Pumpkin Spice latte is a popular Starbucks drink made with milk, coffee, pumpkin puree, fall spices, and sweetener. It is a thick, frothy drink and mildly spiced drink popular during the fall (harvest) Thanksgiving season. And it is usually topped with frothy milk or heavy whipping cream and Pumpkin Pie spice powder.