Catalytic reactions often involve complex, multi-step processes with short-lived intermediates. Traditional static analysis techniques may miss these transient species, leading to incomplete understanding of the catalytic mechanisms. TR-XAS provides real-time insights into these dynamic processes, enabling the identification of active species, reaction intermediates, and the elucidation of reaction pathways. This information is crucial for designing more efficient and selective catalysts.