Evidence on the association between dynamic changes of obesity throughout the life course and chronic kidney disease (CKD) remains lacking. This study aimed to investigate the relationship between body shape trajectories from early to middle age and CKD, supplemented by Mendelian randomization to explore potential causal relationships.