Heterogeneous catalysts are commonly employed in large-scale production due to their robustness and ease of separation from the reaction mixture. They are used in processes such as hydrogenation, oxidation, and carbon-carbon coupling reactions, which are essential for synthesizing key intermediates in drug development.