Highly selective acetylene semi-hydrogenation is realized using polyoxometalate-based metal-organic framework supported single Pd atom catalyst by creating dynamic confinement regions which preferentially adsorb acetylene from acetylene/ethylene gas mixtures and release the produced ethylene. This catalyst combines the advantages of metal-organic framework for gas separation and single atomic sites for catalysis.