: Aim for roughly 1 like for every 10–20 views. If you have 10,000 views and 0 likes, it's a clear red flag to both viewers and the algorithm.

: For a new channel, begin with 500–1,000 views per video to build credibility without triggering spam filters.

Buying YouTube views and likes is a common tactic used to build "social proof" and give new videos an initial push. However, the landscape is complex, with risks ranging from account flags to wasted money on low-quality bots.

: Ensure the service provides views that actually watch a significant portion of the video. The algorithm prioritizes watch time over raw view counts.