Cream butter and sugars in a large bowl for 3-4 minutes until light and fluffy. Add eggs one at a time, mixing well after each. Mix in vanilla extract, almond extract, and lemon zest.
Roll dough on a floured surface to desired thickness and cut into shapes. Place cookies on a lined or greased baking sheet. Bake at 350°F for 7-8 minutes.