In a medium bowl, whisk the pumpkin puree, extra virgin olive oil, brown sugar, granulated sugar, eggs and vanilla extract until smooth and well combined.
Pour the pumpkin cake batter into a parchment lined 8×8 inch pan. Bake then let cool completely before decorating with brown butter cream cheese frosting.