WCS, particularly 1 to 2 hours, was significantly associated with a lower CKD prevalence in the middle-aged and older population, and albuminuria risk among those with restricted weekday sleep. These findings suggest that maintaining adequate sleep duration through WCS is linked to beneficial effects on kidney health. Longitudinal studies are needed to confirm these results.