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ACCOUNTING POLICIES - Schedule of Costs of Goods Sold (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Revenue recognition                      
Product delivery period from date of shipment, minimum                 1 day    
Product delivery period from date of shipment, maximum                 8 days    
Club O loyalty program                      
Loyalty program expiration period                 90 days    
Co-branded credit card program                      
Maximum revenue from co-branded credit card program as a percentage of total net revenues                   1.00% 1.00%
Sales returns allowance                      
Sales return period for which full refund will be granted                 30 days    
Sales return period for which reduced refund will be granted                 30 days    
Sales return received at returns processing facility for which reduced refund will be granted, period                 45 days    
Cost of goods sold                      
Total net revenue $ 370,881 $ 347,099 $ 373,709 $ 367,729 $ 452,548 $ 440,580 $ 483,133 $ 445,331 $ 1,459,418 $ 1,821,592 $ 1,744,756
Total revenue, net (as a percent)                 100.00% 100.00% 100.00%
Cost of goods sold                      
Product costs and other cost of goods sold                 $ 1,100,351 $ 1,390,750 $ 1,328,749
Fulfillment and related costs                 65,974 76,934 75,456
Total cost of goods sold 294,359 277,551 299,810 294,605 370,968 353,864 391,390 351,462 $ 1,166,325 $ 1,467,684 $ 1,404,205
Product costs and other cost of goods sold (as a percent)                 75.00% 76.00% 76.00%
Fulfillment and related costs (as a percent)                 5.00% 4.00% 4.00%
Total cost of goods sold (as a percent)                 80.00% 81.00% 80.00%
Gross profit $ 76,522 $ 69,548 $ 73,899 $ 73,124 $ 81,580 $ 86,716 $ 91,743 $ 93,869 $ 293,093 $ 353,908 $ 340,551
Gross profit (as a percent)                 20.00% 19.00% 20.00%
Advertising Revenue as a Percentage of Total Revenue                 2.00% 2.00% 2.00%