Southern tea cakes look like a cookie, and taste a bit like a cross between shortbread and a sugar cookie. However, they’re a little more cake-like in consistency than a traditional cookie. They are slightly less sweet than a traditional dessert cookie as well, though you can add extra sugar or a frosting to offset this if desired.