Our data showed that a higher stage of CKM syndrome was associated with a higher risk of all-cause mortality, with a particularly pronounced association observed in younger adults. The study emphasized the need for targeted public health strategies and clinical management tailored to the stages of CKM syndrome, aiming to alleviate its burden on individuals and healthcare systems.