Olefin production is a critical industrial process primarily involving the steam cracking of hydrocarbons to produce ethylene and propylene, which are essential building blocks for various chemical products. The efficiency and environmental impact of olefin production are significant concerns, driving advancements in catalyst development and process optimization.