Pumpkin Latte Without Coffee Recipe. You don't have to miss out on this Fall favorite drink if you don't like coffee, or don't want the caffeine. There's no need to drive to Starbucks and spend your money on expensive beverages when you can make them at home. Indulge in this classic treat today!