This a fabulous question because it is the same as determining the difference between muffins and cupcakes. A coffee cake is categorized as a coffee cake mainly based on the time of day you eat it, in the morning with your coffee at breakfast. They come in all different flavors like lemon, banana, sour cream, almond poppyseed so it doesn't necessarily have to be a classic cinnamon flavor to be considered a coffee cake.