The design of selective and stable catalysts is a major challenge in heterogeneous catalysis, also true for propane dehydrogenation (PDH), an on-purpose route to produce propylene. Identifying nonprecious replace Pt used today another formidable task. Herein, we combine kinetic simulations, high-throughput computations, machine-learning concepts, experiments illustrate the key parameters contro...