effective. Any significant impairment of our intellectual property rights could harm our business or our ability to compete. Protecting our intellectual property rights is also costly and time consuming. Any unauthorized disclosure or use of our intellectual property could make it more expensive to do business and harm our operating results.
Companies in the Internet, technology and media industries own large numbers of patents and other intellectual property rights, and frequently request license agreements or threaten to enter into litigation based on allegations of infringement or other violations of such rights. From time to time, we receive notice letters from patent holders alleging that certain of our products and services infringe their patent rights. We are also currently subject to, and expect to face in the future, allegations that we have infringed the trademarks, copyrights, patents and other intellectual property rights of third parties, including our competitors and non-practicing entities. As we face increasing competition and as our business grows, we will likely face more claims of infringement.
Competition
We compete in rapidly evolving and intensely competitive markets, and we expect competition to intensify further in the future with the emergence of new technologies and market entrants. Our competitors consist of companies that help businesses — particularly businesses in our strategically important restaurants and home & local services categories — connect and engage with consumers, including:
online search engines and directories, such as Google, as well as traditional, offline business guides and directories;
online and offline providers of consumer ratings, reviews and referrals, such as TripAdvisor;
providers of online marketing and tools for managing and optimizing advertising campaigns, such as Google, Facebook and Twitter, as well as various forms of traditional offline advertising, including radio, direct marketing campaigns, yellow pages and newspapers;
restaurant reservation and seating tools, such as OpenTable, as well as food ordering and delivery services; and
home and/or local services-related platforms and offerings, such as ANGI Homeservices.
Our competitors may enjoy competitive advantages, such as greater name recognition, longer operating histories, substantially greater market share, established marketing relationships with, and access to, large existing user bases and substantially greater financial, technical and other resources. These companies may use these advantages to offer products similar to ours at a lower price, develop different products to compete with our current solutions and respond more quickly and effectively than we do to new or changing opportunities, technologies, standards or client requirements. Certain competitors could also use strong or dominant positions in one or more markets to gain competitive advantage against us in markets in which we operate.
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We believe our ability to compete successfully for users, content, and advertising and other customers depends upon many factors both within and beyond our control, including:
the popularity, usefulness, ease of use, performance and reliability of our products and services compared to those of our competitors;
our ability, in and of itself as well as in comparison to the ability of our competitors, to develop new products and services and enhancements to existing products and services;
the quantity, quality and reliability of our content, including its breadth, depth and timeliness;
our ad targeting and measurement capabilities, and those of our competitors;
the size, composition and level of engagement of our consumer audience relative to those of our competitors;
our marketing and selling efforts, and those of our competitors;
the pricing of our products and services relative to those of our competitors;
the actual or perceived return our customers receive from our products and services relative to returns from our competitors;
the frequency and relative prominence of the ads displayed by us or our competitors;
acquisitions or consolidation within our industry, which may result in more formidable competitors; and
our reputation and brand strength relative to our competitors.
Government Regulation
As a company conducting business on the Internet, we are subject to a variety of laws in the United States and abroad that involve matters central to our business, including laws regarding privacy, data retention, distribution of user-generated content, consumer protection and data protection, among others. For example:
Privacy. Because we receive, store and process personal information and other user data, including credit card information in certain cases, we are subject to numerous federal, state and local laws around the world regarding privacy and the storing, sharing, use, processing, disclosure and protection of personal information and other user data.
Liability for Third-Party Action. We rely on laws limiting the liability of providers of online services for activities of their users and other third parties.
Advertising. We are subject to a variety of laws, regulations and guidelines that regulate the way we distinguish paid search results and other types of advertising from unpaid search results.
Information Security and Data Protection. The laws in many jurisdictions require companies to implement specific information security controls to protect certain types of information. Likewise, many jurisdictions have laws in place requiring companies to notify users if there is a security breach that compromises certain categories of their information.
Many of these laws and regulations are still evolving and could be interpreted in ways that harm our business. The application and interpretation of these laws and regulations are often uncertain, particularly in the new and rapidly evolving industry in which we operate. They may be interpreted and applied inconsistently from country to country and inconsistently with our current policies and practices. For example, laws providing immunity to websites that publish user-generated content are currently being tested by a number of claims, including actions based on invasion of privacy and other torts, unfair competition, copyright and trademark infringement and other theories based on the nature and content of the materials searched, the ads posted or the content provided by users.
Similarly, new legislation and regulations may significantly impact our business. There have been 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 as a result.
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Regulatory frameworks for privacy issues in particular are also currently in flux worldwide, and are likely to remain so for the foreseeable future. For example, the European Union’s General Data Protection Regulation, or GDPR, which took effect in May 2018, and the California Consumer Privacy Act, which took effect in January 2020, may be subject to varying interpretations and evolving practices that create uncertainty or result in significantly greater compliance burdens for us.
Changes in existing laws or regulations or their interpretations, as well as new legislation or regulations, may be costly to comply with and may delay or impede the development of new products, increase our operating costs and require significant management time and attention. Such changes could also make it more difficult for consumers to use our platform, resulting in less traffic and revenue, or make it more difficult for us to provide effective advertising tools to businesses on our platform, resulting in fewer advertisers and less revenue. As our business grows and evolves, we will also become subject to additional laws and regulations, including in jurisdictions outside of the United States. Foreign data protection, privacy and other laws and regulations can be more restrictive than those in the United States, as is the case with GDPR. Any failure on our part to comply with these laws may subject us to significant liabilities.
Our Culture and Employees
We take great pride in our company culture and consider it to be one of our competitive strengths. Our culture is at the foundation of our success, and it continues to help drive our business forward as a pivotal part of our everyday operations. It allows us to attract and retain a talented group of employees, create an energetic work environment and continue to innovate in a highly competitive market. As of December 31, 2019, we had 5,950 employees globally.
Our culture extends beyond our offices and into the local communities in which people use Yelp. Our community management team’s responsibilities include supporting the sharing of experiences by consumers in the local markets that they serve and increasing brand awareness. We organize events several times a year to recognize our most important contributors, facilitating face-to-face interactions, building the Yelp brand and fostering the sense of true community in which we believe so strongly. We also engage with small businesses. For example, we attend conferences and events hosted by industry groups to interact with and get feedback from our core community of local business owners.
In addition, The Yelp Foundation, or the Foundation, a non-profit organization established by our board of directors in November 2011, directly supports consumers and local businesses in the communities in which we operate. In 2011, our board of directors approved the contribution and issuance to the Foundation of 520,000 shares of our common stock, of which the Foundation had sold 247,500 shares as of December 31, 2019. The Foundation uses the proceeds from the sale of its shares of our common stock to make grants to local non-profit organizations that are actively engaged in supporting community and small business growth. As of December 31, 2019, the Foundation held 272,500 shares of common stock, representing less than 1% of our outstanding capital stock.
Seasonality and Cyclicality
Our business is affected by seasonal fluctuations in Internet usage and advertising spending, as well as cyclicality in economic activity. Based on historical trends, we expect traffic numbers to be weakest in the fourth quarter of the year in connection with end of the year holidays. In addition, although our multi-location customers tend to increase spending on advertising in the fourth quarter, the small and medium-sized business, or SMBs, on which we rely heavily typically decrease their advertising spending during this quarter. In 2019, we experienced a more pronounced impact on our fourth quarter advertising revenue from seasonal decreases in advertising spending by SMBs than in prior years, which we believe was the result of more customers being on non-term contracts.
SMBs have also historically experienced high failure rates, and we must continually add new advertisers to replace those who do not renew their advertising due to factors outside of our control, such as declining advertising budgets, closures or bankruptcies. As a result, SMBs may be disproportionately affected by negative fluctuations in the business cycle, and a worsening economic outlook would likely cause such businesses to decrease investments in advertising, which would adversely affect our revenue.
We believe our rapid growth has masked most of the seasonality and cyclicality of our business. As our business matures and the proportion of our customers who can cancel their ad campaigns at any time increases, we expect that the seasonality and cyclicality in our business may become more pronounced, causing our operating results to fluctuate.
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Corporate and Available Information
We were incorporated in Delaware on September 3, 2004 under the name Yelp, Inc. We changed our name to Yelp! Inc. in late September 2004 and to Yelp Inc. in February 2012. Our principal executive offices are located at 140 New Montgomery Street, 9th Floor, San Francisco, California 94105, and our telephone number is (415) 908-3801. Our website is located at www.yelp.com, and our investor relations website is located at www.yelp-ir.com.
We file or furnish electronically with the U.S. Securities and Exchange Commission, or SEC, annual reports on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K and amendments to those reports filed or furnished pursuant to Section 13(a) or 15(d) of the Exchange Act. We make copies of these reports available free of charge through our investor relations website as soon as reasonably practicable after we file or furnish them with the SEC. These reports are also accessible through the SEC website at 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 filings with the SEC, investor events, press and earnings releases, and blogs as part of our investor relations website. Investors and others can receive notifications of new information posted on our investor relations website in real time by signing up for e-mail alerts and RSS feeds.
Information contained on or accessible through our websites is not incorporated into, and does not form a part of, this Annual Report or any other report or document we file with the SEC, and any references to our websites are intended to be inactive textual references only.

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Item 1A. Risk Factors

Risks Related to Our Business and Industry

If we are unable to increase traffic to our mobile app and website, or user engagement on our platform declines, our revenue, business and operating results may be harmed.
We derive a substantial majority of our revenue based on our users' engagement with the ads that we display. Because traffic to our platform and user engagement on our platform together determine the number of ads we are able to show, affect the value of those ads to businesses and support the content creation that drives further traffic, our ability to attract, retain and engage visitors on our platform is critical to our business and financial success. A number of factors could adversely affect our traffic and user engagement, including, but not limited to:
our reliance on Internet search engines;
if users engage with other products, services or activities as an alternative to our platform;
if we fail to introduce new and improved products or features that users find engaging, or we introduce new products or features that do not effectively address consumer needs or otherwise alienate consumers;
the quantity and quality of the content contributed by our users, as well as the perceived distribution of such content across the categories of businesses on our platform;
increasing competition in the market for information regarding local businesses;
our ability to manage and prioritize information to ensure users are presented with content that is relevant and helpful to them, including through the effective operation of our automated recommendation software;
technical or other problems that negatively impact the availability and reliability of our platform or otherwise affect the user experience, including as a result of infrastructure performance problems and security breaches;
if users have difficulty installing, updating or otherwise accessing our platform as a result of actions by us or third parties that we rely on to distribute our products, such as application marketplaces and device manufacturers;
if users believe that their experience is diminished as a result of the decisions we make with respect to the frequency, relevance and prominence of the advertising we display;
adverse macroeconomic conditions and their negative impact on consumer spending at local businesses;
the adoption of any laws or regulations that adversely affect the growth, popularity or use of our platform or the Internet in general, such as the repeal of Internet neutrality regulations in the United States;
any actions taken by companies with significant market power in the broadband and Internet marketplace that degrade, disrupt or increase the cost of user access to our products and services; and
if we do not maintain our brand image or our reputation is damaged.
We anticipate that our traffic growth rate will continue to slow over time, and potentially decrease in certain periods due to the maturation of our business and our high penetration rates in most major geographic markets within the United States and Canada. As our traffic growth rate slows, our business and financial performance will become increasingly dependent on our ability to increase levels of user engagement with our platform and the ads that we display.

We generate substantially all of our revenue from advertising. If we fail to maintain and expand our base of advertisers, our revenue and our business will be harmed.
In order to maintain and expand our advertiser base, we must convince existing and prospective advertisers alike that our advertising products offer them a material benefit and generate a competitive return relative to other alternatives. We sell ads primarily on a CPC basis, the pricing of which depends, in part, on competition among advertisers through an auction mechanism. Demand for ads in certain business categories that receive lower levels of traffic can exceed our inventory,
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resulting in relatively high prices for ads in those categories. Such prices reduce our competitiveness and we may not be able to retain advertisers who frequently encounter them. This issue may be exacerbated by any changes to search engine algorithms and methodologies that have the effect of further reducing traffic to impacted categories.
Advertisers will not advertise with us, or they will reduce the prices they are willing to pay to advertise with us, if we do not deliver compelling ad products in an effective manner, or if we do not provide accurate, easy-to-use analytics and measurement solutions that demonstrate the effectiveness and value of our products. As is typical in our industry, our advertisers generally do not have long-term obligations to purchase our products; in fact, as a result of our transition to non-term contracts for most of our new local advertising customers in May 2018, a substantial and increasing portion of our advertisers have the ability to cancel their ad campaigns at any time without penalty. As a result, any decrease in customer satisfaction, economic downturn or other change negatively affecting our ability to retain advertisers may have an earlier and more concentrated effect on our results going forward than prior to our transition to non-term contracts, when our multi-month advertising contracts imposed a fee for early cancellations. If we are unable to quickly and effectively respond to such developments, our ability to maintain and expand our advertiser base will be harmed. In addition, the negative impact of attrition on our financial results may be greater with respect to advertisers who are billed in arrears, as the vast majority of our advertisers now are, if they fail to make payment on ads that have already been delivered.
In addition, our advertiser base consists primarily of SMBs, which are subject to increased challenges and risks. SMBs often have limited advertising budgets and view online advertising products like ours as experimental and unproven; as a result, we may need to devote additional time and resources to educate them about our products and services. Such businesses have also historically experienced high failure rates, and we must continually add new advertisers to replace those who do not renew their advertising due to factors outside of our control, such as declining advertising budgets, closures and bankruptcies.
Our advertising revenue could be impacted by a number of other factors, including, but not limited to:
the perceived effectiveness and acceptance of online advertising generally, particularly among SMBs that may have less experience with it;
our ability to increase traffic to our platform and user engagement, including engagement with the ads displayed on our platform;
the effectiveness of our ad targeting technology and tools for advertisers to optimize their campaigns;
our ability to innovate and introduce enhanced products meeting advertiser expectations;
product changes or inventory management decisions we may make that change the size, format, frequency or relative prominence of ads displayed on our platform;
the widespread adoption of any technologies that make it more difficult for us to deliver ads, such as ad-blocking programs;
loss of advertising business to our competitors, including if competitors offer lower priced or more integrated products;
the prevalence of low-quality or invalid traffic on our platform, such as robots and spiders, which we have discovered in the past and expect to discover in the future, and our ability to detect and prevent click fraud or other invalid clicks on ads;
our reputation and perceptions regarding our platform, including of the ratings and reviews that businesses receive from our users — favorable ratings and reviews could be perceived as obviating the need to advertise, while unfavorable ratings and reviews could discourage businesses from advertising to an audience that they perceive as hostile;
the size and effectiveness of our sales force, which may be affected by a range of factors, not all of which are within our control, including:
the employment market in cities where our sales offices are located;
our sales force's ability to connect with potential customers' key decision makers, which may be harmed if such decision makers, their telecommunications carriers or their mobile operating systems increase their use of call
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blocking technologies, or decision makers answer their phones less frequently to avoid, for example, calls from unknown numbers, telemarketing calls, calls from political campaigns and other solicitations; and
catastrophic occurrences, such as earthquakes or fires, and major public health issues that negatively impact the productivity of our sales force;
the degree to which businesses choose to reach users through our free products in lieu of our paid products and services; and
adverse macroeconomic conditions, which may disproportionately affect the SMBs on which we rely.
Any of these or other factors could result in a reduction in demand for our products, which may reduce the prices we are able to charge, either of which would negatively affect our revenue and operating results.

