Vegetable Oil - A neutral oil like vegetable oil will give you the best texture and moisture in this easy cake. It will have plenty of flavor from the vanilla extract. You can also use another neutral oil like grapeseed or avocado oil. Olive oil will work too, but will give the cake a subtle flavor.