The point of these apps is to leech as much money as possible.
An opposing goal would be to make the app better for users.
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This is the difference between randomly choosing songs and randomly choosing songs without repetition.
Both are random but the later is much better for humans.
https://www.statisticshowto.com/sampling-with-replacement-without/
Of course there are other possible methods of choosing. It seems like Spotify is doing some kind of weighting from another comment posted here.