Is Spotify playlist shuffle random?

Have you ever notice that Spotifys shuffle mode is not that random?

Yeah, me too.

Ive been using the app since 2016, and after your years of daily use, I and most Spotify users have noticed that some songs tend to appear more than others, and in certain occasions, the same artist