| Metric | Goal | |--------|------| | Watch time (YouTube) | >40% of video length | | Engagement rate (TikTok) | >8% likes/views | | Click-through rate to affiliate links | 2–5% | | Repeat viewers | >30% per video |

: Born in 1999, she began her career in 2021 . Unlike many creators who rush into monetization after a viral hit, she observed the digital landscape first to build an organic base .