Chilling Banana Split Poke Cake overnight is a great option, but not strictly necessary. Usually the cake requires a minimum of 3 hours to set-up in the fridge. We don't recommend chilling it for less than 3 hours, as the cake may not be cold enough to hold up to the toppings before then and it gives the pudding time to firm up.