Strawberry cake is made with a sponge or regular cake layers sandwiched with either buttercream or cream cheese frosting and cooked strawberry filling. On the other hand, Japanese strawberry shortcake is made with fluffy sponge cake layers, fresh whipped cream, and fresh strawberries. The key difference lies in the type of cake layers used and the cream and fruit components that accompany them.