Tweet What is Mochi Ice Cream? Bubbies will tell you! If not them, perhaps Oprah will as it was one of her favorite things! And if not her, then all of Hawaii will because mochi ice cream is a big thing there! A heavenly bite of pure happiness and a delicious pleasure for all occasions.