One of the most challenging aspects of understanding real catalysts is the dynamic nature of their active sites. Active sites can undergo changes during the reaction due to factors such as restructuring, poisoning, or encapsulation. These changes can alter the catalyst’s performance over time, leading to phenomena such as deactivation or activation. Advanced techniques such as in situ spectroscopy and microscopy are crucial for studying these dynamic processes and gaining insights into the true nature of active sites.