This study aimed to investigate the effects of hemoglobin A1c (HbA1c), fasting blood glucose (FBG), 2-hours postprandial blood glucose (2hPBG), and fasting insulin (FINS) levels on pregnancy outcomes and their predictive value in patients with gestational diabetes mellitus (GDM). A total of 109 pregnant women with GDM (GDM group) were included and assayed for serum FBG, 2hPBG, HbA1c, and FINS levels. The incidence of adverse pregnancy outcomes was recorded. GDM patients were divided into the poor pregnancy outcome group and the favorable pregnancy outcome group and analyzed for HbA1c, FBG, 2hPBG, and FINS. The predictive value of serum index combined detection on GDM pregnancy outcome was assessed, and the effect of serum indices on pregnancy outcome was evaluated in GDM patients with logistic regression. In the GDM group, there were 8 cases of premature membranes breaking (7.34%), 6 cases of premature delivery (5.50%), 3 cases of hyperamniotic fluid (2.75%), 2 cases of neonatal asphyxia (1.83%), 5 cases of fetal growth restriction (4.59%), and 3 cases of low-birth-weight infants (2.75%). The total incidence of adverse preg-nancy outcomes was 24.77% (27/109). HbA1c, FBG, 2hPBG, and FINS in the poor pregnancy outcome group were higher than those in the favorable pregnancy outcome group. The AUC value of blood biochemical indicators combined detection in predicting pregnancy outcome in GDM patients was higher than of HbA1c, FBG, 2hPBG, and FINS alone detection. HbA1c ≥ 6.94%, FBG ≥ 7.18 mmol/L, 2hPBG ≥ 9.36 mmol/L, and FINS ≥ 13.07 U/L were the risk factors affecting pregnancy outcomes in GDM patients. The changes of HbA1c, FBG, 2hPBG, and FINS levels in GDM patients are associated with adverse pregnancy outcomes, and the combined detection of serum indicators has predictive value for pregnancy outcomes in GDM patients.