If it was me I would use a white cake...when I add flavors I add them in place of the water in the recipe.
I still add the oil but replace the water with my new liquid of choice

It may be fine with a yellow cake as well but I like that you can really see the coloring when you add it to a white mix!
Not only tasty but pretty as well.