Whisk together pumpkin puree, maple syrup, pumpkin pie spice, and almond milk in a resealable container. Stir in oats, seal, and refrigerate overnight.
In the morning, combine frozen banana and pumpkin mixture in blender or food processor. Process until smooth; add more milk for a thinner consistency if desired.
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