What does pumpkin taste like? The flavor commonly associated with the flesh of autumn’s orange globe is actually that of the spices traditionally used with it. Ginger is the most noticeable, with heavy helpings of cinnamon, nutmeg, cloves, and allspice. Pumpkin alone is quite bland. Moreover, it can be cast in various other directions.