Preheat the oven to 325°F. Grease a 9-inch pie dish with cooking spray or butter.
Whisk together the granulated sugar, brown sugar, cornstarch, salt, cinnamon, ginger, cloves, and nutmeg in a mixing bowl.
In another bowl, add the pumpkin purée, eggs, and vanilla extract. Add the spice and sugar mixture. Whisk thoroughly until the mixture is smooth and evenly blended.
Gradually stir in the evaporated milk, mixing until fully incorporated.
Pour the pumpkin mixture into the prepared pie dish.
Bake for 50 to 60 minutes, or until the edges are set and the center is mostly set with a slight jiggle.
Remove from the oven and place on a wire rack to cool.
Once it reaches room temperature, refrigerate the pie for at least 2 hours before serving to allow it to set properly. If preferred, decorate the pie or serve the slices with a dollop of whipped cream.