The easiest answer would be that king cake is cinnamon-flavored. The flavor of the cake itself is similar to pound cake, with cinnamon sugar swirled throughout and a creamy sugar icing on top. However, some people add their own twists to traditional king cake with chocolate, cherry filling or cream cheese.