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Property and Equipment
12 Months Ended
Dec. 31, 2019
Property, Plant and Equipment [Abstract]  
Property and Equipment Property and Equipment
Property and equipment consisted of the following:
 
 
As of December 31,
 
 
2019
 
2018
 
 
(In thousands)
Capitalized internal-use software development costs
 
$
100,155

 
$
72,647

Data center equipment (1)
 
22,009

 

Leasehold improvements
 
55,886

 
15,293

Office equipment
 
25,083

 
13,563

Furniture and fixtures (1)
 
10,095

 
4,918

Software
 
9,176

 
1,849

Total property and equipment
 
222,404

 
108,270

Less: accumulated depreciation and amortization
 
(81,148
)
 
(44,736
)
Total property and equipment, net
 
$
141,256

 
$
63,534

_______________
(1)    Data center equipment and furniture and fixtures contain assets under finance leases. See Note 5 for further detail.
Depreciation and amortization expense was $37.5 million, $18.9 million and $13.1 million for the years ended December 31, 2019, 2018 and 2017, respectively.
The Company capitalized $29.7 million, $25.3 million and $21.5 million in internal‑use software development costs in the years ended December 31, 2019, 2018 and 2017, respectively, of which $7.8 million, $5.7 million and $4.2 million, respectively, was stock‑based compensation expense. Amortization of capitalized software development costs was $17.1 million, $13.0 million, and $8.4 million in the years ended December 31, 2019, 2018 and 2017, respectively. The amortization of the capitalized software development costs was allocated as follows:
 
 
Year Ended December 31,
 
 
2019
 
2018
 
2017
 
 
(In thousands)
Cost of revenue
 
$
9,546

 
$
6,898

 
$
4,788

Research and development
 
7,345

 
5,437

 
3,619

General and administrative
 
213

 
689

 

Total
 
$
17,104

 
$
13,024

 
$
8,407