Cu+Fe2+@CNs nanosheets were filled into Pebax matrix to fabricate hybrid membranes. Cu+ displays distinct facilitated transport function in pervaporation separation. Fe2+ protects Cu+ from being oxidized and renders Cu+ high stability. Hybrid membranes showed both high separation performance and stability.