This Homemade Pumpkin Spice Latte is naturally gluten-free, provided that the pumpkin purée and pumpkin spice mix used contain no added gluten-containing stabilizers or fillers. For extra assurance, use certified gluten-free spices and check coffee and milk brands for cross-contamination warnings.