the key difference between cake and muffin batter is that a cake batter contains more fat and sugar than a muffin batter. the word 'batter' was derived from the french word 'battre' meaning, to beat. it is a semi-liquid mixture with a combination of ingredients like flour, sugar, eggs, and milk.