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Consolidated Statements of Comprehensive Loss (Parenthetical) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Total Stock-based compensation expenses $ 39,378 $ 29,220 $ 20,939
Cost of revenues      
Total Stock-based compensation expenses 6,427 4,773 3,729
Sales and marketing      
Total Stock-based compensation expenses 7,740 5,837 3,243
Research and development      
Total Stock-based compensation expenses 9,864 6,852 4,464
General and administrative      
Total Stock-based compensation expenses $ 15,347 $ 11,758 $ 9,503