Preheat Oven: Set the oven to 350°F. Line and grease an 8” or 9” springform pan.
Mix Dry Ingredients: Whisk together flour, baking powder, baking soda, and salt.
Cream Butter and Sugar: Beat butter for 30 seconds, then add sugar and vanilla seeds. Beat until light and fluffy. Scrape the bowl as needed.
Add Wet Ingredients: Mix in eggs one at a time, then add vanilla extract and sour cream.
Combine Ingredients: Add half the dry ingredients, mix on low. Add buttermilk, then the rest of the dry ingredients. Mix until just combined to avoid a dry cake.
Bake: Spread batter in the pan. Bake for 4045 minutes, covering with foil if it browns too quickly. It’s done when a toothpick comes out clean. Cool completely.