When the weather cools, people tend to crave pumpkin-spiced lattes. You can also add a boozy kick by sprinkling it with vodka or rum. Kahlua has a full-bodied, rich, sweet flavor with notes of vanilla and caramel on the finish. It pairs well with vodka, which has a clean black peppercorn spice and a faint brown bread flavor.