Honey bun cake is a popular sweet dessert cake which feels like a bun to taste. The cake batter made of yellow cake mix, honey, sour cream, baking powder, egg, and flour, is mixed in a blender and then baked. Honey bun cakes are best served with a dollop of vanilla ice-cream topping.