INS and gestational diabetes: This meta-analysis assesses probiotic and synbiotic effects on glucose metabolism in pregnant women, primarily those with GDM, demonstrating benefits in lowering glucose, insulin, and HOMA-IR levels. Further research with larger cohorts is needed for better estimation.