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Property and Equipment, Net - Narrative (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Property, Plant and Equipment [Line Items]      
Depreciation and amortization expense $ 41,265 $ 23,539 $ 11,568
Capitalized internal use software costs 31,700 17,400 11,500
Capitalized computer software additions, related to payroll costs 24,700 13,600 7,900
Incurred interest 84,200 26,600 8,600
Capitalized interest 3,600 1,600 900
Selling, general and administrative      
Property, Plant and Equipment [Line Items]      
Depreciation and amortization expense $ 39,600 $ 22,500 $ 11,600