Heat the oven. Set to 350°F (175°C). Place a rack in the lower-middle position.
Prepare the pan. Lightly grease a 9-inch pie dish.
For easier slicing, you can line the bottom with a round of parchment.
Make the oat crust. In a food processor, pulse the oats until they’re a coarse meal with some texture left. Add almond flour, brown sugar, and salt. Pulse to combine.
Drizzle in melted butter and maple syrup; pulse until the mixture holds together when pressed. If dry, add cold water 1 teaspoon at a time.
Press and pre-bake. Press the mixture evenly into the bottom and up the sides of the pie dish. Use the bottom of a measuring cup to compact it firmly.
Bake for 10–12 minutes until set and lightly golden. Let it cool while you mix the filling.
Mix the filling. In a large bowl, whisk pumpkin, eggs, brown sugar, maple syrup, evaporated milk, vanilla, spices, and salt until smooth. Avoid whipping too much air into it.
Fill and bake. Pour the filling into the warm crust.
Bake 40–50 minutes, until the edges are set and the center has a gentle wobble. If the crust browns too quickly, tent the edges with foil.
Cool properly. Set the pie on a rack. Cool to room temperature, about 2–3 hours.
This helps the custard finish setting and makes cleaner slices.
Serve. Slice with a sharp knife. Serve plain or with a dollop of whipped cream. For the neatest slices, chill 2 hours before cutting.