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CONSOLIDATED STATEMENTS OF OPERATIONS (Parenthetical) - USD ($) $ in Thousands | 12 Months Ended
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Dec. 31, 2024 | Dec. 31, 2023 | Dec. 31, 2022
Total stock-based compensation expense | $ 60,327 | $ 52,364 | $ 40,935
Cost of revenue (exclusive of depreciation and amortization) |  |  |
Total stock-based compensation expense | 4,522 | 3,703 | 2,640
Sales and marketing |  |  |
Total stock-based compensation expense | 8,030 | 5,983 | 8,681
Research and product development |  |  |
Total stock-based compensation expense | 25,414 | 20,974 | 16,030
General and administrative |  |  |
Total stock-based compensation expense | $ 22,361 | $ 21,704 | $ 13,584

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