Preheat oven to 400°
Mix cheese and flour in a large bowl.
Stir in butter until the dough forms a ball. If it's too dry, wet hands and mix dough by hand (you can repeat this until a ball is formed).
With your hands, mold a small amount of the dough around each olive.
Place the cheese dough covered olives onto a parchment paper covered sheet ban and bake for 15-20 minutes.