Eggnog cake, a delicious spongy cake with eggnog flavoring is a delectable dessert item. Made from eggnog, flour, butter, sugar, rum and vanilla extracts, salt, baking powder, and water, the eggnog cake base is glazed with a mixture of eggnog in light corn syrup and rum extract. The eggnog cake tastes good when served with sweet sauces.