Robust support materials are critical because they enhance the durability and efficiency of catalysts. They provide thermal stability, mechanical strength, and resistance to deactivation, which are essential for industrial applications involving high temperatures and harsh chemical environments. A robust support material can significantly prolong the lifespan of a catalyst and ensure consistent performance.