Grease and flour three 8x2 inch round cake pans. Preheat your oven to 350°F (175°C).
In a medium-sized bowl, whisk together the cake flour, baking powder, baking soda, and salt. Set aside.
In a separate bowl, combine the buttermilk, vegetable oil, and vanilla extract. Set this mixture aside.
In your mixer’s bowl, beat the softened butter until smooth. Gradually add in the sugar, mixing on medium speed for 3-5 minutes until the mixture becomes fluffy and light in color. If using a hand mixer, you may need to mix slightly longer.
Add the eggs one at a time, ensuring each yolk is fully incorporated before adding the next.
With the mixer on low speed, alternate between adding the dry flour mixture and the buttermilk mixture, beginning and ending with the dry ingredients (3 dry additions, 2 wet additions). Mix just until everything is combined—avoid overmixing.
Fold in the chopped buttered pecans carefully to ensure even distribution throughout the batter.
Divide the batter evenly among the prepared cake pans and bake for 22-25 minutes, or until a toothpick inserted into the center comes out clean or with a few moist crumbs. Allow the cakes to cool in their pans for 5-10 minutes before turning them out onto a wire rack to cool completely.