The difference between tea cake and coffee cake lies in their intended pairing. Tea cakes are usually lighter, more delicate treats meant to accompany a cup of tea. Whereas coffee cakes are heartier and designed to go with coffee. As for crumb cake vs. coffee cake, crumb cake is a type of coffee cake that's characterized by its generous crumbly topping. Adding an extra layer of texture and flavor to the classic coffee cake base.