To access any profile data safely, the script reads a configurations file ( auth.json or config.json ). Users must export their active browser session headers ( user-agent , sess , and auth_id ) using developer tools. Without these authorization tokens, the platform denies the request, returning a standard 401 Unauthorized network error.
Engagement is not liking a post. Liking is passive. The 30% bucket requires words . "Thanks for sharing" is not engagement. "Your third point about Python libraries saved me two hours today" is engagement.