Technical Knowledge

This guide explains how artist.tools identifies and flags bot activity on Spotify playlists. It covers our data sources, detection logic, warning signals, and how curators and artists can use these insights to maintain playlist integrity.1. Data...

Throughout artist.tools, you'll see various status labels on metrics like followers, popularity scores, streams, and other data fields. These labels indicate the current state of the data and whether it's ready to view.Data Status...

Genre information on artist.tools comes directly from Spotify. We display the genres Spotify assigns to artists, playlists, and keywords based on their aggregated data.Where Genre Data Comes FromAll genre data is sourced from Spotify's...

Listener Estimate shows how many unique listeners a playlist might deliver to an artist in a middle slot over a 30-day period. This metric helps you evaluate playlist reach before pitching, but it's an estimate based on public Spotify signals—not...

To protect playlist data and ensure only legitimate owners can update information or add curator contacts, artist.tools requires proof of ownership for certain actions. This guide explains what proof is acceptable and how to submit it.When You Need...

Spotify Search works in distinct stages: matching your playlist to a query, then deciding where to rank it among the results. The first stage is about eligibility — whether your playlist can appear at all for a given search. The second stage is...

Spotify does not include every playlist in its search index. A playlist must meet certain conditions before it becomes eligible to appear in search results at all — regardless of how well its title and description are optimized. This article...