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ACCOUNTING POLICIES - Schedule of Costs of Goods Sold (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
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 $ 452,548 $ 440,580 $ 483,133 $ 445,331 $ 456,290 $ 424,007 $ 432,024 $ 432,435 $ 1,821,592 $ 1,744,756 $ 1,799,963
Total revenue, net (as a percent)                 100.00% 100.00% 100.00%
Cost of goods sold                      
Product costs and other cost of goods sold                 $ 1,390,750 $ 1,328,749 $ 1,391,736
Fulfillment and related costs                 76,934 75,456 76,878
Total cost of goods sold 370,968 353,864 391,390 351,462 370,492 340,332 347,853 345,528 $ 1,467,684 $ 1,404,205 $ 1,468,614
Product costs and other cost of goods sold (as a percent)                 76.00% 76.00% 77.00%
Fulfillment and related costs (as a percent)                 4.00% 4.00% 4.00%
Total cost of goods sold (as a percent)                 81.00% 80.00% 82.00%
Gross profit $ 81,580 $ 86,716 $ 91,743 $ 93,869 $ 85,798 $ 83,675 $ 84,171 $ 86,907 $ 353,908 $ 340,551 $ 331,349
Gross profit (as a percent)                 19.00% 20.00% 18.00%