What is a jolly rancher? It's a delicious tasting sweet candy that has been around since the 1920s. The Jolly Rancher cocktail takes jolly ranchers and turns them into an alcoholic drink! The Jolly Rancher cocktail is made with vodka, cranberry juice, and peach schnapps lime juice.