spectroscopic techniques that have deepened the understanding of active phases and dynamic surface reconstruction during catalysis. Finally, we discuss the existing obstacles and future possibilities for the rational design of next-generation LDH catalysts with improved stability, activity, and scalability for sustainable hydrogen production.