Eggless sponge cake is for those who want to enjoy cakes without eggs. An eggless sponge cake is made with egg substitutes like baking powder, baking soda, etc. The recipe, however, remains the same. So do the basic ingredients, like condensed milk, all-purpose flour, sugar, butter and vanilla extract.