In another large bowl, using an electric mixer on medium-high speed, beat granulated sugar, butter, and lemon zest until combined. Add oil and beat until smooth and creamy. Add eggs, one at a time, beating well after each addition, then beat in vanilla. Add dry ingredients and beat on medium-low speed until just a few dry streaks remain. Add milk and beat until incorporated. Divide batter between prepared pans; smooth tops.