This classic caramel cake recipe is a Southern favorite. The cake layers are made with brown sugar and buttermilk, giving them a rich, caramel flavor. The frosting is a cooked caramel icing that is creamy and sweet. This cake is perfect for any occasion, from birthdays to holidays.