Homemade Pumpkin Spice Latte Pumpkin spice latte season already? But I must admit I make these all year. Don't judge me, it's one of my many flaws. If you haven't already learned to make these at home you should give this a try. This recipe is the closest I've come to tasting like Starbuck's.