Platforms patch fast when an exploit scales or hurts revenue. Treat every tactic as temporary: test small, watch signals (drops, bans), rotate methods, mimic real human behavior, and prefer official APIs or verified workflows when possible. Always have fallback accounts/setups and be ready to pivot.