Common catalysts used in the hydrogenation of fats include nickel, platinum, and palladium. Nickel is the most widely used due to its cost-effectiveness and efficiency. These catalysts facilitate the addition of hydrogen atoms to the double bonds of unsaturated fats, resulting in the formation of saturated fats.