Both cocktails are made with vodka; however, the difference between the two cocktail recipes is the juices that are mixed with the alcohol. A Sea Breeze combines vodka with cranberry juice and grapefruit juice, whereas a Bay Breeze Cocktail is made with cranberry juice and pineapple juice.