Preheat your oven to 350°F and prepare two 9-inch round cake pans with parchment rounds and greased sides. This ensures even baking and prevents sticking that compromises your beautiful layers.
Whisk together flour, baking powder, baking soda, cinnamon, ginger, cloves, nutmeg, and salt in a large bowl. Combine dry ingredients thoroughly so leavening agents distribute evenly throughout the batter for consistent rise.
In a separate bowl, whisk pumpkin puree, vegetable oil, eggs, sugar, sour cream, and vanilla extract until completely smooth. Beat for exactly 2 minutes to fully emulsify the oil and pumpkin, which creates that signature moist crumb.
Gently fold the wet mixture into dry ingredients using a rubber spatula with 12-15 strokes until just combined—do not overmix. Lumps disappear during baking; overmixing develops gluten that toughens the finished moist pumpkin spice cake recipe.
Divide batter evenly between prepared pans and smooth the tops with an offset spatula. Bake at 350°F for 40-45 minutes until a toothpick inserted in the center emerges with just a few moist crumbs.
Cool cakes in pans for 15 minutes, then invert onto wire racks to cool completely for at least 2 hours. Room-temperature cakes frost more smoothly and resist cracking or shifting.