Because there is more fat in whole milk and buttermilk than there is in low-fat milk, they will both contribute significantly more moisture than low-fat milk, making them the best choice for this recipe. Since fat contributes to the moistness of a cake, using whole milk is the best option whenever you want your cake to be dense rather than too light and airy.