Our ability to increase our revenue depends on our ability to introduce successful new products and services. Our ongoing investments in developing products and services, including products and services outside of our historical core business, involve significant risks, could disrupt our current operations and may not produce the long-term benefits that we expect.
Our industry is rapidly evolving and intensely competitive; our ability to compete successfully and increase our revenue depends on our ability to continue to deliver innovative, relevant and useful products to our customers in a timely manner. As a result, we have invested, and expect to continue to invest, significant resources in developing products and services to drive traffic to our platform and engage our users. Our product development efforts may include significant changes to our existing products or new products that are unproven or that are outside of our historical core business, such as our investments in Yelp Reservations and Yelp Waitlist. Such investments may not prioritize short-term financial results and may involve significant risks and uncertainties, including distracting management and disrupting our current operations. We cannot assure you that any resulting new or enhanced products and services will engage users and advertisers. We may fail to generate sufficient revenue, operating margin or other value to justify our investments in such products, thereby harming our ability to generate revenue directly and, with respect to investments in products outside of our core business, indirectly as a result of foregoing the opportunity for higher investment in our advertising business, in other product lines and other initiatives.

We rely on Internet search engines and application marketplaces to drive traffic to our platform, certain providers of which offer products and services that compete directly with our products. If links to our applications and website are not displayed prominently, traffic to our platform could decline and our business would be adversely affected.
We rely heavily on Internet search engines, such as Google, to drive traffic to our platform through their unpaid search results and on application marketplaces, such as Apple’s App Store and Google’s Play, to drive downloads of our applications. Although search results and application marketplaces have allowed us to attract a large audience with low organic traffic acquisition costs to date, if they fail to drive sufficient traffic to our platform, we may need to increase our marketing spend to acquire additional traffic. We cannot assure you that the value we ultimately derive from any such additional traffic would exceed the cost of acquisition, and any increase in marketing expense may in turn harm our operating results.
The amount of traffic we attract from search engines is due in large part to how and where information from and links to our website are displayed on search engine result pages. The display, including rankings, of unpaid search results can be affected by a number of factors, many of which are not in our direct control, and may change frequently. Search engines have made changes in the past to their ranking algorithms, methodologies and design layouts that have reduced the prominence of links to our platform and negatively impacted our traffic, and we expect they will continue to make such changes from time to time in the future. For example, we believe Google's update to its search algorithm in the fourth quarter of 2019 may have harmed and may be continuing to harm our traffic. Similarly, Apple, Google or other marketplace operators may make changes to their marketplaces that make access to our products more difficult. For example, our applications may receive unfavorable treatment compared to the promotion and placement of competing applications, such as the order in which they appear within marketplaces.
We may not know how or otherwise be in a position to influence search results or our treatment in application marketplaces. With respect to search results in particular, even when search engines announce the details of their methodologies, their parameters may change from time to time, be poorly defined or be inconsistently interpreted. For example, Google previously announced that the rankings of sites showing certain types of app install interstitials could be penalized on its mobile search results pages. While we believe the type of interstitial we currently use is not being penalized, we cannot guarantee that Google will not unexpectedly penalize our app install interstitials, causing links to our mobile website to be featured less prominently in Google’s mobile search results and harming traffic to our platform as a result.
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In some instances, search engine companies and application marketplaces may change their displays or rankings in order to promote their own competing products or services or the products or services of one or more of our competitors. For example, Google has integrated its local product offering with certain of its products, including search and maps. The resulting promotion of Google’s own competing products in its web search results has negatively impacted the search ranking of our website. Because Google in particular is the most significant source of traffic to our website, accounting for a substantial portion of the visits to our website, our success depends on our ability to maintain a prominent presence in search results for queries regarding local businesses on Google. As a result, Google’s promotion of its own competing products, or similar actions by Google in the future that have the effect of reducing our prominence or ranking on its search results, could have a substantial negative effect on our business and results of operations.

We face intense competition in rapidly evolving markets, and expect competition to increase in the future.
We compete in rapidly evolving and intensely competitive markets, and we expect competition to intensify further in the future with the emergence of new technologies and market entrants. We face competition for users, content, and advertising and other customers, including from: online search engines and directories; traditional, offline business guides and directories; online and offline providers of consumer ratings, reviews and referrals; providers of online marketing and tools for managing and optimizing advertising campaigns; various forms of traditional offline advertising; restaurant reservation and seating tools; food ordering and delivery services; and home and/or local services-related platforms and offerings.
Our competitors may enjoy competitive advantages, such as greater name recognition, longer operating histories, substantially greater market share, large existing user bases and substantially greater financial, technical and other resources. These companies may use these advantages to offer products similar to ours at a lower price, develop different products to compete with our current solutions and respond more quickly and effectively than we do to new or changing opportunities, technologies, standards or client requirements. In particular, major Internet companies, such as Google, Facebook, Amazon and Microsoft, may be more successful than us in developing and marketing online advertising and other services directly to local businesses, and may leverage their relationships based on other products or services to gain additional share of advertising budgets.
Certain competitors could also use strong or dominant positions in one or more markets to gain competitive advantage against us in areas in which we operate, including by:
integrating review platforms or features into products they control, such as search engines, web browsers or mobile device operating systems;
making acquisitions;
changing their unpaid search result rankings to promote their own products;
refusing to enter into or renew licenses on which we depend;
limiting or denying our access to advertising measurement or delivery systems;
limiting our ability to target or measure the effectiveness of ads; or
making access to our platform more difficult.
These risks may be exacerbated by the trend in recent years toward consolidation among online media companies, potentially allowing our larger competitors to offer bundled or integrated products that feature alternatives to our platform.
To compete effectively, we must continue to invest significant resources in product development to enhance user experience and engagement, as well as sales and marketing to expand our base of advertisers. However, there can be no assurance that we will be able to compete successfully for users and customers against existing or new competitors, and failure to do so could result in loss of existing users, reduced revenue, increased marketing expenses or diminished brand strength, any of which could harm our business.

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We rely on third-party service providers and strategic partners for many aspects of our business, and any failure to maintain these relationships could harm our business.
We rely on relationships with various third parties to grow our business, including strategic partners and technology and content providers. For example, we rely on third parties for data about local businesses, mapping functionality, payment processing, information technology and systems, network infrastructure and administrative software solutions. We also rely on partnership integrations for various transactions available through Yelp, including Grubhub for food-ordering services. Identifying, negotiating and maintaining relationships with third parties require significant time and resources, as does integrating their data, services and technologies onto our platform. For example, the ongoing maintenance of the Grubhub integration may require significant time, resources and expense, and may divert the attention of our management and employees from other aspects of our business operations. In addition, there can be no assurance that we will be able to continue to realize the intended benefits of the Grubhub partnership.
It is possible that third-party providers and strategic partners may not be able to devote the resources we expect to the relationships. We may also have competing interests and obligations with respect to certain of our partners, which may make it difficult to maintain, grow or maximize the benefit for each partnership. For example, our entry into the online reservations space with our acquisition of SeatMe, Inc. in 2013 put us in competition with OpenTable, which led to the end of our partnership with OpenTable in 2015. Our focus on establishing additional partnerships to help accelerate our growth initiatives may exacerbate this risk. If our relationships with our partners and providers deteriorate, we could suffer increased costs and delays in our ability to provide consumers and advertisers with content or similar services. As in the case of the expiration or termination of any of our agreements with third-party providers, transitioning from one partner or provider to another could subject us to operational delays and inefficiencies and we may not be able to replace the services provided to us in a timely manner or on terms that are favorable to us, if at all.
In addition, we exercise limited control over our third-party partners and vendors, which makes us vulnerable to any errors, interruptions or delays in their operations. If these third parties experience any service disruptions, financial distress or other business disruption, or difficulties meeting our requirements or standards, it could make it difficult for us to operate some aspects of our business. For example, we rely on a single supplier to process payments of all transactions made through Yelp. Any disruption or problems with this supplier or its services could have an adverse effect on our reputation, results of operations and financial results. Similarly, the actions of our partners may affect our brand if users or customers do not have a positive experience interacting with or through them. For example, if advertisers do not have a positive experience purchasing our advertising products through our resale partners, such as Thryv, or the agency participants in our Yelp Ads Certified Partners Program, they may not continue advertising with us, which would negatively affect our revenue and operating results. Although such partners are contractually obligated to observe certain standards and best practices while selling our advertising products, our ability to ensure their compliance is limited. Any disagreements or disputes with these or other partners about our respective contractual obligations — which we have had in the past and may have again from time to time in the future — could result in legal proceedings or negatively affect our brand and reputation.

Our strategy to grow our business may not be successful and may expose us to additional risks.
Our strategy to grow our business includes priorities such as winning in our key categories of restaurants and home & local services, providing more value to our business customers and focusing on our multi-location and self-serve sales channels. These initiatives involve risks and executing on them may prove more difficult than we currently anticipate. We may not succeed in realizing the benefits of these efforts, including growing our revenue and improving our margins, within the time frame we expect or at all.
We will face both execution and industry challenges in our efforts to win in our key categories. For example, developing comprehensive restaurant and home & local services solutions may require substantial investments and significant changes to our existing platform, products and content, and our development efforts in one category may not translate to the other. The restaurants and home & local services markets themselves will also present significant hurdles. In addition to being highly competitive, fragmented industries, neither has yet fully embraced online solutions of the type we offer. The majority of restaurants and diners continue to use the traditional offline ordering and booking methods involving the telephone, paper menus that restaurants distribute to diners and pen-and-paper or other offline reservation books. Similarly, many of our consumers continue to search for, select and hire service professionals offline through word-of-mouth and referrals. Changing traditional habits is difficult, and the speed and ultimate outcome of the shift of these markets online for consumers and businesses alike is uncertain and may not occur as quickly as we expect, or at all. Even if we are successful in developing comprehensive solutions and overcoming industry challenges in these categories, we may not realize the benefits that we expected from pursuing this strategy or may not realize them within a reasonable time. For example, the traffic and engagement
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driven by our offerings in the restaurants category may not result in higher traffic and engagement in our higher-value home & local services category as we expect.
Although our initiatives to provide more value to our customers and emphasize alternative sales channels are more similar to our historical advertising business than our restaurants and home & local services initiatives, both involve unfamiliar risks. Our efforts to optimize CPC prices and provide advertisers more value for their money may include lowering prices while making significant investments in product development. We cannot guarantee that any resulting increase in demand for our products or customer retention will offset lower prices or otherwise generate sufficient revenue to justify our investments. Likewise, emphasizing our multi-location and self-serve channels involves changes to our sales organization and sales force hiring priorities. These changes may be disruptive to our sales operations and affect our ability to generate revenue.
Certain of our past strategic decisions may also continue to impact our opportunities and long-term prospects. For example, while our sale of Eat24 has resulted in cost savings, it has also resulted in a substantial reduction in our transactions revenue, which will not be fully offset by revenue from our Grubhub partnership for the foreseeable future. We cannot predict the impact that fully outsourcing food ordering on our platform may have on our brand and reputation. In addition, we wound down our international sales and marketing operations in 2016 and reallocated the associated resources primarily to our U.S. and Canadian markets. While our decision to focus our sales and marketing resources primarily on the United States and Canada has resulted in some cost savings, it also limits the markets from which we generate revenue and our ability to expand internationally in the future. Our continued growth depends on our ability to further develop our U.S. and Canadian communities and operations for the foreseeable future. However, our communities in many of the largest markets in the United States and Canada are in a relatively late stage of development, and further development of smaller markets may not yield similar results. If we are not able to develop these markets as we expect, or if we fail to address the needs of those markets, our business will be harmed.

