01 - Preheat oven to 350°F. Grease a 9×13-inch baking dish or a 9-inch round springform pan and set aside.
02 - In a medium bowl, combine the chopped pecans, packed light brown sugar, ground cinnamon, flour, and melted butter. Stir until the mixture resembles coarse crumbs and set aside.
03 - In a separate bowl, whisk together the flour, baking powder, baking soda, and salt until evenly distributed.
04 - In a large mixing bowl, beat the softened butter and granulated sugar using an electric mixer until pale, light, and fluffy.
05 - Add the eggs one at a time, beating well after each addition. Stir in the vanilla extract until fully blended.
06 - Alternately add the dry ingredient mixture and the sour cream to the butter mixture, beginning and ending with the flour. Fold gently until just combined, being careful not to overmix.
07 - Spread half of the cake batter evenly into the prepared pan. Sprinkle half of the cinnamon pecan crunch mixture uniformly over the surface.
08 - Carefully spread the remaining batter over the pecan layer, then top with the rest of the crunch mixture, pressing gently to adhere.
09 - Bake for 40–45 minutes, or until a toothpick inserted into the center comes out clean and the top is golden brown.
10 - Allow the cake to cool in the pan for 20 minutes before slicing into portions and serving.