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Consolidated Statements of Operations (Parenthetical) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2022
Dec. 31, 2021
Dec. 31, 2020
Total equity-based compensation expense $ 65,691 $ 36,695 $ 24,602
Cost of revenue      
Total equity-based compensation expense 9,043 4,786 1,669
Research and development      
Total equity-based compensation expense 17,950 10,409 4,208
Sales and marketing      
Total equity-based compensation expense 12,711 7,059 3,911
General and administrative      
Total equity-based compensation expense $ 25,987 $ 14,441 $ 14,814