Consumers are increasingly accessing online services through a variety of platforms other than desktop computers, including mobile devices. If we are unable to operate effectively on such devices or our products for such devices are not compelling, our business could be adversely affected.
The number of people who access the Internet through devices other than desktop computers, including mobile phones, tablets, handheld computers, voice-assisted speakers, automobiles and television set-top devices, has increased dramatically in the past several years. We generate a substantial majority of our revenue from advertising delivered on mobile devices and anticipate that growth in use of our mobile platform will continue to be the driver of our growth for the foreseeable future. As a result, we must continue to drive adoption of and user engagement on our mobile platform, and on our mobile app in particular, which is less reliant on search results for traffic than our website. If we are unable to drive continued adoption of and engagement on our mobile app, our business may be harmed and we may be unable to decrease our reliance on traffic from Google and other search engines.
In order to attract and retain engaged users of our platform on mobile and other alternative devices, the products and services we introduce on such devices must be compelling. However, the functionality and user experience associated with some alternative devices may make the use of our platform and products more difficult than through a desktop computer. For example, devices with small screen sizes or that lack a screen may exacerbate the risks associated with how and where our website is displayed in search results because they display or otherwise present fewer search results than desktop computers. We also expect that the ways in which users engage with our platform will continue to change over time as users increasingly engage via alternative devices. This may make it more difficult to develop products that consumers find useful, may make it more difficult for us to monetize our products and may also negatively affect our content if users do not continue to contribute high quality content through such devices.
Similarly, as new devices and platforms develop, advertiser demand may increase for products that we do not offer or that may alienate our user base, which we must balance against our commitment to prioritizing the quality of user experience over short-term monetization. If we are not able to balance these competing considerations successfully to develop compelling advertising products, advertisers may stop or reduce their advertising with us and we may not be able to generate meaningful revenue from alternative devices despite the expected growth in their usage.
As new devices and platforms are continually being released, it is also difficult to predict the problems we may encounter in adapting our products and services — and developing competitive new products and services — to them, and we may need to devote significant resources to the creation, support and maintenance of such products. Our success will be dependent on the interoperability of our products with a range of technologies, systems, networks and standards that we do not control, such as mobile operating systems like Android and iOS. We may not be successful in developing products that operate effectively with these technologies, systems, networks and standards or in creating, maintaining and developing relationships with key
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participants in related industries, some of which may be our competitors. If we experience difficulties or increased costs in integrating our products into alternative devices, or if manufacturers elect not to include our products on their devices, make changes that degrade the functionality of our products, give preferential treatment to competitive products or prevent us from delivering advertising, our user growth and operating results may be harmed. This risk may be exacerbated by the frequency with which users change or upgrade their devices; in the event users choose devices that do not already include or support our platform or do not install our products when they change or upgrade their devices, our traffic and user engagement may be harmed.

If we fail to generate, maintain and recommend sufficient content from our users that consumers find relevant, helpful and reliable, our traffic and revenue will be negatively affected.
Our success depends on our ability to attract consumer traffic with valuable content, which in turn depends on the quantity and quality of the content provided by our users, as well as consumer perceptions of the relevance, helpfulness and reliability of that content. We may be unable to provide consumers with valuable information if our users do not contribute sufficient content or if our users remove content they previously submitted. For example, users may be unwilling to contribute content as a result of concerns that they may be harassed or sued by the businesses they review, instances of which have occurred in the past and may occur again in the future. Consumers also may not find the content on our platform to be valuable if they do not perceive it as relevant, helpful or reliable. For example, we do not phase out or remove dated reviews, and consumers may view older reviews as less relevant or reliable than more recent reviews. If the high concentration of reviews in our restaurants and shopping categories creates a perception that our platform is primarily limited to these categories, consumers may not believe that we can provide them with helpful information about businesses in other categories and seek that information elsewhere.
Our automated recommendation software is a critical part of our efforts to provide consumers with relevant, helpful and reliable content. However, although we have designed our technology to avoid recommending content that we believe to be biased, unreliable or otherwise unhelpful, we cannot guarantee that our efforts will be successful, or that each of the recommended reviews available on our platform at any given time is useful or reliable. If our automated software does not recommend helpful content or recommends unhelpful content, consumers may reduce or stop their use of our platform. For example, if robots, shills or other spam accounts are able to contribute a significant amount of recommended content, or consumers perceive a significant amount of our recommended content to be from such accounts, our traffic and revenue could be negatively affected. Although we do not believe content from these sources has had a material impact to date, if our automated software recommends a substantial amount of such content in the future, our ability to provide high quality content would be harmed and the consumer trust essential to our success could be undermined.
Even if we are successful in our efforts to generate, maintain and recommend valuable content, our ability to attract consumer traffic may nonetheless be harmed if consumers can find equivalent content through other services. From time to time, other companies copy information from our platform without our permission, through website scraping, robots or other means, and publish or aggregate it with other information for their own benefit. This may make them more competitive and may decrease the likelihood that consumers will visit our platform to find the local businesses and information they seek. Though we strive to detect and prevent this third-party conduct, we may not be able to detect it in a timely manner and, even if we could, may not be able to prevent it. In some cases, particularly in the case of third parties operating outside of the United States, our available remedies may be inadequate to protect us against such conduct.

We may acquire or invest in other companies or technologies, which could divert our management’s attention, result in additional dilution to our stockholders and otherwise disrupt our operations and harm our operating results. We may also be unable to realize the expected benefits and synergies of any acquisitions or investments.
Our success will depend, in part, on our ability to expand our product offerings 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 or technologies rather than through internal development. For example, in February 2017, we acquired Nowait to obtain waitlist system and seating tool technology and in April 2017, we acquired Turnstyle to obtain a wifi-based marketing tool for customer retention and loyalty. Similarly, we may pursue investments in privately held companies in furtherance of our strategic objectives, as we did with our investment in Nowait prior to our acquisition of that company. We have limited experience as a company in the complex processes of acquiring and investing in businesses and technologies. The pursuit of potential future acquisitions or investments may divert the attention of management and cause us to incur expenses in identifying, investigating and pursuing transactions, whether or not they are consummated.
Acquisitions that are consummated could result in dilutive issuances of equity securities or the incurrence of debt, which could adversely affect our results of operations. The incurrence of debt in particular could result in increased fixed obligations or include covenants or other restrictions that would impede our ability to manage our operations. In addition, any transactions
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we announce could be viewed negatively by users, businesses or investors. We may also fail to accurately forecast the financial impact of a transaction, including tax and accounting charges.
We may also discover liabilities or deficiencies associated with the companies or assets we acquire or invest in that we did not identify in advance, which may result in significant unanticipated costs or losses. For example, in 2015, two lawsuits were filed against us by former Eat24 employees alleging that Eat24 failed to comply with certain labor laws prior to the acquisition. The effectiveness of our due diligence review and our ability to evaluate the results of such due diligence are dependent upon the accuracy and completeness of statements and disclosures made by the companies we acquire or their representatives, as well as the limited amount of time in which acquisitions are executed.
In order to realize the expected benefits and synergies of any acquisition that is consummated, we must meet a number of significant challenges that may create unforeseen operating difficulties and expenditures, including:
integrating operations, strategies, services, sites and technologies of an acquired company;
managing the post-transaction business effectively;
retaining and assimilating the employees of an acquired company;
retaining existing customers and strategic partners, and minimizing disruption to existing relationships, as a result of any integration of new personnel or departure of existing personnel;
difficulties in the assimilation of corporate cultures;
implementing and retaining uniform standards, controls, procedures, policies and information systems; and
addressing risks related to the business of an acquired company that may continue to impact the business following the acquisition.
Any inability to integrate services, sites and technologies, operations or personnel in an efficient and timely manner could harm our results of operations. Transition activities are complex and require significant time and resources, and we may not manage the process successfully, particularly if we are managing multiple transactions concurrently.
Our ability to integrate complex acquisitions is unproven, particularly with respect to companies that have significant operations or that develop products with which we do not have prior experience. We expect to invest resources to support any future acquisitions, which will result in ongoing operating expenses and may divert resources and management attention from other areas of our business. We cannot assure you that these investments will be successful. Even if we are able to integrate the operations of any acquired company successfully, we may not realize the full benefits of synergies, cost savings, innovation and operational efficiencies that may be possible from the transaction, or we may not achieve these benefits within a reasonable period of time.
Similarly, investments in private companies are inherently risky in that such companies are typically at an early stage of development, may have no or limited revenues, may not be or may never become profitable, may not be able to secure additional funding or their technologies, services or products may not be successfully developed or introduced into the market. The success of any such investment is typically dependent on a liquidity event, such as a public offering or acquisition. If any company in which we invest decreases in value, we could lose all or part of our investment. These risks would be heightened to the extent any such investment is a minority investment in which we have limited management or operational control over the business.

Our business depends on a strong brand. Maintaining, protecting and enhancing our brand requires significant resources and our efforts to do so may not be successful.
We have developed a strong brand that we believe has contributed significantly to the success of our business. Maintaining, protecting and enhancing the “Yelp” brand are critical to expanding our base of users and advertisers and increasing the frequency with which they use our solutions. If we fail to maintain and enhance our brand successfully, or if we incur excessive expenses in this effort, our business and financial results may be adversely affected.
Our ability to do so will depend largely on our ability to maintain business owner and consumer trust in the integrity of our products and in the quality of the user content and other information found on our platform, which we may not do successfully.
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We dedicate significant resources to these goals, including through business owner outreach and education, our automated recommendation software, our consumer alerts program and our efforts to remove content from our platform that violates our terms of service. Despite these efforts, we may fail to respond to user or business owner concerns expeditiously or in a manner they perceive to be appropriate, which could erode confidence in our brand. For example, some consumers and businesses have alternately expressed concern that our technology either recommends too many reviews, thereby recommending some reviews that may not be legitimate, or too few reviews, thereby not recommending some reviews that may be legitimate. The actions of our partners, over whom we have limited, if any, control, may also affect the perceived integrity of our brand if users or advertisers do not have a positive experience interacting with or through them. In addition, our website and mobile app serve as a platform for expression by our users, and third parties or the public at large may attribute the political or other sentiments expressed by users on our platform to us, which could harm our reputation.
Negative publicity about our company, including our technology, sales practices, personnel, customer service, litigation, strategic plans or political activities, could also diminish confidence in our brand and the use of our products. Certain media outlets have previously reported allegations that we manipulate our reviews, rankings and ratings in favor of our advertisers and against non-advertisers. Although we have taken action to combat this perception, our reputation and brand, and our traffic and business in turn, may suffer if negative publicity about our company persists or if users otherwise perceive that our content is manipulated or biased. Allegations and complaints regarding our business practices, and any resulting negative publicity, may also result in increased regulatory scrutiny of our company. In addition to requiring management time and attention, any regulatory inquiry or investigation could itself result in further negative publicity regardless of its merit or outcome.
Trademarks are also an important element of our brand and require substantial investments to maintain, which may not be successful. We have faced in the past, and may face in the future, oppositions from third parties to our applications to register key trademarks. If we are unsuccessful in defending against these oppositions, our trademark applications may be denied. Whether or not our trademark applications are denied, third parties may claim that our trademarks infringe their rights. As a result, we could be forced to pay significant settlement costs or cease the use of these trademarks and associated elements of our brand. Doing so could harm our brand recognition and adversely affect our business. Conversely, if we are unable to prevent others from misusing our brand or passing themselves off as being endorsed or affiliated with us, it could harm our reputation and our business could suffer. For example, we have encountered instances of reputation management companies falsely representing themselves as being affiliated with us when soliciting customers; this practice could be contributing to the perception that business owners can pay to manipulate reviews, rankings and ratings.

If we fail to manage our employee operations and organization effectively, our brand, results of operations and business could be harmed.
Our employee operations are complex and place substantial demands on management and our operational infrastructure. Most of our employees have been with us for fewer than two years; to execute on our growth strategy, we will need to continue to increase the productivity of our current employees and hire, train and manage new employees. In particular, we intend to continue to make substantial investments in our engineering, sales and marketing organizations. As a result, we must effectively integrate, develop and motivate a large number of new employees while maintaining the beneficial aspects of our company culture.

As our business matures, we make periodic changes and adjustments to our organization in response to various internal and external considerations, including market opportunities, the competitive landscape, new and enhanced products, acquisitions, sales performance, availability of employee talent and costs. In some instances, these changes have resulted in a temporary lack of focus and reduced productivity, which may occur again in connection with any future changes to our organization and may negatively affect our results of operations. If these organizations are unable to adapt quickly and effectively to changes or adjustments to our organization, our business will be harmed. Similarly, we are increasingly focused on achieving greater cost-effectiveness in our advertising business; while we plan to continue investing in our direct sales force, we also plan to emphasize other, more efficient sales channels, such as multi-location and self-serve, and may otherwise pursue new strategies for high-margin revenue growth, such as investing in our direct sales force in different, lower-cost markets than where we historically had large sales presences. These and other changes in our sales organization, sales force hiring priorities or in the way we structure compensation of our sales organization may be disruptive and may affect our ability to generate revenue.

Our employee operations may also be negatively affected by a range of external factors that are not within our control. For example, if catastrophic events, such as earthquakes or fires, or public health issues, such as the recent COVID-19 coronavirus outbreak, have a substantial impact on employee attendance or productivity, our results of operations may be harmed. The extent and duration of impacts from such events are typically uncertain; the duration and extent of the impact from the coronavirus outbreak, for example, depends on future developments that cannot be accurately predicted at this time, such as the severity and transmission rate of the virus, the extent and effectiveness of containment actions and the impact of these and other
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factors on our employees. If we are not able to respond to and manage the impact of such events effectively, our business will be harmed.

To execute on our growth strategy, we may need to improve our operational, financial and management systems and processes, which may require significant capital expenditures and allocation of valuable management and employee resources, as well as subject us to the risk of over-expanding our operating infrastructure. For example, it can be difficult to train thousands of sales employees across multiple offices according to the same business standards, practices and laws, and we have been the subject of lawsuits alleging that we have failed to do so. For example, we were the subject of a lawsuit alleging that our sales force does not properly disclose that calls may be monitored or recorded for quality assurance. If we fail to scale our operations successfully and increase productivity, the quality of our platform and efficiency of our operations could suffer, which could harm our brand, results of operations and business.

We are committed to providing a great consumer experience, which may cause us to forgo short-term gains and advertising revenue.
We base many of our decisions on our commitment to providing the consumers who use our platform with a great experience. In the past, we have forgone, and we may in the future forgo, certain expansion or revenue opportunities that we believe excessively degrade the consumer experience, even if such decisions negatively impact our results of operations in the short term. For example, we phased out our brand advertising products in part because demand in the brand advertising market shifted toward products disruptive to the consumer experience. Any decisions we make that prioritize consumers may negatively impact our relationship with existing or prospective advertisers. For example, unless we believe that a review violates our terms of service, such as reviews that contain hate speech or bigotry, we will allow the review to remain on our platform, even if the business disputes its accuracy. Certain advertisers may therefore perceive us as an impediment to their success as a result of negative reviews and ratings. This practice could result in a loss of advertisers, which in turn could harm our results of operations. However, we believe that this approach has been essential to our success in attracting users and increasing the frequency with which they use our platform. As a result, we believe this approach has served the long-term interests of our company and our stockholders and will continue to do so in the future.

