In a large mixing bowl or the bowl of a stand mixer, combine the granulated sugar and lemon zest. Beat for one minute to release the lemon’s natural oils.
Add butter, vanilla extract, lemon extract, almond extract, salt, baking powder, and baking soda. Start on a low speed to moisten, then increase speed to medium until dough is well combined, about 5 minutes.
Scoop golf-ball sized portions of your cookie dough onto ungreased aluminum baking sheets, with about 2 inches between each of them. Bake for 17-19 minutes.
Transfer lemon blueberry cookies to cooling racks after they’ve sat on the baking sheets 5 or so minutes outside of the oven and are firm enough to handle.