Beat the sugar and eggs together with a mixer on medium speed for 3-4 min. Gradually mix in the olive oil, milk, lemon zest, and lemon juice in the large bowl until well combined.
Pour the batter into a prepared springform pan and bake at 350° for 45-50 minutes or until a toothpick inserted in the center of the cake comes out clean.