Microspheres decorated by Pd nanoparticles were immobilized in membrane pores.
A cross-flow model of membrane was applied in catalysis for the first time.
Rapid catalytic reaction was obtained under cross-flow operation.
Reaction and separation were simultaneously realized by one-step operation.
Catalysis operation is convenient, economical and environmentally-friendly.