Preheat the oven to 350 F. In a large bowl, mix together cake mix, peanut butter, eggs and vegetable oil until smooth. Place each sanding sugar into a shallow dish.
Roll the cookie dough into balls and roll each one in one of the sugars. Place onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.