Preheat the oven to 350 F. In a large bowl, combine cake mix with eggs and vegetable oil until smooth. Fold in the chocolate chips. Place the powdered sugar into a shallow dish.
Use a cookie scoop to form the cookie dough into balls, and roll each one into the powdered sugar. Place the cookies onto a large ungreased baking sheet. Bake for 10-12 minutes.