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Consolidated Statements of Comprehensive Income (Parenthetical) - USD ($) $ in Millions | 12 Months Ended
--- | ---
Dec. 31, 2022 | Dec. 31, 2021 | Dec. 31, 2020
Stock-based compensation | $ 1,401 | $ 1,131 | $ 870
Sales and marketing |  |  |
Stock-based compensation | 459 | 389 | 320
Research and development |  |  |
Stock-based compensation | 495 | 395 | 282
General and administrative |  |  |
Stock-based compensation | 223 | 160 | 118
Subscription | Cost of revenues |  |  |
Stock-based compensation | 157 | 128 | 98
Professional services and other | Cost of revenues |  |  |
Stock-based compensation | $ 67 | $ 59 | $ 52

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