Preheat your oven to 325°F (165°C). Prepare a bundt or tube pan by greasing it thoroughly and dusting it with flour. Set aside.
In a medium mixing bowl, whisk together the cake flour, baking powder, baking soda, pumpkin pie spice, cinnamon, and salt. Ensure everything is well combined and set the bowl aside.
In a stand mixer fitted with the paddle attachment (or using a handheld mixer), beat the softened butter and sugar together on medium speed for 3-5 minutes until the mixture becomes light and fluffy, indicating that the sugar has been well incorporated into the butter.
Add the eggs one at a time, mixing well after each addition until the yolks are fully blended in, ensuring a smooth batter consistency.
In another medium bowl, combine the pumpkin puree, vegetable oil, milk, and vanilla extract. Stir until smooth and well mixed.
With the mixer on low speed, alternately add the flour mixture and the pumpkin mixture to the butter mixture, beginning and ending with the dry ingredients. This should be done in three additions of flour and two of pumpkin, mixing just until combined after each addition. Avoid overmixing.
Once your batter is ready (about 8 cups of batter), scoop it into the prepared pan, smoothing the top. Bake in the preheated oven for 55-60 minutes, or until a toothpick inserted into the center comes out clean or with just a few crumbs attached. The cake should also spring back when lightly touched. Keep an eye on it as baking times can vary slightly.
Let the cake cool in the pan on a wire rack for about 10 minutes before inverting it onto the rack to cool completely before glazing.