Use plain pumpkin purée rather than sweetened pumpkin pie filling.
Slice the bananas before freezing to make blending easier.
Refrigerating the coconut milk is essential for achieving the intended thick texture.
Maple syrup contributes both sweetness and flavor depth, even when an additional sugar-free sweetener is used.