Cool Whip was a non-dairy alternative to whipped cream when it hit the market in 1966. But in the years since, milk ingredients have been added to its recipe. The blue tub currently contains sodium caseinate, a milk protein derivative, as well as skim milk and light cream elements. The byproduct is used as a thickening agent that is added to foods to help emulsify textures.