We rely on the performance of highly skilled personnel, and if we are unable to attract, retain and motivate well-qualified employees, our business could be harmed.
We believe our success has depended, and continues to depend, on the efforts and talents of our employees, including our senior management team, software engineers, marketing professionals and advertising sales staff. All of our officers and other U.S. employees are at-will employees, which means they may terminate their employment relationship with us at any time, and their knowledge of our business and industry would be extremely difficult to replace. Any changes in our senior management team in particular, even in the ordinary course of business, may be disruptive to our business. For example, our former Chief Financial Officer left the Company in the third quarter of 2019, and we recently hired a new Chief Financial Officer. While we seek to manage these transitions carefully, including by establishing strong processes and procedures and succession planning, such changes may result in a loss of institutional knowledge and cause disruptions to our business. If our senior management team fails to work together effectively or execute our plans and strategies on a timely basis as a result of management turnover or otherwise, our business could be harmed.

Our future also depends on our continuing ability to attract, develop, motivate and retain highly qualified and skilled employees. Qualified individuals are in high demand and we expect to continue to face significant competition from other companies in hiring such personnel, particularly in the San Francisco Bay Area, where our headquarters is located and where the cost of living is high. Identifying, recruiting, training and integrating new hires will require significant time, expense and attention; as a result, we may incur significant costs to attract them before we can validate their productivity. As we continue to mature, the incentives to attract, retain and motivate employees provided by our equity awards may not be as effective as in the past, and if we issue significant equity to attract additional employees or to retain our existing employees, we would incur substantial additional stock-based compensation expense and the ownership of our existing stockholders would be further diluted. Volatility in the price of our common stock may also make it more difficult or costly in the future to use equity compensation to motivate, incentivize and retain our employees. If we fail to manage our hiring needs effectively, our efficiency and ability to meet our forecasts, as well as employee morale, productivity and retention, could suffer, and our business and operating results could be adversely affected.


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Risks Related to Our Technology and Intellectual Property

Our business is dependent on the uninterrupted and proper operation of our technology and network infrastructure. Any significant disruption in our service could damage our reputation, result in a potential loss of users and engagement and adversely affect our results of operations.
It is important to our success that users in all geographies be able to access our platform at all times. If our platform is unavailable when users attempt to access it or it does not load as quickly as they expect, users may seek other services to obtain the information for which they are looking, and may not return to our platform as often in the future, or at all. This would negatively impact our ability to attract users and advertisers and increase the frequency with which they use our platform.
We have previously experienced, and may experience in the future, service disruptions, outages and other performance problems. Such performance problems may be due to a variety of factors, including those set forth below; however, in some instances, we may not be able to identify the cause or causes of these performance problems within an acceptable period of time.
Infrastructure Changes and Capacity Constraints. We may experience capacity constraints due to an overwhelming number of users accessing our platform simultaneously. It may become increasingly difficult to maintain and improve the availability of our platform, especially during peak usage times, as our products become more complex and our traffic increases.
Human or Software Errors. Our products and services are highly technical and complex, and may contain errors or vulnerabilities that could result in unanticipated downtime for our platform. Users may also use our products in unanticipated ways that may cause a disruption in service for other users attempting to access our platform. We may encounter such difficulties more frequently as we acquire companies and incorporate their technologies into our service.
Catastrophic Occurrences. Our systems are vulnerable to damage or interruption from earthquakes, fires, floods, power losses, telecommunications failures, terrorist attacks and similar events. Our U.S. corporate offices and one of the facilities we lease to house our computer and telecommunications equipment are located in the San Francisco Bay Area, a region known for seismic activity. Acts of terrorism, which may be targeted at metropolitan areas that have higher population densities than rural areas, could cause disruptions in our or our advertisers’ businesses or the economy as a whole.
We may not have sufficient protection or recovery plans in certain circumstances, such as natural disasters affecting the San Francisco Bay Area, and our business interruption insurance may be insufficient to compensate us for losses that may occur. Our disaster recovery program contemplates transitioning our platform and data to a backup center in the event of a catastrophe. Although this program is functional, if our primary data center shuts down, there will be a period of time that our services will remain shut down while the transition to the back-up data center takes place. During this time, our platform may be unavailable in whole or in part to our users.
We expect to continue to make significant investments to maintain and improve the availability of our platform and to enable rapid releases of new features and products. To the extent that we do not address capacity constraints, upgrade our systems as needed and continually develop our technology and network architecture to accommodate actual and anticipated changes in technology in a cost-effective manner, while at the same time maintaining the reliability and integrity of our systems and infrastructure, our business and operating results may be harmed.

If our security measures are compromised, or if our platform is subject to attacks that degrade or deny the ability of users to access our content, users may curtail or stop use of our platform.
Our industry is prone to cyber-attacks by third parties seeking unauthorized access to our data or users’ data, or to disrupt our ability to provide our services. Any failure to prevent or mitigate security breaches could expose us to the risk of loss or misuse of private user and business information, which could result in potential liability and litigation. We may be a particularly compelling target for such attacks as a result of our brand recognition.
Computer viruses, break-ins, malware, social engineering (particularly spear phishing attacks), attempts to overload servers with denial-of-service or other attacks and similar disruptions from unauthorized use of computer systems have become more prevalent in our industry, have occurred on our systems in the past and are expected to occur periodically on our systems in the future. User and business owner accounts and listing pages could also be hacked, hijacked, altered or otherwise claimed or controlled by unauthorized persons. For example, we enable businesses to create free online accounts and claim the business
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listing pages for each of their business locations. Although we take steps to confirm that the person setting up the account is affiliated with the business, our verification systems could fail to confirm that such person is an authorized representative of the business, or mistakenly allow an unauthorized person to claim the business’s listing page. In addition, we face risks associated with security breaches affecting our third-party partners and service providers. A security breach at any such third party could be perceived by consumers as a security breach of our systems and result in negative publicity, damage to our reputation and expose us to other losses.
Cyber-attacks continue to evolve in sophistication and volume, and may be inherently difficult to detect for long periods of time. Although we have developed systems and processes that are designed to protect our data and prevent data loss and other security breaches, the techniques used to obtain unauthorized access, disable or degrade service or sabotage systems change frequently, often are not recognized until launched against a target or long after, and may originate from less regulated and more remote areas around the world. As a result, these preventative measures may not be adequate and we cannot assure you that they will provide absolute security. Although none of the disruptions we have experienced to date have had a material effect on our business, any future disruptions could lead to interruptions, delays or website shutdowns, causing loss of critical data or the unauthorized disclosure or use of personally identifiable or other confidential information. Even if we experience no significant shutdown or no critical data is lost, obtained or misused in connection with an attack, the occurrence of such attack or the perception that we are vulnerable to such attacks may harm our reputation, degrade the user experience, cause loss of confidence in our products or result in financial harm to us.
Any or all of these issues could negatively impact our ability to attract new users, deter current users from returning to our platform, cause existing or potential advertisers to cancel their contracts or subject us to third-party lawsuits or other liabilities. For example, we work with a third-party vendor to process credit card payments by users and businesses, and are subject to payment card association operating rules. Compliance with applicable operating rules, however, will not necessarily prevent illegal or improper use of our payment systems, or the theft, loss or misuse of payment information. If our security measures fail to prevent fraudulent credit card transactions and protect payment information adequately as a result of employee error, malfeasance or otherwise, or we fail to comply with the applicable operating rules, we could be liable to the users and businesses for their losses, as well as the vendor under our agreement with it, and be subject to fines and higher transaction fees. In addition, government authorities could also initiate legal or regulatory actions against us in connection with such incidents, which could cause us to incur significant expense and liability or result in orders or consent decrees forcing us to modify our business practices.

Some of our products contain open source software, which may pose particular risks to our proprietary software and solutions.
We have used open source software in our products and will use open source software in the future. From time to time, we may 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 purchase a costly license or cease offering the implicated solutions unless and until we can re-engineer them to avoid infringement. This re-engineering process could require significant additional research and development resources. In addition to risks related to license requirements, use of certain open source software can lead to greater risks than use of third-party commercial software because open source licensors generally do not provide warranties or controls on the origin of the software. Any of these risks could be difficult to eliminate or manage, and, if not addressed, could have a negative effect on our business and operating results.

Failure to protect or enforce our intellectual property rights could harm our business and results of operations.
We regard the protection of our trade secrets, copyrights, trademarks, patent rights and domain names as critical to our success. In particular, we must maintain, protect and enhance the "Yelp" brand. We strive to protect our intellectual property rights by relying on federal, state and common law rights, as well as contractual restrictions. We pursue the registration of our domain names, trademarks and service marks in the United States and in certain jurisdictions abroad. While we are pursuing a number of patent applications, we currently have only limited patent protection for our core business, which may make it more difficult to assert certain of our intellectual property rights. We typically enter into confidentiality and invention assignment agreements with our employees and contractors, as well as confidentiality agreements with parties with whom we conduct business in order to limit access to, and disclosure and use of, our proprietary information. However, these contractual arrangements and the other steps we have taken to protect our intellectual property may not prevent the misappropriation or disclosure of our proprietary information or deter independent development of similar technologies by others, which may diminish the value of our brand and other intangible assets and allow competitors to more effectively mimic our products and services.
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Effective trade secret, copyright, trademark, patent and domain name protection is expensive to develop and maintain, both in terms of initial and ongoing registration requirements and expenses and the costs of defending our rights. Seeking protection for our intellectual property, including trademarks and domain names, is an expensive process and may not be successful, and we may not do so in every location in which we operate. Similarly, the process of obtaining patent protection is expensive and time consuming, and we may not be able to prosecute all necessary or desirable patent applications at a reasonable cost or in a timely manner. Even if issued, there can be no assurance that these patents will adequately protect our intellectual property, as the legal standards relating to the validity, enforceability and scope of protection of patent and other intellectual property rights are uncertain. Litigation may become necessary to enforce our patent or other intellectual property rights, protect our trade secrets or determine the validity and scope of proprietary rights claimed by others. For example, we may incur significant costs in enforcing our trademarks against those who attempt to imitate our "Yelp" brand. Any litigation of this nature, regardless of outcome or merit, could result in substantial costs and diversion of management and technical resources, any of which could adversely affect our business and operating results.

We may be unable to continue to use the domain names that we use in our business, or prevent third parties from acquiring and using domain names that infringe on, are similar to, or otherwise decrease the value of our brand or our trademarks or service marks.
We have registered domain names for the websites that we use in our business, such as Yelp.com. If we lose the ability to use a domain name, whether due to trademark claims, failure to renew the applicable registration or any other cause, we may be forced to market our products under a new domain name, which could cause us substantial harm or cause us to incur significant expense in order to purchase rights to the domain name in question. In addition, our competitors and others could attempt to capitalize on our brand recognition by using domain names similar to ours. Domain names similar to ours have been registered by others in the United States and elsewhere. We may be unable to prevent third parties from acquiring and using domain names that infringe on, are similar to or otherwise decrease the value of our brand or our trademarks or service marks. Protecting and enforcing our rights in our domain names may require litigation, which could result in substantial costs and diversion of management’s attention.

Risks Related to Our Financial Statements and Tax Matters

We have incurred significant operating losses in the past, and we may not be able to generate sufficient revenue to maintain profitability. Our recent growth rate will likely not be sustainable, and a failure to maintain an adequate growth rate will adversely affect our business and results of operations.
You should not rely on the revenue growth of any prior quarterly or annual period, or the net income we realize from time to time, as an indication of our future performance. Although our revenues have grown rapidly in the last several years, increasing from $12.1 million in 2008 to $1.0 billion in 2019, our revenue growth rate has declined in recent periods as a result of a variety of factors, including the maturation of our business and the gradual decline in the number of major geographic markets within the United States and Canada to which we have not already expanded. Moreover, our strategy to grow our business involves significant risks and executing on it may prove more difficult than we currently anticipate.
Historically, our costs have increased each year and we expect our costs to increase in future periods as we continue to expend substantial financial resources on:
product and feature development;
sales and marketing;
our technology infrastructure;
market development efforts;
strategic opportunities, including commercial relationships and acquisitions;
our stock repurchase program; and
general administration, including legal and accounting expenses related to being a public company.
These investments may not result in increased revenue or growth in our business. Our costs may also increase as we hire additional employees, particularly as a result of the significant competition that we face to attract and retain technical talent.
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Our expenses may grow faster than our revenue and may be greater than we anticipate in a particular period or over time. If we are unable to maintain adequate revenue growth and to manage our expenses, we may continue to incur significant losses in the future and may not be able to maintain profitability.

We have a limited operating history in an evolving industry, which makes it difficult to evaluate our future prospects and may increase the risk that we will not be successful.
We have a limited operating history at the current scale of our business in an evolving industry that may not develop as expected, if at all. As a result, our historical operating results may not be indicative of our future operating results, making it difficult to assess our future prospects. You should consider our business and prospects in light of the risks and difficulties we may encounter in this rapidly evolving industry, which we may not be able to address successfully. These risks and difficulties include numerous factors, many of which we are unable to predict or are outside of our control, such as our ability to, among other things:
attract and retain new advertising clients, many of which may have limited or no online advertising experience, which may become more difficult as an increasing portion of our advertisers have the ability to cancel their advertising plans at any time;
increase the number of users of our website and mobile app and the number of reviews and other content on our platform;
forecast revenue and adjusted EBITDA accurately, which is made more difficult by the large percentage of our revenue derived from performance-based CPC advertising and the increasing portion of our advertiser base with non-term contracts, as well as appropriately estimate and plan our expenses;
continue to earn and preserve a reputation for providing meaningful and reliable reviews of local businesses;
effectively adapt our products and services to mobile and other alternative devices as usage of such devices continues to increase;
successfully compete with existing and future providers of other forms of offline and online advertising;
successfully compete with other companies that are currently in, or may in the future enter, the business of providing information regarding local businesses;
successfully manage our growth;
successfully develop and deploy new features and products;
manage and integrate successfully any acquisitions of businesses, solutions or technologies;
avoid interruptions or disruptions in our service or slower than expected load times;
develop a scalable, high-performance technology infrastructure that can efficiently and reliably handle increased usage, as well as the deployment of new features and products;
hire, integrate and retain talented personnel;
effectively manage our complex employee operations and organization; and
effectively identify, engage and manage third-party partners and service providers.
If the demand for connecting consumers and local businesses does not develop as we expect, or if we fail to address the needs of this demand, our business will be harmed. We may not be able to address successfully these risks and difficulties or others, including those described elsewhere in these risk factors. Failure to address these risks and difficulties adequately could harm our business and cause our operating results to suffer.

