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You can start a private session next time you have a birthday party, to prevent even more birthday songs being recommended.

https://community.spotify.com/t5/FAQs/What-is-Private-Sessio...

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It sounds like a nightmare. Much like my YouTube suggestions, which now are mostly my kids' planet videos, and my wife's workout ones.

I set up the browser session we use as a TV with profiles entirely to prevent any more of my spouse's yoga videos from leaking into my carefully curated feed of machine shop footage and construction videos.

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