Banana split cake is a simple layered dessert. It uses yellow cake mix, banana pudding, crushed pineapple, and strawberry jam. You also need whipped topping, chocolate syrup, and maraschino cherries. This cake is so moist the crumbs cling to your fork. The taste is heavenly.