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We expect a number of factors to cause our operating results to fluctuate on a quarterly and annual basis, which may make it difficult to predict our future performance.
Our operating results could vary significantly from period to period as a result of a variety of factors, many of which may be outside of our control. This volatility increases the difficulty in predicting our future performance and means comparing our operating results on a period-to-period basis may not be meaningful. In addition to the other risk factors discussed in this section, factors that may contribute to the volatility of our operating results include:
changes in the products we offer, such as our transition to selling our local advertising products pursuant to non-term contracts;
changes or updates to our business strategies;
changes in our pricing policies and terms of contracts, whether initiated by us or as a result of competition;
changes in the markets in which we operate, such as the wind down of our international sales and marketing operations to focus on our core markets of the United States and Canada;
cyclicality and seasonality, which has become more pronounced since we transitioned to non-term contracts and may become further pronounced as our growth rate slows;
the effects of changes in search engine placement and prominence;
the adoption of any laws or regulations that adversely affect the growth, popularity or use of the Internet, such as the repeal of Internet neutrality regulations in the United States;
the success of our sales and marketing efforts;
adverse litigation judgments, settlements or other litigation-related costs, including the costs associated with investigating and defending claims;
interruptions in service and any related impact on our reputation;
changes in advertiser budgets or the market acceptance of online advertising solutions;
changes in consumer behavior with respect to local businesses;
changes in our tax rates or exposure to additional tax liabilities, including as a result of the U.S. Tax Cuts and Jobs Act;
the impact of macroeconomic conditions, including the resulting effect on consumer spending at local businesses and the level of advertising spending by local businesses;
new accounting pronouncements or changes in existing accounting standards and practices; and
the effects of natural or man-made catastrophic events.
The impact of these and other factors on our local advertising results may occur earlier and be more concentrated going forward than prior to our transition to non-term contracts, due to the increasing proportion of advertisers with the ability to terminate their ad campaigns at any time without penalty.

We rely on data from both internal tools and third parties to calculate certain of our performance metrics. Real or perceived inaccuracies in such metrics may harm our reputation and negatively affect our business.
We track certain performance metrics — including the number of unique devices accessing our mobile app in a given period, active claimed local business locations, ad clicks and CPCs — with internal tools, which are not independently verified by any third party. Our internal tools have a number of limitations and our methodologies for tracking these metrics may change over time, which could result in unexpected changes to our metrics, including key metrics that we report. If the internal tools we use to track these metrics over- or under-count performance or contain algorithm or other technical errors, the data we report may not be accurate and our understanding of certain details of our business may be distorted, which could affect our
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longer-term strategies. For example, in 2018, we discovered a software error that caused our previously reported claimed local business locations metric to be overstated for the third quarter of 2017 through the first quarter of 2018, and have revised them accordingly. Our metrics may also be affected by mobile applications that automatically contact our servers for regular updates with no discernible user action involved; this activity can cause our system to count the device associated with the app as an app unique device in a given period. Although we take steps to exclude such activity and, as a result, do not believe it has had a material impact on our reported metrics, our efforts may not successfully account for all such activity.

In addition, certain of our other key metrics — the number of our desktop unique visitors and mobile website unique visitors — are calculated based on data from third parties. While these numbers are based on what we believe to be reasonable calculations for the applicable periods of measurement, our third-party providers periodically encounter difficulties in providing accurate data for such metrics as a result of a variety of factors, including human and software errors. We expect these challenges to continue to occur, and potentially to increase as our traffic grows. For example, we have discovered in the past, and expect to discover in the future, that portions of our desktop traffic, as measured by Google Analytics, have been attributable to robots. Because the traffic from robots does not represent valid consumer traffic, our reported desktop unique visitor metric for impacted periods reflects an adjustment to the Google Analytics measurement of our traffic to remove traffic identified as originating from robots to provide greater accuracy and transparency. We expect to continue to make similar adjustments in the future if we determine that our traffic metrics are materially impacted by robot or other invalid traffic.
There are also inherent challenges in measuring usage across our large user base. For example, because these metrics are based on users with unique cookies, an individual who accesses our website from multiple devices with different cookies may be counted as multiple unique visitors, and multiple individuals who access our website from a shared device with a single cookie may be counted as a single unique visitor. In addition, although we use technology designed to block low-quality traffic, such as robots, spiders and other software, we may not be able to prevent all such traffic, and such technology may have the effect of blocking some valid traffic. For these and other reasons, the calculations of our desktop unique visitors and mobile website unique visitors may not accurately reflect the number of people actually using our platform.
Our measures of traffic and other key metrics may differ from estimates published by third parties (other than those whose data we use to calculate our key metrics) or from similar metrics of our competitors. We are continually seeking to improve our ability to measure these key metrics, and regularly review our processes to assess potential improvements to their accuracy. However, the improvement of our tools and methodologies could cause inconsistency between current data and previously reported data, which could confuse investors or raise questions about the integrity of our data. Similarly, as both the industry in which we operate and our business continue to evolve, so too might the metrics by which we evaluate our business. We may revise or cease reporting metrics if we determine such metrics are no longer accurate or appropriate measures of our performance. For example, we stopped reporting our claimed local business locations metric and instead disclose the number of active claimed local business locations, which we believe provides a better measure of the number of businesses that represent the highest quality leads available to our local sales force than our claimed local business locations metric. We also phased out our paid advertising accounts metric and replaced it with paid advertising locations, which we believe provides a better measurement of our market penetration. If our users, advertisers, partners and stockholders do not perceive our metrics to be accurate representations, or if we discover material inaccuracies in our metrics, our reputation may be harmed.

Because we recognize revenue from a portion of our advertising products over the term of an agreement, a significant downturn in our business may not be immediately reflected in our results of operations.
We recognize revenue from sales of our advertising products over the terms of the applicable agreements. Although an increasing portion of our advertising contracts are non-term contracts, a portion of our customers continue to be subject to contracts with terms. As a result, a significant portion of the revenue we report in each quarter is generated from agreements entered into during previous quarters. Consequently, a decline in new or renewed agreements in any one quarter may not significantly impact our revenue in that quarter but will negatively affect our revenue in future quarters. In addition, we may be unable to adjust our fixed costs in response to reduced revenue. Accordingly, the effect of significant declines in advertising sales may not be reflected in our short-term results of operations.

If our goodwill or intangible assets become impaired, we may be required to record a significant charge to our statements of operations.
We have recorded a significant amount of goodwill related to our acquisitions to date, and a significant portion of the purchase price of any companies we acquire in the future may be allocated to acquired goodwill and other intangible assets. Under GAAP, we review our intangible assets for impairment when events or changes in circumstances indicate the carrying value of our goodwill and other intangible assets may not be recoverable. Goodwill is required to be tested for impairment at least annually. Factors that may be considered include declines in our stock price, market capitalization and future cash flow
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projections. If our acquisitions do not yield expected returns, our stock price declines or any other adverse change in market conditions occurs, a change to the estimation of fair value could result. Any such change could result in an impairment charge to our goodwill and intangible assets, particularly if such change impacts any of our critical assumptions or estimates, and may have a negative impact on our financial position and operating results.

We may require additional capital to support business growth, and such capital might not be available on acceptable terms, if at all.
We intend to continue to invest in our business and may require or otherwise seek additional funds to respond to business challenges, including the need to develop new features and products, enhance our existing services, improve our operating infrastructure and acquire complementary businesses and technologies. In addition, our board of directors has authorized us to repurchase up to $950 million of our common stock since we instituted our stock repurchase program in July 2017 and we currently settle employee tax liabilities associated with the vesting of RSUs through net share withholding, which requires us to cover such taxes with cash from our balance sheet. As a result, we may need to engage in equity or debt financings to secure additional funds. If we raise additional funds through future issuances of equity or convertible debt securities, our existing stockholders could suffer significant dilution, and any new equity securities we issue could have rights, preferences and privileges superior to those of our common stock. Any future debt financing we secure could involve restrictive covenants relating to our capital raising activities and other financial and operational matters, which may make it more difficult for us to obtain additional capital and to pursue business opportunities, including potential acquisitions. We may not be able to obtain additional financing on terms favorable to us, if at all. 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 our business growth and respond to business challenges could be significantly impaired, and our business may be harmed.

We may have exposure to greater than anticipated tax liabilities.
Our income tax obligations are based in part on our corporate operating structure and intercompany arrangements, including the manner in which we develop, value and use our intellectual property and the valuations of our intercompany transactions. For example, our corporate structure includes legal entities located in jurisdictions with income tax rates lower than the U.S. statutory tax rate. Our intercompany arrangements allocate income to such entities in accordance with arm’s length principles and commensurate with functions performed, risks assumed and ownership of valuable corporate assets. We believe that income taxed in certain foreign jurisdictions at a lower rate relative to the U.S. statutory rate will have a beneficial impact on our worldwide effective tax rate.
However, significant judgment is required in evaluating our tax positions and determining our provision for income taxes. During the ordinary course of business, there are many transactions and calculations for which the ultimate tax determination is uncertain. For example, our effective tax rates could be adversely affected by changes in the valuation of our deferred tax assets and liabilities, or by changes in relevant tax, accounting and other laws, regulations, principles and interpretations.
In addition, the application of the tax laws of various jurisdictions, including the United States, to our international business activities is subject to interpretation and depends on our ability to operate our business in a manner consistent with our corporate structure and intercompany arrangements. The taxing authorities of jurisdictions in which we operate may challenge our methodologies for valuing developed technology or intercompany arrangements, including our transfer pricing, or determine that the manner in which we operate our business does not achieve the intended tax consequences, which could increase our worldwide effective tax rate and harm our financial position and results of operations. As we operate in numerous taxing jurisdictions, the application of tax laws can also be subject to diverging and sometimes conflicting interpretations by tax authorities of these jurisdictions. It is not uncommon for taxing authorities in different countries to have conflicting views, for instance, with respect to, among other things, the manner in which the arm’s-length standard is applied for transfer pricing purposes, or with respect to the valuation of intellectual property.

Changes in tax laws or tax rulings, or the examination of our tax positions, could materially affect our financial position and results of operations.
Tax laws are dynamic and subject to change as new laws are passed and new interpretations of the law are issued or applied. Our current practices, existing corporate structure and intercompany arrangements have been implemented in a manner we believe is in compliance with current prevailing tax laws. However, the tax benefits that we intend to eventually derive could be undermined due to changing tax laws or new interpretations of existing laws that are inconsistent with previous interpretations or positions taken by taxing authorities on which we have relied.
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In particular, the U.S. Tax Cuts and Jobs Act, or the Tax Act, which was enacted on December 22, 2017, made broad and complex changes to the U.S. tax code, including, among other things, reducing the federal corporate tax rate. Although we have concluded that the Tax Act had an immaterial net impact on our financial statements, we expect additional regulatory or accounting guidance from the Financial Accounting Standards Board and the SEC, as well as regulations, interpretations and rulings from federal and state agencies, which could impact our consolidated financial statements.

Some jurisdictions have enacted a tax on technology companies that generate revenues from the provision of digital services, and a number of other jurisdictions are considering enacting similar digital tax regimes. These efforts are alongside the Organization for Economic Co-operation and Development’s ongoing work, as part of its Base Erosion and Profit Shifting (BEPS) Action Plan, to issue a final report in 2020 that provides a long-term, multilateral proposal on taxation of the digital economy and could impact our consolidated financial statements.

In addition, the taxing authorities in the United States and other jurisdictions where we do business regularly examine our income and other tax returns. The ultimate outcome of these examinations cannot be predicted with certainty. Should the Internal Revenue Service or other taxing authorities assess additional taxes as a result of examinations or changes to applicable law or interpretations of the law, we may be required to record charges to our operations, which could harm our business, operating results and financial condition.

Our business and results of operations may be harmed if we are deemed responsible for the collection and remittance of state sales taxes for orders placed through our platform.
If we are deemed an agent for the order-enabled businesses on our platform under state tax law, we may be deemed responsible for collecting and remitting sales taxes directly to certain states. It is possible that one or more states could seek to impose sales, use or other tax collection obligations on us with regard to such sales. These taxes may be applicable to past sales. A successful assertion that we should be collecting additional sales, use or other taxes or remitting such taxes directly to states could result in substantial tax liabilities for past sales and additional administrative expenses, which would harm our business and results of operations.

Risks Related to Regulatory Compliance and Legal Matters

We are, and may be in the future, subject to disputes and assertions by third parties that we violate their rights. These disputes may be costly to defend and could harm our business and operating results.
We currently face, and we expect to face from time to time in the future, allegations that we have violated the rights of third parties, including patent, trademark, copyright and other intellectual property rights, and the rights of current and former employees, users and business owners. For example, various businesses have sued us alleging that we manipulate Yelp reviews in order to coerce them and other businesses to pay for Yelp advertising.
The nature of our business also exposes us to claims relating to the information posted on our platform, including claims for defamation, libel, negligence and copyright or trademark infringement, among others. For example, businesses have in the past claimed, and may in the future claim, that we are responsible for the defamatory reviews posted by our users. We expect claims like these to continue, and potentially increase in proportion to the amount of content on our platform. In some instances, we may elect or be compelled to remove the content that is the subject of such claims, or may be forced to pay substantial damages if we are unsuccessful in our efforts to defend against these claims. For example, recently enacted legislation in Germany may impose significant fines for failure to comply with certain content removal and disclosure obligations. If we elect or are compelled to remove content from our platform, our products and services may become less useful to consumers and our traffic may decline, which would have a negative impact on our business. This risk may increase if Congressional efforts to restrict the protections afforded us by Section 230 of the Communications Decency Act are successful. This risk may also be greater in certain jurisdictions outside of the United States where our protection from such liability may be unclear.
We are also regularly exposed to claims based on allegations of infringement or other violations of intellectual property rights. Companies in the Internet, technology and media industries own large numbers of patent and other intellectual property rights, and frequently enter into litigation. Various “non-practicing entities” that own patents and other intellectual property rights also often aggressively attempt to assert their rights in order to extract value from technology companies. From time to time, we receive complaints that certain of our products and services may violate the intellectual property rights of others, and have previously been involved in patent lawsuits, including lawsuits involving plaintiffs targeting multiple defendants in the same or similar suits. While we are pursuing a number of patent applications, we currently have only limited patent protection for our core business, and the contractual restrictions and trade secrets that protect our proprietary technology provide only
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limited safeguards against infringement. This may make it more difficult to defend certain of our intellectual property rights, particularly related to our core business.
We expect other claims to be made against us in the future, and as we face increasing competition and gain an increasingly high profile, we expect the number of claims against us to accelerate. The results of litigation and claims to which we may be subject cannot be predicted with any certainty. Even if the claims are without merit, the costs associated with defending against them may be substantial in terms of time, money and management distraction. In particular, patent and other intellectual property litigation may be protracted and expensive, and the results may require us to stop offering certain features, purchase licenses or modify our products and features while we develop non-infringing substitutes, or otherwise involve significant settlement costs. The development of alternative non-infringing technology or practices could require significant effort and expense or may not be feasible. Even if claims do not result in litigation or are resolved in our favor without significant cash settlements, such matters, and the time and resources necessary to resolve them, could harm our business, results of operations and reputation.

