Philadelphia Styleno eggs / egglessBirthday cake ice cream. Cake batter ice cream. People differ on what they call it – but they all agree…it sure tastes good! It's hard to find, so here's a delicious homemade version.Makes 1 1/2 quarts of ice cream.