The cool thing that's gone now was the "Audio Features" endpoint ( https://developer.spotify.com/documentation/web-api/referenc... ). You could easily get some important values about every song, now you would probably have to run your own analysis for every song you're interested in. That's a lot harder and slower if you don't want to preprocess every single song available.