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Summary of Significant Accounting Policies - Property, Plant and Equipment (Details) - USD ($)
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost $ 7,600,949,000 $ 6,251,100,000  
Capitalized interest 3,732,000    
Capitalization of internal use computer software 29,407,000 25,166,000 $ 16,438,000
Asset retirement obligations 28,256,000 27,757,000  
Land      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 400,980,000 314,897,000  
Buildings and building improvements      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 2,991,307,000 2,039,902,000  
Leasehold improvements      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 770,666,000 592,700,000  
Racking      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 2,001,831,000 1,996,594,000  
Warehouse equipment/vehicles      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 481,515,000 467,345,000  
Furniture and fixtures      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 56,207,000 55,245,000  
Computer hardware and software      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost 680,283,000 627,571,000  
Construction in progress      
Property, Plant and Equipment [Line Items]      
Property, plant and equipment, stated at cost $ 218,160,000 $ 156,846,000  
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