1 A simple cake is a baked food made from a sweet batter or dough. It is typically made with flour, sugar, eggs, butter, and milk, and can be flavored with vanilla extract, baking powder, and baking soda. Simple cakes are often baked in a single layer, but they can also be baked in multiple layers and frosted with buttercream, whipped cream, or other toppings.