When it comes to banana splits, you can use any toppings from fresh fruit to marshmallow creme, cookie crumbles, chocolate chips, coconuts, candy bars, or even spices. Nuts are a favorite, as well. A mix of graham crackers, chocolate syrup, and whipped cream is a fan favorite. And, don't forget those cherries on top!