Charms are gameplay enhancers that get unlocked as you progress through the game.

You can see and upgrade all the Charms you've unlocked so far in the Charms Menu:

Charms have their own "XP" bar, which advances the more you use them during gameplay.

Charms can be found and activated during Gameplay by tapping on them.