A thick, substantial streusel topping is what differentiates a crumb cake from a coffee cake. Depending on the size of the pan used, the height of the crumb topping can be almost equal to the cake itself in some recipes. The size of the crumb itself is also larger than the lighter, smaller crumb on a coffee cake.