Preheat your oven to 350°F (175°C). Grease a bundt pan.
In a large bowl, mix the flour, baking powder, baking soda, salt, cinnamon, nutmeg, cloves, and ginger.
In another bowl, beat together the pumpkin puree, sugar, vegetable oil, almond milk, and eggs.
Gradually add the dry ingredients to the wet ingredients, mixing until just combined.
Pour the batter into the prepared bundt pan.
Bake for 50 minutes, or until a toothpick inserted into the center comes out clean.
Let the cake cool in the pan for 10 minutes, then turn it out onto a wire rack to cool completely.