In GDM dams, the intervention selectively enriches short‐chain fatty acid‐producing taxa and increases β‐diversity, aligning with improved glucose tolerance and a marked reduction in circulating TNF‐α and IL‐6. Here, TNF is linked to gestational diabetes.