Southern tea cakes are soft, buttery cookies with a simple, slightly sweet flavor, often flavored with vanilla and nutmeg. With a texture somewhere between a sugar cookie and a cake, these old-fashioned treats are traditionally served with tea or coffee and evoke a sense of nostalgia and comfort.