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Summary of Significant Accounting Policies - Property, Plant and Equipment (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost $ 8,048,906 $ 7,600,949  
Capitalized interest 15,980 3,732  
Capitalization of internal use computer software 34,650 29,407 $ 25,166
Asset retirement obligations 30,831 28,256  
Land      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 448,566 400,980  
Buildings and building improvements      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 3,029,309 2,991,307  
Leasehold improvements      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 852,022 770,666  
Racking      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 2,040,832 2,001,831  
Warehouse equipment/vehicles      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 483,218 481,515  
Furniture and fixtures      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 54,275 56,207  
Computer hardware and software      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 689,261 680,283  
Construction in progress      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost $ 451,423 $ 218,160  
Minimum | Buildings and building improvements      
Property, Plant and Equipment [Line Items]      
Useful life 5 years    
Minimum | Leasehold improvements      
Property, Plant and Equipment [Line Items]      
Useful life 5 years    
Minimum | Racking      
Property, Plant and Equipment [Line Items]      
Useful life 1 year    
Minimum | Warehouse equipment/vehicles      
Property, Plant and Equipment [Line Items]      
Useful life 1 year    
Minimum | Furniture and fixtures      
Property, Plant and Equipment [Line Items]      
Useful life 1 year    
Minimum | Computer hardware and software      
Property, Plant and Equipment [Line Items]      
Useful life 2 years    
Maximum | Buildings and building improvements      
Property, Plant and Equipment [Line Items]      
Useful life 40 years    
Maximum | Leasehold improvements      
Property, Plant and Equipment [Line Items]      
Useful life 10 years    
Maximum | Racking      
Property, Plant and Equipment [Line Items]      
Useful life 20 years    
Maximum | Warehouse equipment/vehicles      
Property, Plant and Equipment [Line Items]      
Useful life 10 years    
Maximum | Furniture and fixtures      
Property, Plant and Equipment [Line Items]      
Useful life 10 years    
Maximum | Computer hardware and software      
Property, Plant and Equipment [Line Items]      
Useful life 5 years