Nature Communications, Published online: 24 June 2026; doi:10.1038/s41467-026-74495-x The authors present an inorganic rhodium catalyst obtained by confining subnanometer rhodium clusters within a self-pillared zeolite structure. This catalyst design not only stabilizes the subnanometer active sites but also facilitates efficient mass transport properties during solvent-free olefin hydroformylation reaction.