Coat 2 9-inch round cake pans with non-stick spray and line bottom with parchment paper.
In a medium-sized bowl, whisk together flour, baking powder and salt.
In a large bowl, using a stand or hand mixer combine sugar and olive oil until combined and mixture resembles wet sand.
Add vanilla and milk into sugar mixture. Scrape the sides of mixing bowl and mix again.
Mixing on low speed, add eggs one at a time, scraping down sides in between.
In batches, add dry ingredients and mix into wet ingredients until just combined. Again, scrape down sides of the bowl to combine thoroughly. Do not over mix the batter.
Divide batter into prepared cake pans and bake until edges are golden, approximately 20-23 minutes, or until a toothpick inserted into the center of the cake comes out clean.
Place on rack to cool before removing cakes from pans.
Once cooled, frost as desired.
Notes
This recipe yields a 2 layer 9-inch cake with layers approximately 1-½ inches thick. Pictured above is the same recipe baked in 6-inch pans.Choose a late harvest, mild flavored extra virgin olive oil to bake this cake. You can also use a lemon or orange infused olive oil, too.VEGAN OPTION: Swap out the milk in this recipe with almond milk, or any non-dairy milk. Swap the eggs for a flax seed egg: 2 ½ Tablespoons of ground flax seed mixed with ½ cup of water for the 3 eggs in this recipe.TO STORE: If your cake is frosted, I suggest storing any leftovers in an airtight container and refrigerate for up to 5 days. If unfrosted, you can keep it covered on the counter for up to 3 days or refrigerate for longer.TO FREEZE: You can also freeze leftovers. Wrap in foil, parchment paper or plastic wrap and freeze for up to 4 months.