Maternal exposure to sulfur dioxide during the first trimester was associated with higher odds of congenital limb defects in offspring in a large population-based cohort from Wuhan. Associations were strongest for polydactyly and limb shortening, while other major air pollutants showed no consistent links with overall risk.