Looking for cocktail recipes with vanilla ice cream? Vanilla ice cream is ice cream based on vanille which gives it the specific vanilla taste. Using vanilla ice cream in a cocktail recipe gives a cocktail that vanilla taste. It also makes the cocktail quite creamy.