Propylene is one of the building blocks in modern industry and the feedstock for polypropylene, acrylonitrile, and other important chemicals. Propane dehydrogenation (PDH) is one of the most promising on-purpose technologies to produce propylene, and thus has attracted widespread attention from both the academic and industrial communities. In recent years, zeolite-supported metal catalysts have exhibited excellent activity and superhigh stability in PDH reactions, which even exceed that of industrial catalysts, suggesting their great application prospects. In this review, we present a comprehensive summary of the latest research progress in the synthesis of state-of-the-art zeolite-supported metal catalysts, including monometal catalysts, bimetal catalysts, and single-site catalysts, and their outstanding catalytic activity in PDH reactions. Also, their advanced characterization techniques, catalytic mechanisms, and structure-function relationships are introduced simultaneously. Finally, some current limitations and future perspectives in the field of zeolite-supported metal catalysts for PDH processes are proposed. It is expected that this review will provide references and give insights into the future design of highly efficient zeolite-supported metal catalysts for PDH applications.