How to prevent specific apps from using mobile data?

So there are some mobile apps that love to use lots of mobile data, and sometimes use it when the wifi signal isn't good (e.g. Spotify). Which then leads to a nasty surprising spike in data usage during those times.

My phone is rooted, btw.