Hot milk cake is an old-fashioned American dessert consisting of beaten eggs, sugar, flour, baking powder, vanilla flavoring, milk, butter, and a bit of salt. It is not recommended to frost this cake as it is considered to be plain food that is easy and simple to prepare.