I'd be happy with just a simple Incognito mode. Not so much that I'm embarrassed about listening to some things, as I am "I wonder what that sounds like" but don't want my recommendations poisoned.
https://support.spotify.com/us/using_spotify/features/how-to...
Just seemed like they were describing their analytics/logging/recommendation systems as "not private".