Preheat oven to 350 degrees. Line two baking sheets with parchment paper and set aside.
In a large bowl, stir cake mix together with oil, vanilla and eggs.
Scoop dough into 24 even balls and place onto prepared baking sheets. Bake 8-10 minutes. Remove from oven and cool 4 minutes before removing to a cooling rack. Enjoy warm or at room temperature.