Stir in olive oil, milk, and lemon juice and zest. Coat the bottom of a 9-to-10-inch round cake pan with olive oil and a light dusting of flour. Pour batter in slowly and let settle 2 minutes.
It does not need to be refrigerated and is actually better the day after it's baked—so it’s a perfect cake to prepare ahead for a party or potluck. Can you make a glaze for lemon olive oil cake? This ...