Preheat the oven to 350 F. In a large bowl, whisk together cake mix, eggs, and vegetable oil until smooth.
Place powdered sugar into a shallow dish. Use a cookie scoop to form the cookies into balls, and roll each ball into the powdered sugar. Place the cookies onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.