Now this is a question that can cause quite a bit of controversy! Traditionally speaking, the sugar cookie has a butter base. Butter adds wonderful flavor for baked goods, especially sugar cookies. But, they aren't the only fat you can use when baking up sugar cookies. You can also use cream cheese and even extra virgin olive oil. All of these options create a fabulous sugar cookie, so all it really depends on are your taste buds.