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PROPERTY, EQUIPMENT AND SOFTWARE, NET (Tables)
12 Months Ended
Dec. 31, 2019
Property, Plant and Equipment [Abstract]  
Schedule of Property, Plant, Equipment and Software
Depreciation and amortization expense on property, equipment and software is classified as follows in the accompanying consolidated statements of operations for the years ended December 31, 2019, 2018 and 2017 (in thousands):
 
Year Ended December 31,
 
2019
 
2018
 
2017
Service cost of revenue
$
28,917

 
$
28,102

 
$
26,738

Product cost of revenue
6,466

 
8,467

 
9,900

Selling, general and administrative
56,027

 
64,761

 
78,157

Total
$
91,410

 
$
101,330

 
$
114,795

The above amounts include amortization of internally-developed software of $56.6 million, $53.9 million and $57.0 million, and amortization expense on assets under finance leases of $18.9 million, $30.2 million and $35.2 million, for the years ended December 31, 2019, 2018 and 2017.
The following summarizes property, equipment and software, net as of December 31, 2019 and 2018 (in thousands):
 
December 31,
 
2019
 
2018
Warehouse equipment
$
5,144

 
$
5,265

Furniture and fixtures
9,113

 
9,677

Leasehold improvements
47,927

 
50,314

Office equipment
1,735

 
2,261

Purchased software
7,207

 
8,523

Computer hardware (1)
143,118

 
174,700

Internally-developed software (2)
222,140

 
196,807

Total property, equipment and software, gross
436,384

 
447,547

Less: accumulated depreciation and amortization
(311,434
)
 
(304,430
)
Property, equipment and software, net
$
124,950

 
$
143,117

(1)
Includes computer hardware acquired under finance leases of $78.5 million and $120.5 million as of December 31, 2019 and 2018.
(2)
The net carrying amount of internally-developed software was $71.1 million and $70.9 million as of December 31, 2019 and
The following table summarizes depreciation and amortization of property, equipment and software and intangible assets by reportable segment for the years ended December 31, 2019, 2018 and 2017 (in thousands):
 
Year Ended December 31,
 
2019
 
2018
 
2017
North America
$
89,083

 
$
101,419

 
$
121,616

International
16,682

 
14,409

 
16,211

Consolidated total
$
105,765

 
$
115,828

 
$
137,827