Spotify Kept 50 Million Spam Tracks Out of Recommendations. What It Means for a First Release.

On October 20, 2026, Spotify said it has kept more than 50 million “slop and spam” tracks out of its recommendations so far this year. The number comes from a post on the Spotify Newsroom, “One Year In: Putting Human Artistry First on Spotify.”

Those tracks were not necessarily deleted. They can still be on the service, but Spotify stopped suggesting them to listeners. Separately, the company says more than 75 million spammy tracks have been removed from the platform entirely for serious or repeated violations. Music Business Worldwide notes that the 75 million figure is the one Spotify already gave in September 2025.

What Spotify says it looks for

Spotify says no single signal decides. It combines listener engagement and feedback, upload patterns, metadata and third-party AI detection tools, and it admits that AI detection has limits and will get harder.

The post also names the tactics it is watching:

• mass uploads
• duplicates
• SEO manipulation
• spammy playlist networks
• artificially short tracks

Spotify did not say how many of the 50 million tracks were made with AI and how many were other kinds of spam.

Why this matters for a first release

None of this is aimed at a new artist putting out one honest song. But a filter that works on patterns does not know your intentions, only what your release looks like. And Spotify itself says the detection is imperfect. A first release has every reason to stay far from anything on that list.

A filter that works on patterns does not know your intentions. It only sees what your release looks like.

What you can check before release day

One song, one upload. Don’t send the same track twice under slightly different titles, or as a “sped up” and a “slowed” copy just to fill the profile. If an alternate version has a real reason to exist, release it as what it is, clearly labeled.

Metadata that describes the song. The title is the name of the song. Not a list of search terms, not “lofi beats to study” when that is not the title. Your artist name written the same way everywhere, and the right credits.

The song at its real length. Cutting a song short so it fits more plays into less time is exactly the kind of pattern Spotify mentions.

No playlist that promises streams. Placements sold as guaranteed numbers are where spammy playlist networks live. Getting onto real playlists beyond your followers is a separate job, and if you want to go after it, have a professional who does that every day.

Real listeners first. Engagement is one of the signals. Release to people who will actually press play: the ones who follow you, the ones you told about the song, the ones who came to the show.

Most of these checks are already in the free Release Ready Checklist, which covers distributor, metadata and timing before you announce a date.

The news is about other people’s spam. The lesson for a first release is simple: make it look like what it is, one artist and one song, put out with care.

If you are planning a first release and want help putting the pieces in order around it, that is the kind of project we work on.