Our business is subject to complex and evolving U.S. and foreign regulations and other legal obligations related to privacy, data protection and other matters. Our actual or perceived failure to comply with such regulations and obligations could harm our business.
We are subject to a variety of laws in the United States and abroad that involve matters central to our business, including laws regarding privacy, data retention, distribution of user-generated content and consumer protection, among others. For example, because we receive, store and process personal information and other user data, including credit card information, we are subject to numerous federal, state and local laws around the world regarding privacy and the storing, sharing, use, processing, disclosure and protection of personal information and other user data. We are also subject to a variety of laws, regulations and guidelines that regulate the way we distinguish paid search results and other types of advertising from unpaid search results.
The application and interpretation of these laws and regulations are often uncertain, particularly in the new and rapidly evolving industry in which we operate. For example, we rely on laws limiting the liability of providers of online services for activities of their users and other third parties. These laws are currently being tested by a number of claims, including actions based on invasion of privacy and other torts, unfair competition, copyright and trademark infringement and other theories based on the nature and content of the materials searched, the ads posted or the content provided by users. There have also been 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 as a result.
It is also possible that the interpretation and application of various laws and regulations may conflict with other rules or our practices, such as industry standards to which we adhere, our privacy policies and our privacy-related obligations to third parties (including, in certain instances, voluntary third-party certification bodies). Similarly, our business could be adversely affected if new legislation or regulations are adopted that require us to change our current practices or the design of our platform, products or features. For example, regulatory frameworks for privacy issues are currently in flux worldwide, and are likely to remain so for the foreseeable future due to increased public scrutiny of the practices of companies offering online services with respect to personal information of their users. The U.S. government, including the Federal Trade Commission and the Department of Commerce, and many state governments are reviewing the need for greater regulation of the collection, processing, storage and use of information about consumer behavior on the Internet, including regulation aimed at restricting certain targeted advertising practices. In April 2016, the European Commission approved a new safe harbor program, the E.U.-U.S. Privacy Shield, covering the transfer of personal data from the European Union to the United States, a new general data protection regulation took effect in the European Union in May 2018, each of which may be subject to varying interpretations and evolving practices that would create uncertainty for us. Similarly, the California Consumer Privacy Act, or CCPA, which became effective in January 2020, created new data privacy rights for users and it remains unclear how this legislation will be interpreted. Changes like these could increase our administrative costs and make it more difficult for consumers to use our platform, resulting in less traffic and revenue. Such changes could also make it more difficult for us to provide effective advertising tools to businesses on our platform, resulting in fewer advertisers and less revenue. For example, if privacy legislation negatively impacts our ability to measure the effectiveness of our products, such as our ability to offer store-level attribution through integrations with third-party data partners, our ability to maintain and expand our base of advertisers will be harmed.

We believe that our policies and practices comply with applicable laws and regulations. However, if our belief proves incorrect, if these guidelines, laws or regulations or their interpretations change or new legislation or regulations are enacted, or if the third parties with whom we share user information fail to comply with such guidelines, laws, regulations or their
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contractual obligations to us, we may be forced to implement new measures to reduce our legal exposure. This may require us to expend substantial resources, delay development of new products or discontinue certain products or features, which would negatively impact our business. For example, if we fail to comply with our privacy-related obligations to users or third parties, or any compromise of security that results in the unauthorized release or transfer of personally identifiable information or other user data, we may be compelled to provide additional disclosures to our users, obtain additional consents from our users before collecting or using their information or implement new safeguards to help our users manage our use of their information, among other changes. We may also face litigation, governmental enforcement actions or negative publicity, which could cause our users and advertisers to lose trust in us and have an adverse effect on our business. For example, from time to time we receive inquiries from government agencies regarding our business practices. Although the internal resources expended and expenses incurred in connection with such inquiries and their resolutions have not been material to date, any resulting negative publicity could adversely affect our reputation and brand. Responding to and resolving any future litigation, investigations, settlements or other regulatory actions may require significant time and resources, and could diminish confidence in and the use of our products.

The requirements of being a public company may strain our resources, divert management’s attention and affect our ability to attract and retain qualified board members.
As a public company, we are subject to the reporting requirements of the Exchange Act, the Sarbanes-Oxley Act, the Dodd-Frank Act, the listing requirements of the New York Stock Exchange and other applicable securities rules and regulations. Compliance with these rules and regulations has increased, and will likely continue to increase, our legal and financial compliance costs, make some activities more difficult, time-consuming or costly, and place significant strain on our personnel, systems and resources. In addition, changing laws, regulations and standards relating to corporate governance and public disclosure are creating uncertainty for public companies, increasing legal and financial compliance costs and making some activities more time consuming. These laws, regulations and standards are subject to varying interpretations, in many cases due to their lack of specificity, and, as a result, their application in practice may evolve over time. This could result in continuing uncertainty regarding compliance matters, higher administrative expenses and a diversion of management’s time and attention. Further, if our compliance efforts differ from the activities intended by regulatory or governing bodies due to ambiguities related to practice, regulatory authorities may initiate legal proceedings against us and our business may be harmed. Being a public company that is subject to these rules and regulations also makes it more expensive for us to obtain and retain director and officer liability insurance, and we may in the future be required to accept reduced coverage or incur substantially higher costs to obtain or retain adequate coverage. These factors could also make it more difficult for us to attract and retain qualified members of our board of directors and qualified executive officers.

Risks Related to Ownership of Our Common Stock

Our share price has been and will likely continue to be volatile.
The trading price of our common stock has been, and is likely to continue to be, highly volatile and could be subject to wide fluctuations in response to various factors, some of which are beyond our control. In addition to the factors discussed in this “Risk Factors” section and elsewhere in this Annual Report, factors that may cause volatility in our share price include:
actual or anticipated fluctuations in our financial condition and operating results;
changes in projected operating and financial results;
actual or anticipated changes in our growth rate relative to our competitors;
repurchases of our common stock pursuant to our stock repurchase program, which could also cause our stock price to be higher that it would be in the absence of such a program and could potentially reduce the market liquidity for our stock;
announcements of changes in strategy;
announcements of technological innovations or new offerings by us or our competitors;
announcements by us or our competitors of significant acquisitions, strategic partnerships, joint ventures or capital-raising activities or commitments;
additions or departures of key personnel;
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actions of securities analysts who cover our company, such as publishing research or forecasts about our business (and our performance against such forecasts), changing the rating of our common stock or ceasing coverage of our company;
investor sentiment with respect to us or our competitors, business partners and industry in general;
any disruption to the proper operation of our network infrastructure or compromise of our security measures;
any failure to maintain effective controls or difficulties encountered in their implementation or improvement;
reporting on our business by the financial media, including television, radio and press reports and blogs;
fluctuations in the value of companies perceived by investors to be comparable to us;
changes in the way we measure our key metrics;
sales of our common stock;
changes in laws or regulations applicable to our solutions;
share price and volume fluctuations attributable to inconsistent trading volume levels of our shares; and
general economic and market conditions such as recessions or interest rate changes.
Furthermore, the stock markets have recently experienced extreme price and volume fluctuations that have affected and continue to affect the market prices of equity securities of many companies. These fluctuations often have been unrelated or disproportionate to the operating performance of those companies. In the past, companies that have experienced volatility in the market price of their stock have been subject to securities class action litigation. For example, in January 2018, we and certain of our officers were sued in a putative class action lawsuit alleging violations of the federal securities laws for allegedly making materially false and misleading statements. We may be the target of additional litigation of this type in the future as well. Securities litigation against us could result in substantial costs and divert our management’s time and attention from other business concerns, which could harm our business.

We cannot guarantee that our stock repurchase program will be fully consummated or that it will enhance long-term stockholder value. Share repurchases could also increase the volatility of the trading price of our stock and could diminish our cash reserves.
Since we implemented our stock repurchase program in July 2017, our board of directors has authorized the repurchase of up to an aggregate of $950 million of our common stock, of which $269 million remains available and which does not have an expiration date. Although our board of directors has authorized this repurchase program, the program does not obligate us to repurchase any specific dollar amount or to acquire any specific number of shares. We cannot guarantee that the program will be fully consummated or that it will enhance long-term stockholder value. The program could affect the trading price of our stock and increase volatility, and any announcement of a termination of this program may result in a decrease in the trading price of our stock. In addition, this program could diminish our cash and cash equivalents, and marketable securities.

We do not intend to pay dividends for the foreseeable future, and as a result, our stockholders’ ability to achieve a return on their investment will depend on appreciation in the price of our common stock.
We have never declared or paid any cash dividends on our common stock and do not intend to pay any cash dividends in the foreseeable future. Any determination to pay dividends in the future will be at the discretion of our board of directors. Accordingly, investors must rely on sales of their common stock after price appreciation, which may never occur, as the only way to realize future gains on their investments.

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Anti-takeover provisions in our charter documents and under Delaware law could make an acquisition of our Company more difficult, limit attempts by our stockholders to replace or remove our current management and limit the market price of our common stock.
Provisions in our amended and restated certificate of incorporation and bylaws may have the effect of delaying or preventing a change in control or changes in our board and management. Our amended and restated certificate of incorporation and amended and restated bylaws include provisions that:
authorize our board of directors to issue, without further action by the stockholders, up to 10,000,000 shares of undesignated preferred stock;
require that any action to be taken by our stockholders be effected at a duly called annual or special meeting and not by written consent;
specify that special meetings of our stockholders can be called only by our board of directors, the Chair of our board of directors or our Chief Executive Officer;
establish an advance notice procedure for stockholder proposals to be brought before an annual meeting, including proposed nominations of persons for election to our board of directors;
establish that our board of directors is divided into three classes, with directors in each class serving three-year staggered terms;
prohibit cumulative voting in the election of directors;
provide that vacancies on our board of directors may be filled only by a majority of directors then in office, even though less than a quorum; and
require the approval of our board of directors or the holders of a supermajority of our outstanding shares of capital stock to amend our bylaws and certain provisions of our amended and restated certificate of incorporation.
These provisions may frustrate or prevent any attempts by our stockholders to replace or remove our current management by making it more difficult for stockholders to replace members of our board of directors, which is responsible for appointing the members of our management. In addition, because we are incorporated in Delaware, we are governed by the provisions of Section 203 of the Delaware General Corporation Law, which generally prohibits a Delaware corporation from engaging in any of a broad range of business combinations with any “interested” stockholder for a period of three years following the date on which the stockholder became an “interested” stockholder.

Our amended and restated certificate of incorporation provides that the Court of Chancery of the State of Delaware will be the exclusive forum for the adjudication of certain disputes, which could limit our stockholders' ability to obtain a favorable judicial forum for disputes with us or our directors, officers, or employees.
Our amended and restated certificate of incorporation provides that the Court of Chancery of the State of Delaware is the sole and exclusive forum for:
any derivative action or proceeding brought on our behalf;
any action asserting a claim of breach of a fiduciary duty owed by any director, officer or other employee of Yelp to us or our stockholders;
any action asserting a claim against us arising pursuant to any provision of the General Corporation Law of the State of Delaware, our amended and restated certificate of incorporation or our amended and restated bylaws; and
any action asserting a claim against us that is governed by the internal affairs doctrine.
This exclusive-forum provision would not apply to suits brought to enforce a duty or liability created by the Securities Act, the Exchange Act or any claim for which the U.S. federal courts have exclusive jurisdiction and further provides that any person or entity that acquires any interest in shares of our capital stock will be deemed to have notice of and consented to the provisions of such provision. This exclusive-forum provision may limit a stockholder's ability to bring a claim in a judicial
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forum that it finds favorable for disputes with us or our directors, officers, or other employees, which may discourage lawsuits against us and our directors, officers, and other employees. If a court were to find this exclusive-forum provision to be inapplicable or unenforceable in an action, we may incur additional costs associated with resolving the dispute in other jurisdictions, which could harm our business.

Future sales of our common stock in the public market could cause our share price to decline.
Sales of a substantial number of shares of our common stock in the public market, particularly sales by our directors, officers, employees and significant stockholders, or the perception that these sales might occur, could depress the market price of our common stock and could impair our ability to raise capital through the sale of additional equity securities. As of December 31, 2019, we had 71,185,468 shares of common stock outstanding.

Item 1B. Unresolved Staff Comments.
None.

Item 2. Properties.
Our principal executive offices in North America are currently located at 140 New Montgomery Street, San Francisco, California, where we lease office space pursuant to a lease agreement that expires in 2021. We lease additional office space in San Francisco, California; Scottsdale, Arizona; Chicago, Illinois; New York, New York; Pittsburgh, Pennsylvania; Washington, D.C.; and internationally in Toronto, Canada; London, England; and Hamburg, Germany. We believe that our properties are generally suitable to meet our needs for the foreseeable future. In addition, to the extent we require additional space in the future, we believe that it would be available on commercially reasonable terms.

