Two years since the new version of google icons and the struggle is still real
@marick @queenofnewyork @Miriamm @MonaApp
Android has a number of launchers (like Nova) which allow you to customize the icons of every app on your phone.
You can also download icon packs (from the app store) which give you visually consistent icon sets to use (neon, paper, old-school, etc).