The economic consequences of frequent weather events at the firm level have received considerable attention in recent years. This study empirically investigates the impact of climate change risk on firms’ trade credit, using Chinese-listed firms as research subjects. The results suggested that climate change risk has a negative impact on corporate trade credit by deepening firms’ financial distress and lowering the level of industry competitiveness. Both digital transformation and government transparency were found to have a significant negative moderating effect. Heterogeneity analyses showed that firms without environmental background executives, nonstate-owned firms, and nongreen firms were more significantly affected. Finally, we found that the green, low-carbon city pilot policy had a benign effect on corporate trade credit.