Preheat the oven to 350F/177C convection (325F/163C conventional) and grease and line two 8 inch cake pans.
In a medium bowl, whisk together the flour, baking powder and salt until they're evenly distributed.
2 1/4 cup (270g) all-purpose flour, 1 Tbsp baking powder, 1/2 tsp salt
Place the room temperature butter, the oil and the dark brown sugar in a large bowl and use an electric mixer with the whisk attachment to beat them for 2 minutes. Add the eggs, one at a time, beating on medium speed until each egg is fully incorporated. Add the sour cream and vanilla extract and beat just until combined.
1/4 cup (56g) unsalted butter, 1/2 cup (118mL) canola oil, 1 1/2 cups (300g) dark brown sugar, 3 large eggs, 3/4 cup (170g) sour cream, 1 tsp vanilla extract
Add half of the dry ingredients to the batter, turn the mixer on low speed and then pour in the milk, followed by the rest of the dry ingredients.
3/4 cup (177mL) oat milk
Distribute the batter evenly among the two cake pans, and bake for 30-35 minutes. When the cake is fully baked it will release itself from the edge of the pan and it will spring back if you press on the center of it.
Allow the cake to cool completely before frosting.