For one, génoise cake is much more complicated and difficult to make. While it's a light, delicate cake on its own, it's generally turned into a layer cake that has buttercream and other fillings. Sponge cake has a subtle flavor and light texture, and has a reputation as a popular tea or coffee time snack.