Item 6. Selected Financial Data

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Item 6. Selected Financial Data

The following tables set forth our selected consolidated financial data for the periods indicated. We have derived the selected consolidated statements of operations data for 2018, 2017, and 2016 and the selected consolidated balance sheet data as of December 31, 2018 and 2017 from our audited consolidated financial statements included elsewhere in this Annual Report on Form 10-K. The selected consolidated statements of operations data for 2015 and 2014 and the selected consolidated balance sheet data as of December 31, 2016, 2015 and 2014 were derived from our audited consolidated financial statements that are not included in this Annual Report on Form 10-K.

The following selected consolidated financial data should be read in conjunction with “Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our consolidated financial statements and the related notes appearing in “Item 8. Financial Statements and Supplementary Data” in this Annual Report on Form 10-K. Our historical results are not necessarily indicative of our future results.

Year Ended December 31,
20182017201620152014
(in thousands, except per share data)
Consolidated Statements of Operations Data:
Revenue$477,294$308,217$202,926$113,836$44,548
Operating expenses (1):
Platform operations114,09866,23039,87622,96712,559
Sales and marketing87,07161,37946,05626,79414,590
Technology and development83,89252,80627,31312,8197,250
General and administrative84,91058,44632,16313,2769,385
Total operating expenses369,971238,861145,40875,85643,784
Income from operations107,32369,35657,51837,980764
Total other expense, net1,5865,73113,6848,1251,707
Income (loss) before income taxes105,73763,62543,83429,855(943)
Provision for (benefit from) income taxes17,59712,82723,35213,926(948)
Net income$88,140$50,798$20,482$15,929$5
Net income (loss) attributable to common stockholders (2)$88,140$50,798$(26,727)$8,764$—
Net income (loss) per share attributable to common stockholders–basic (2)$2.08$1.26$(1.46)$0.85$—
Net income (loss) per share attributable to common stockholders–diluted (2)$1.92$1.15$(1.46)$0.39$—
Year Ended December 31,
20182017201620152014
(in thousands)
Non-GAAP Financial and Operating Data:
Gross spend (3)$2,350,877$1,555,856$1,027,984$552,325$211,266
Gross billings (4)$2,285,013$1,491,742$990,561$529,975$201,804
As of December 31,
20182017201620152014
(in thousands)
Consolidated Balance Sheet Data:
Cash and cash equivalents$207,232$155,950$133,400$4,047$17,315
Accounts receivable, net834,764599,565377,240191,94378,364
Total assets1,117,872797,164537,596210,231102,238
Accounts payable669,147490,377321,163108,46158,293
Long-term debt, net of current portion—27,00025,84745,91816,493
Total liabilities723,305551,581373,216171,88580,372
Convertible preferred stock———24,20427,997
Total stockholders’ equity (deficit)394,567245,583164,38014,142(6,131)
(1)Includes stock-based compensation expense as follows:
Year Ended December 31,
20182017201620152014
(in thousands)
Platform operations$4,463$2,674$756$71$14
Sales and marketing11,3066,2611,70712750
Technology and development13,8556,6611,51385909
General and administrative12,5865,7211,080913,572
Total$42,210$21,317$5,056$374$4,545

Refer to Note 9 to our audited consolidated financial statements for more information regarding stock-based compensation expense.

(2)Refer to Note 3 to our audited consolidated financial statements for a description of the net income (loss) attributable to common stockholders and net income (loss) per share attributable to common stockholders—basic and diluted computations.
(3)Gross spend includes the value of a client’s purchases through our platform plus our platform fee, which is a percentage of a client’s purchases through the platform. We review gross spend for internal management purposes to assess market share and scale, and to plan for optimal levels of support for our clients. Some companies in our industry report revenue on a gross basis or use similar metrics, so tracking our gross spend allows us to compare our results to the results of those companies. Gross spend does not represent our revenue reported on a GAAP basis. Our gross spend is influenced by the volume and characteristics of bids for advertising inventory won through our platform. We expect our revenue as a percentage of gross spend, which is sometimes referred to as take rate, to fluctuate due to the types of services and features selected by our clients through our platform and certain volume discounts. We track gross spend based on the location of our office servicing the respective clients. Other companies, including companies in our industry, may calculate gross spend or similarly titled measures differently, which reduces its usefulness as a comparative measure.
(4)Gross billings represents the amount we invoice our clients, net of allowances. As some of our clients have payment relationships directly with advertising inventory suppliers for the amount of advertising inventory the clients purchase through our platform, we do not invoice these clients for this spend, and we only invoice such clients for data, other services and our platform fee. Accordingly, gross billings are less than gross spend and represent gross spend, less platform discounts and less the value of advertising inventory and data that our clients purchase directly from publishers through our platform. We report revenue on a net basis which represents gross billings net of amounts we pay suppliers for the cost of advertising inventory, data and add-on features. We expect our revenue as a percentage of gross billings to fluctuate due to the types of services and features selected by our clients through our platform and certain volume discounts. We review gross billings for internal management purposes to adequately plan for our working capital needs and monitor collection risk. We track gross billings based on the billing address of the client. In many cases, international clients are serviced from our U.S. offices resulting in gross billings exceeding gross spend for international clients.

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