You absolutely could use it on caramel cake, but the traditional frosting for caramel cake is basically slow-cooked caramel candy that you pour over the cake. This caramel frosting is much lighter in texture, which is why I call it "fluffy" to distinguish it from old-school, Southern caramel frosting.