Cowboy candy is a popular homemade sweet and spicy treat It's basically candied jalapeño peppers that have been sliced and simmered in a mixture of sugar, vinegar, and spices until they become tender and infused with flavor. The spicy sweetness makes it a versatile condiment to be used on nachos, chili dogs, or with cheese and crackers.