Polymeric composite membranes are essential in modern separation technologies but pose critical challenges for sustainable end-of-life (EOL) management due to their chemically heterogeneous, multilayer structures. Existing approaches, such as mechanical processing or catalytic depolymerization, exhibit limited efficiency in separating and recovering multiple components. Here, we present a stage-based physical-chemical recycling strategy enabling multicomponent recovery and closed-loop regenerati