Item 3. Legal Proceedings.
In January 2018, a putative class action lawsuit alleging violations of the federal securities laws was filed in the U.S. District Court for the Northern District of California, naming as defendants us and certain of our officers. The complaint, which the plaintiff amended on June 25, 2018, alleges violations of the Exchange Act by us and our officers for allegedly making materially false and misleading statements regarding our business and operations on February 9, 2017. The plaintiff seeks unspecified monetary damages and other relief. On August 2, 2018, we and the other defendants filed a motion to dismiss the amended complaint, which the court granted in part and denied in part on November 27, 2018. On October 22, 2019, the Court approved a stipulation to certify a class in this action. The case remains pending.
In addition, we are subject to other legal proceedings arising in the ordinary course of business. Although the results of litigation and claims cannot be predicted with certainty, we currently do not believe that the final outcome of any of these other matters will have a material effect on our business, financial position, results of operations or cash flows.

Item 4. Mine Safety Disclosures.
Not applicable.
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PART II

Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities.
Market Information
Our common stock, par value $0.000001 per share, is listed on the New York Stock Exchange LLC, or NYSE, under the symbol “YELP.”
Stockholders
As of the close of business on February 21, 2020, there were 42 stockholders of record of our common stock. The actual number of holders of our common stock is greater than this number of record holders, and includes stockholders who are beneficial owners, but whose shares are held in street name by brokers or other nominees. This number of holders of record also does not include stockholders whose shares may be held in trust by other entities.
Dividend Policy
We have never declared or paid, and do not anticipate declaring or paying, any cash dividends on our capital stock. Any future determination as to the declaration and payment of dividends, if any, will be at the discretion of our board of directors and will depend on then-existing conditions, including our financial condition, operating results, contractual restrictions, capital requirements, business prospects and other factors that our board of directors may deem relevant.
Performance Graph
We have presented below the cumulative total return to our stockholders during the period from December 31, 2014 through December 31, 2019 in comparison to the NYSE Composite Index and NYSE Arca Tech 100 Index. All values assume a $100 initial investment and data for the NYSE Composite Index and NYSE Arca Tech 100 Index assume reinvestment of dividends. The comparisons are based on historical data and are not indicative of, nor intended to forecast, the future performance of our common stock.
yelp-20191231_g2.jpg
The information under “Performance Graph” is not deemed to be “soliciting material” or “filed” with the SEC or subject to Regulation 14A or 14C, or to the liabilities of Section 18 of the Exchange Act, and is not to be incorporated by reference in any
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filing of Yelp under the Securities Act or the Exchange Act, whether made before or after the date of this Annual Report and irrespective of any general incorporation language in those filings.
Issuer Purchases of Equity Securities
The following table summarizes our stock repurchase activity for the three months ended December 31, 2019 (in thousands except for price per share):
Period
Total Number
of Shares Purchased(1)
Average Price Paid per Share(2)
Total Number of Shares Purchased as Part of Publicly Announced Plans or ProgramsApproximate Dollar Value of Shares that May Yet Be Purchased Under the Plans or Program
October 1 - October 31, 2019—  $—  —  $25,007  
November 1 - November 30, 2019196  $30.78  196  $18,989  
December 1 - December 31, 2019—  $—  —  $18,989  
(1) On November 27, 2018, our board of directors authorized us to repurchase an additional $250 million of our outstanding common stock under our ongoing stock repurchase program, which the board initially authorized in July 2017. Following our completion of repurchases under this authorization, our board of directors approved a further $250 million increase to our stock repurchase program on February 11, 2019, $19 million of which remained available as of December 31, 2019.
On January 15, 2020, our board of directors authorized another $250 million increase to our stock repurchase program, bringing the total amount of repurchases authorized under our stock repurchase program to $950 million, of which approximately $269 million remains available. The timing of repurchases and number of shares repurchased depend on a variety of factors, including liquidity, cash flow and market conditions. See "Liquidity and Capital Resources—Stock Repurchase Program" included under Part II, Item 7 in this Annual Report.
(2) Average price paid per share includes costs associated with the repurchases.

Item 6. Selected Consolidated Financial Data.
The following selected consolidated financial data should be read in conjunction with, and are qualified by reference to, “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” and our audited consolidated financial statements and the accompanying notes included elsewhere in this Annual Report. The consolidated statements of operations data for the years ended December 31, 2019, 2018 and 2017 and the consolidated balance sheet data as of December 31, 2019 and 2018 are derived from the audited consolidated financial statements that are included elsewhere in this Annual Report. The consolidated statements of operations data for the years ended December 31, 2016 and 2015, as well as the consolidated balance sheet data as of December 31, 2017, 2016 and 2015 are derived from audited consolidated financial statements that are not included in this Annual Report. We have included, in our opinion, all adjustments, consisting only of normal recurring adjustments, that we consider necessary for a fair presentation of the financial information set forth in those statements. Our historical results are not necessarily indicative of the results to be expected in any period in the future.  
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Consolidated Statements of Operations Data:
Year Ended December 31,
2019201820172016
2015(1)
(in thousands, except per share amounts)
Net revenue$1,014,194  $942,773  $850,847  $716,063  $549,711  
Costs and expenses:
Cost of revenue (exclusive of depreciation and amortization shown separately below)(
62,410  57,872  70,518  60,363  51,015  
Sales and marketing500,386  483,309  437,424  379,895  301,764  
Product development230,440  212,319  175,787  138,549  107,786  
General and administrative136,091  120,569  109,707  100,475  80,866  
Depreciation and amortization49,356  42,807  41,198  35,346  29,604  
Restructuring and integration—  —  288  3,455  —  
Gain on disposal of a business unit—  —  (163,697) —  —  
Total costs and expenses978,683  916,876  671,225  718,083  571,035  
Income (loss) from operations35,511  25,897  179,622  (2,020) (21,324) 
Other income, net14,256  14,109  4,864  1,694  386  
Income (loss) before income taxes49,767  40,006  184,486  (326) (20,938) 
Provision for (benefit from) income taxes8,886  (15,344) 31,491  1,385  11,962  
Net income (loss) attributable to common stockholders$40,881  $55,350  $152,995  (1,711) (32,900) 
Net income (loss) per share attributable to common stockholders:
Basic$0.55  $0.66  $1.87  $(0.02) $(0.44) 
Diluted$0.52  $0.62  $1.76  $(0.02) $(0.44) 
Weighted-average shares used to compute net income (loss) per share attributable to common stockholders:
Basic74,627  83,573  81,602  77,186  74,683  
Diluted77,969  88,709  87,170  77,186  74,683  
(1)Amounts for 2015 have not been recast to reflect the adoption of Accounting Standards Update 2014-09, "Revenue from Contracts with Customers (ASC 606)," or ASC 606. Refer to Note 2, "Summary of Significant Accounting Policies," of the Notes to Consolidated Financial Statements in our Annual Report on Form 10-K for the year ended December 31, 2018 for additional information regarding adoption.
Consolidated Balance Sheet Data:
As of December 31,
2019201820172016
2015(1)
(in thousands)
Cash and cash equivalents$170,281  $332,764  $547,850  $272,201  $171,613  
Property, equipment and software, net$110,949  114,800  $103,651  $92,440  $80,467  
Working capital(2)
$399,154  795,364  $826,922  $500,780  $393,505  
Total assets(3)
$1,070,700  1,175,563  $1,225,601  $894,145  $755,427  
Total long-term liabilities(3)
$181,554  35,140  $30,737  $17,621  $12,030  
Total stockholders’ equity$754,991  1,075,518  $1,108,697  $816,138  $693,620  
(1) Amounts for 2015 have not been recast to reflect the adoption of ASC 606.
(2) Working capital comprises total current assets less total current liabilities.
(3)  Amounts for 2019 reflect the adoption of Accounting Standards Update No. 2016-02, "Leases (Topic 842)." Refer to Note 2, "Summary of Significant Accounting Policies," of the Notes to Consolidated Financial Statements for additional information regarding adoption.

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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 our consolidated financial statements and related notes appearing elsewhere in this Annual Report. This discussion contains forward-looking statements that reflect our plans, estimates and beliefs, and involve risks and uncertainties. Our actual results and the timing of certain events could differ materially from those anticipated in these forward-looking statements as a result of several factors, including those discussed in the section titled “Risk Factors” included under Part I, Item 1A and elsewhere in this Annual Report. See “Special Note Regarding Forward-Looking Statements” in this Annual Report.

Overview
As a trusted local resource, we deliver significant value to both consumers and businesses by helping each discover and interact with the other. Our unrivaled content helps consumers save time and money. Our advertising and other products help business owners increase their visibility and connect with our large audience of purchase-oriented consumers.
Our comprehensive, mobile-first platform offers reservation and waitlist, food ordering and quote request capabilities, among many other opportunities for consumers to engage with businesses, in addition to the 189.9 million reviews available as of December 31, 2019. In the fourth quarter of 2019, these features attracted a monthly average audience of nearly 35.6 million app unique devices, allowed over 8.8 million diners to make reservations or join a restaurant waitlist, and facilitated consumer submissions of 2.1 million projects to service providers through Request-A-Quote. In the same period, business owners, in turn, promoted their businesses to our large audience by spending 10% more on our advertising products than in the fourth quarter of 2018, seated more than double the number of diners via Yelp compared to the fourth quarter of 2018, and received millions of leads through Request-A-Quote.
We derive substantially all of our revenue from the sale of advertising products. In the year ended December 31, 2019, our net revenue was $1.0 billion, which represented an increase of 8% from the year ended December 31, 2018, and we recorded net income of $40.9 million and adjusted EBITDA of $213.5 million. In the year ended December 31, 2018, our net revenue was $942.8 million, which represented an increase of 11% from the year ended December 31, 2017, and we recorded net income of $55.4 million and adjusted EBITDA of $183.1 million. For information on how we define and calculate adjusted EBITDA and a reconciliation of this non-GAAP financial measure to net income (loss), see “Non-GAAP Financial Measures” below.

Following our transition to a multi-channel, on-demand business model, which we completed in 2018 with our move to non-term advertising contracts, we embarked on an ambitious, multi-year business transformation plan designed to drive and sustain profitable long-term growth. As we continue executing on our plan in 2020, we will look to further advance the strategic initiatives we began in 2019:
Winning in Key Categories. We made significant accomplishments in 2019 in our key categories of restaurants and home & local services. In restaurants, we more than doubled the number of diners seated via Yelp and increased the combined revenue attributable to Yelp Reservations and Yelp Waitlist by a double-digit percentage compared to 2018, while in home & local services we significantly increased paid leads to advertisers and increased revenue attributable to Request-A-Quote by nearly 60% compared to 2018. We believe these categories continue to present substantial opportunities for revenue growth, and plan to pursue those opportunities in 2020 by increasing monetization of our restaurants offerings through price optimization and cross selling, and increasing the number of paid leads delivered to home & local services advertisers.
Expanding Our Product Offerings. Our introduction of a range of paid products at affordable price points over the course of 2019, including our Business Highlights, Portfolios and Yelp Connect products, attracted thousands of new customers and helped accelerate revenue growth in our self-serve channel to 30% in 2019. Matching advertisers to the right products at the right prices will be a top priority for us in 2020, and we plan to introduce additional profile products in 2020 that will help business owners tell their stories and build trust with customers.
Providing More Value to Business Owners. In 2019, we delivered significantly more value to our customers — we generated 34% more ad clicks for Yelp advertisers at an average CPC 18% lower than in 2018 — and saw improved retention among non-term advertisers as a result. We accomplished this through improvements to our advertising auction system and ad targeting, as well as by expanding advertising inventory in certain categories such as home & local services. In 2020, we plan to continue generating more value for our business customers through initiatives including further enhancements to our auction system, improvements to our Request-A-Quote lead matching and introducing new types of advertising inventory.
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Capturing the Multi-location Opportunity. Our multi-location advertising business grew 22% in 2019 from the prior year, and our initiatives to increase our business with the top 250 restaurants and retailers by revenue successfully resulted in a substantial number of such businesses becoming paying customers by the end of the year. We plan to drive continued momentum in our multi-location advertising business in 2020 by growing our multi-location sales team to expand our coverage to the services category, as well as by continuing to integrate product development with sales efforts through the introduction of new ad formats tailored to the needs of multi-location businesses.
Enhancing the Consumer Experience. In addition to successfully increasing the number of paid leads we delivered to advertisers while maintaining an engaging experience for consumers, we enhanced the consumer experience through more personalized recommendations, new Yelp Waitlist features and expanded restaurant health inspection scores. An engaged consumer base is at the heart of our value proposition to businesses, and we plan to drive engagement in 2020 through an updated user interface for our mobile app (where we find our most engaged users) that offers improved convenience and ease of use.
Improved Profitability. In the first year of our multi-year business transformation plan, we improved the structural economics of our business. Our focus on growth and retention in our highest-margin sales channels allowed us to increase revenue growth without expanding our local sales force; in fact, we reduced local sales headcount by 10% in 2019. We expect these structural improvements to help drive profitable growth again in 2020 as we continue to emphasize our most efficient sales channels as well as work to improve retention, optimize our cost structure and control expenses.
We expect to continue to invest in product development, personnel and the facilities to support them in 2020 as we work to grow our business, including investments to increase our office space, upgrade our technology and infrastructure to improve the ability of our platform to handle the projected increase in usage, and enable the release of new products and features. As a result of this investment philosophy, we expect that our operating expenses will continue to increase for the foreseeable future.

