In terms of ingredients, cake batters and cupcake batters are very similar. Flour, eggs, sugar, and butter are common ingredients in both batters. Cake batters and cupcake batters use different proportions of these ingredients. Compared to cupcake batters, cake batters often contain more flour and sugar.