Preheat the oven to 350°F. Grease the cake pans with non-stick baking spray.
In a stand mixer, cream the butter and sugar until the mixture is light and fluffy.
Mix together the vanilla and canola oil until well combined.
Add eggs, one at a time, ensuring the sides of the bowl are scraped after each addition.
In a separate bowl, whisk together flour, baking powder, baking soda, salt, cinnamon, nutmeg, and cloves until well combined.
Gradually fold the dry mixture into the wet ingredients until a uniform batter forms.
Divide the batter evenly among the three prepared cake pans.
Bake for approximately 25-30 minutes or until an inserted toothpick emerges clean.
Allow the cake layers to cool completely. Once cooled, use the cake leveler to remove any domes.