 Typically, the cakes used in coconut cake are either white or yellow cakes.While some recipes do not call for coconut flavor in the cake itself, there are others that replace the milk with coconut milk and/or use coconut extract.It is also common to brush the cakes with a simple syrup to make it more moist.