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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

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