Factors Affecting Our Performance
Our Ability to Attract and Retain Advertisers. Our revenue growth is driven by our ability to attract and retain advertising customers. To do so, we must deliver compelling ad products in an effective manner, at prices that compare favorably to those of our competitors. Our advertisers typically do not have long-term obligations to purchase our products. A substantial and increasing portion also have the ability to cancel their ad campaigns at any time. Their decisions to renew depend on the degree of satisfaction with our products as well as a number of factors that are outside of our control, including their ability to continue their operations and spending levels. Although we have shifted our focus to the opportunity presented by multi-location businesses recently, we continue to rely heavily on SMBs that often have limited advertising budgets and that may view online advertising products like ours as experimental and unproven.
Our ability to maintain and expand our advertiser base also depends on the size and productivity of our sales force and customer success team. As we continue to invest in expanding our multi-location sales organization while maintaining a large local sales force, we must efficiently scale our operations while at the same time recruiting, training and integrating new hires and developing, motivating and retaining existing employees. Similarly, in order to retain, and take advantage of opportunities to deepen our relationships with, our existing customers, we must continue our efforts to build out our customer success team. Developing our account retention processes will be particularly important as an increasing portion of our advertisers have the ability to cancel their contracts at any time. In addition, as we make periodic adjustments to our sales organization to respond to market opportunities and to pursue initiatives to increase productivity, such changes may result in a temporary lack of focus or disruption to our operations. For example, it took time for our sales and customer success organizations to adapt to selling and supporting advertising contracts with flexible cancellation terms. Our increased emphasis on our multi-location and self-serve channels involves changes to our sales organization and sales force hiring priorities, which may be disruptive to our sales operations.
Traffic and User Engagement. We derive substantially all of our revenue from advertising, and traffic to our platform determines the number of ads we are able to show, affects the value of those ads to businesses and influences the content creation that drives further traffic. As a result, our ability to grow our business depends on our ability to increase traffic on our platform, which in turn depends on, among other things, the quality of our content and the prominence of links to our platform in Internet search engine results and application marketplaces. The number of users we attract from search engines in particular can be affected by a number of factors not in our direct control; changes in a search engine’s ranking algorithms, methodologies or design layouts may result in links to our website not being prominent enough to drive traffic to our website and mobile app. In addition, certain providers of Internet search engines and application marketplaces offer products and services that compete
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directly with our products and, in some instances, such providers may change their displays or rankings in order to promote their own competing products or services.
We anticipate that our traffic growth will continue to slow over time, and potentially decrease in certain periods, as our business matures and we achieve higher penetration rates in our core markets of the United States and Canada. As our traffic growth rate slows, our success will become increasingly dependent on our ability to increase levels of user engagement on our platform, which itself depends on the quality of our content and our ability to introduce new and improved products that effectively address consumer needs, among other things.
Product Innovation. We must deliver innovative, relevant and useful products to consumers and businesses — including products for mobile and other alternative devices — to expand the size and engagement of our user base, attract advertisers and increase our revenue. We plan to continue investing in new product development as we introduce new advertising and e-commerce products, explore new platforms and distribution channels, and develop partner arrangements that provide incremental value to our users and advertisers to encourage them to increase their usage of, and the portion of their advertising budgets allocated to, our platform. As our industry evolves and competition intensifies, our investments may increasingly include products and services outside of our historical core business, such as our continued development of Yelp Reservations and Yelp Waitlist. These investments involve significant risks and uncertainties, such as distracting management, and may ultimately fail to generate sufficient revenue or other value to justify our investments in them.
Investment in Growth. We have invested, and intend to continue to invest, aggressively to support the growth of our platform. We dedicate significant resources to areas such as: marketing; consumer protection; maintaining and enhancing the Yelp brand; and upgrading our systems, technology and network infrastructure to accommodate growth. Our investment plans for 2020 include developing new advertising products, further developing our analytics tools for advertisers, improving our Request-A-Quote matching capabilities and refining our advertising auction system. While we believe these initiatives will ultimately drive revenue growth, our investments in them will increase our operating expenses, and any increase in revenue resulting from these product innovations will likely trail the increase in expenses.
Stock Repurchases. In July 2017, our board of directors authorized a stock repurchase program for the repurchase up to $200 million of our outstanding common stock. During the years ended December 31, 2018 and 2017, we repurchased on the open market and subsequently retired 4,896,003 shares and 302,206 shares, respectively, for aggregate purchase prices of $187.4 million and $12.6 million, respectively. On each of November 27, 2018 and February 11, 2019, our board of directors authorized us to repurchase up to an additional $250 million of our outstanding common stock pursuant to the stock repurchase program, of which we repurchased on the open market and subsequently retired 14,190,409 shares for an aggregate purchase price of $481.0 million during the year ended December 31, 2019. On January 15, 2020, our board approved a further increase of $250 million to our stock repurchase program, bringing the total amount of repurchases authorized under our stock repurchase program to $950 million, of which approximately $269 million remains available. We have funded the repurchases, and expect to fund future repurchases under the stock repurchase program, with cash available on our balance sheet. As a result, this program could diminish our cash reserves and reduce our ability to invest in our business, in addition to affecting the trading price and volatility of our stock.
Corporate Development Activities. As part of our business strategy, we may decide to expand our product offerings and grow our business through the acquisition of complementary businesses or technologies, as well as through partnerships. In addition to diverting our management's attention and otherwise disrupting our operations, our corporate development activities will affect our future financial results due to factors such as expenses incurred in identifying, investigating and pursuing transactions, whether or not they are consummated, possible dilutive issuances of equity securities or the incurrence of debt, unidentified liabilities and the amortization of acquired intangible assets. Maintaining relationships with partners also requires significant time and resources, as does integrating their data, services and technologies onto our platform. We may not realize the full benefits of synergies, innovation and operational efficiencies that may be possible from a corporate transaction; similarly, if our relationships with partners deteriorate, we could suffer increased costs and delays in our ability to provide consumers and advertisers with our content or services.
Seasonality and Cyclicality. Our business is affected by seasonal fluctuations in Internet usage and advertising spending, as well as cyclicality in economic activity. Based on historical trends, we expect traffic numbers to be weakest in the fourth quarter of the year in connection with end of the year holidays. In addition, although our multi-location customers tend to increase spending on advertising in the fourth quarter, the SMBs on which we rely heavily typically decrease their advertising spending during this quarter. SMBs may be disproportionately affected by negative fluctuations in the business cycle, and a worsening economic outlook would likely cause such businesses to decrease investments in advertising, which would adversely affect our revenue. As our business matures and the proportion of our customers who can cancel their ad campaigns at any time
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increases, we expect that the seasonality and cyclicality in our business may become more pronounced, causing our operating results to fluctuate.

Key Metrics
We regularly review a number of metrics, including the key metrics set forth below, to evaluate our business, measure our performance, identify trends in our business, prepare financial projections and make strategic decisions. Unless otherwise stated, these metrics do not include metrics for Yelp Reservations, Yelp Waitlist, Yelp WiFi Marketing, our business owner products or Yelp Eat24, which we sold on October 10, 2017.
Reviews
Number of reviews represents the cumulative number of reviews submitted to Yelp since inception, as of the period end, including reviews that were not recommended or had been removed from our platform. In addition to the text of the review, each review includes a rating of one to five stars. We include reviews that are not recommended and that have been removed because all of them are either currently accessible on our platform or were accessible at some point in time, providing information that may be useful to users to evaluate businesses and individual reviewers. Because our automated recommendation software continually reassesses which reviews to recommend based on new information that becomes available, the “recommended” or “not recommended” status of reviews may change over time. Reviews that are not recommended or that have been removed do not factor into a business’s overall star rating. By clicking on a link on a reviewed business’s page on our website, users can access the reviews that are not currently recommended for the business, as well as the star rating and other information about reviews that were removed for violation of our terms of service.
As of December 31, 2019, approximately 189.9 million reviews were available on business listing pages, including approximately 44.4 million reviews that were not recommended, after 15.5 million reviews had been removed from our platform, either by us for violation of our terms of service or by the users who contributed them. The following table presents the number of cumulative reviews as of the dates indicated (in thousands):
As of December 31,
 201920182017
Reviews205,381  177,385  148,298  
Traffic
Traffic to our website and mobile app has three components: mobile devices accessing our mobile app, visitors to our non-mobile optimized website, which we refer to as our desktop website, and visitors to our mobile-optimized website, which we refer to as our mobile website. App users generate a substantial majority of activity on Yelp, including the page views and ad clicks that we monetize. We anticipate that our mobile traffic will be the driver of our growth for the foreseeable future and that traffic to our website will fluctuate and generally decline as we focus on driving traffic to our mobile app, where we have our most engaged users and which reduces our reliance on Google and other search engines.
We use the metrics set forth below to measure each of our traffic streams. An individual user who accesses our platform through multiple traffic streams will be counted in each applicable traffic metric; as a result, the sum of our traffic metrics will not accurately represent the number of people who visit our platform on an average monthly basis.
App Unique Devices. We calculate app unique devices as the number of unique mobile devices using our mobile app in a given month, averaged over a given three-month period. Under this method of calculation, an individual who accesses our mobile app from multiple mobile devices will be counted as multiple app unique devices. Multiple individuals who access our mobile app from a shared device will be counted as a single app unique device.
The following table presents app unique devices for the periods indicated (in thousands):
Three Months Ended December 31,
201920182017
App Unique Devices35,599  32,891  28,845  
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Desktop and Mobile Website Unique Visitors. We calculate desktop unique visitors as the number of “users,” as measured by Google Analytics, who have visited our desktop website at least once in a given month, averaged over a given three-month period. Similarly, we calculate mobile website unique visitors as the number of “users” who have visited our mobile website at least once in a given month, averaged over a given three-month period.
Google Analytics, a product from Google Inc. that provides digital marketing intelligence, measures “users” based on unique cookie identifiers. Because the numbers of desktop unique visitors and mobile website unique visitors are therefore based on unique cookies, an individual who accesses our desktop website or mobile website from multiple devices with different cookies may be counted as multiple desktop unique visitors or mobile website unique visitors, as applicable, and multiple individuals who access our desktop website or mobile website from a shared device with a single cookie may be counted as a single desktop unique visitor or mobile website unique visitor.
The following table presents our web traffic for the periods indicated (in thousands):
Three Months Ended December 31,
201920182017
Desktop Unique Visitors54,006  62,140  76,748  
Mobile Web Unique Visitors68,756  69,148  64,221  
We have discovered in the past, and expect to discover in the future, that portions of our desktop traffic, as measured by Google Analytics, have been attributable to robots and other invalid sources. Because traffic from such sources does not represent valid consumer traffic, our reported desktop unique visitor metric for impacted periods reflects an adjustment to the Google Analytics measurement of our traffic to remove traffic that we have identified as originating from invalid sources to provide greater accuracy and transparency. However, we cannot assure you that we will be able to identify all such traffic for any particular period. For additional information, please see the risk factor included under Part I, Item 1A under the heading “We rely on data from both internal tools and third parties to calculate certain of our performance metrics. Real or perceived inaccuracies in such metrics may harm our reputation and negatively affect our business.”
Active Claimed Local Business Locations
The number of active claimed local business locations represents the number of claimed local business locations — business addresses for which a business representative has visited our platform and claimed the free business listing page for the business located at that address — that are both (a) active on Yelp and (b) associated with an active business owner account as of a given date. We consider a claimed local business location to be active if it has not closed, been removed from our platform or merged with another claimed local business.
The following table presents the number of active claimed locations as of the dates presented (in thousands). The December 31, 2018 and 2017 numbers have been updated to reflect our current methodology for calculating active claimed local business locations.
As of December 31,
201920182017
Active Claimed Local Business Locations4,913  4,310  3,681  
Paying Advertising Locations
Paying advertising locations comprise all business locations associated with a business account from which we recognized advertising revenue in a given month, excluding business accounts that purchased advertising through partner programs other than Yelp Ads Certified Partners, averaged over a given three-month period. The following table presents the number of paying advertising locations for the periods presented (in thousands):
Three Months Ended December 31,
201920182017
Paying Advertising Locations565  541  478  

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Critical Accounting Policies and Estimates
Our consolidated financial statements are prepared in accordance with GAAP. The preparation of these consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses and related disclosures. We evaluate our estimates and assumptions on an ongoing basis. Our estimates and assumptions are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from those estimates.
We believe that the assumptions and estimates associated with revenue recognition, website and internal-use software development costs, the incremental borrowing rate used in adopting the new leasing standard, business combinations, allowance for doubtful accounts, income taxes and stock-based compensation expense have the greatest potential impact on our consolidated financial statements. Therefore, we consider these to be our critical accounting policies and estimates. For further information on these and our other significant accounting policies, see Note 2, "Summary of Significant Accounting Policies," of the Notes to Consolidated Financial Statements included elsewhere in this Annual Report.  

Results of Operations
The following tables set forth our results of operations for 2019, 2018 and 2017 (in thousands, except percentages). The period-to-period comparison of financial results is not necessarily indicative of future results.
Year Ended December 31,$ Change
% Change(1)
2019201820172019
vs.
2018
2018
vs.
2017
2019
vs.
2018
2018
vs.
2017
Consolidated Statements of Operations Data:
Net revenue by product:
Advertising$976,925  $907,487  $775,678  $69,438  $131,809  %17 %
Transactions12,436  13,694  60,251  (1,258) (46,557) (9)%(77)%
Other services24,833  21,592  14,918  3,241  6,674  15 %45 %
Total net revenue$1,014,194  $942,773  $850,847  $71,421  $91,926  %11 %
Costs and expenses:
Cost of revenue (exclusive of depreciation and amortization shown separately below)$62,410  $57,872  $70,518  $4,538  $(12,646) %(18)%
Sales and marketing500,386  483,309  437,424  17,077  45,885  %10 %
Product development230,440  212,319  175,787  18,121  36,532  %21 %
General and administrative136,091  120,569  109,707  15,522  10,862  13 %10 %
Depreciation and amortization49,356  42,807  41,198  6,549  1,609  15 %%
Restructuring and integration cost—  —  288  —  (288) 
NM(2)
(100)%
Gain on disposal of a business unit —  —  (163,697) —  163,697  
NM(2)
(100)%
Total costs and expenses978,683  916,876  671,225  61,807  245,651  %37 %
Income from operations35,511  25,897  179,622  9,614  (153,725) 37 %(86)%
Other income, net14,256  14,109  4,864  147  9,245  %190 %
Income before income taxes49,767  40,006  184,486  9,761  (144,480) 24 %(78)%
Provision for (benefit from) income taxes8,886  (15,344) 31,491  24,230  (46,835) (158)%(149)%
Net income$40,881  $55,350  $152,995  $(14,469) $(97,645) (26)%(64)%
(1) Percentage changes are calculated based on rounded numbers and may not recalculate exactly due to rounding.
(2)