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Summary of Significant Accounting Policies (Details)
12 Months Ended
Dec. 31, 2018
USD ($)
common_stock_class
brand
Dec. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Jan. 01, 2018
USD ($)
Jan. 01, 2017
USD ($)
Concentrations of Credit Risk          
Cash and cash equivalents and short-term investments held in banks located outside the U.S. $ 129,500,000 $ 63,400,000      
Goods In-Transit          
Goods in-transit 83,700,000 54,500,000      
Property, plant and equipment          
Property and equipment, net 606,977,000 361,141,000      
Long-Lived Assets          
Impairment of long-lived assets or identifiable intangibles $ 0 0 $ 0    
Revenue Recognition          
Number of distinct sites | brand 5        
Allowance for sales returns $ 35,700,000 21,200,000      
Contract liabilities 148,057,000 94,116,000      
Cumulative-effect adjustment to reduce Accumulated deficit 1,082,689,000 583,266,000      
Advertising Costs          
Advertising expense 774,189,000 549,959,000 409,125,000    
Prepaid advertising costs 700,000 600,000      
Merchant Processing Fees          
Merchant processing fees 133,400,000 88,700,000 66,000,000    
Retail Partner Fees          
Retail partner fees included in merchant processing fees 1,200,000 1,500,000 1,900,000    
Retail partner fees included in advertising costs $ 5,500,000 7,000,000 11,000,000    
Earnings Per Share          
Number of classes of common stock | common_stock_class 2        
ASU 2014-09          
Equity-based Compensation          
Cumulative-effect adjustment for adoption of ASU $ 4,657,000        
ASU 2014-09 | Difference between Revenue Guidance in Effect before and after Topic 606          
Revenue Recognition          
Cumulative-effect adjustment to reduce Accumulated deficit       $ 4,700,000  
ASU 2014-09 | Retained Earnings          
Equity-based Compensation          
Cumulative-effect adjustment for adoption of ASU 4,657,000        
ASU 2016-09          
Equity-based Compensation          
Cumulative-effect adjustment for adoption of ASU   0      
ASU 2016-09 | Retained Earnings          
Equity-based Compensation          
Cumulative-effect adjustment for adoption of ASU   (8,712,000)     $ 8,700,000
Deferred Revenue          
Revenue Recognition          
Contract liabilities 148,100,000 94,100,000      
Revenue recognized 77,300,000        
Other Current Liabilities          
Revenue Recognition          
Contract liabilities $ 3,100,000 2,600,000      
Revenue recognized   2,500,000      
Other Long-term Investments | Minimum          
Marketable Securities [Abstract]          
Marketable securities, term 1 year        
Other Long-term Investments | Maximum          
Marketable Securities [Abstract]          
Marketable securities, term 2 years        
Furniture and computer equipment | Minimum          
Property, plant and equipment          
Estimated useful lives 3 years        
Furniture and computer equipment | Maximum          
Property, plant and equipment          
Estimated useful lives 7 years        
Site and software development costs          
Property, plant and equipment          
Estimated useful lives 2 years        
Property and equipment, net $ 62,900,000 45,400,000      
Amortization expense $ 51,300,000 $ 34,500,000 $ 21,600,000    
Building          
Property, plant and equipment          
Estimated useful lives 30 years