Background Arsenic exposure is a common and important environmental and occupational hazardous factor in China, and arsenic-induced insulin resistance (IR) has attracted widespread attention as a negative health outcome to the population. Objective To explore part of the mechanism of hepatic IR induced by arsenic exposure based on the peroxisome proliferators-activated receptors γ (PPARγ)/ glucose transporter 4 (GLUT4) pathway, and to investigate potential effects of Ginkgo biloba extract (GBE) on hepatic IR induced by arsenic exposure and associated mechanism of action. Methods The target of drug action was predicted by network pharmacology and verified by in vivo and in vitro experiments. In vivo experiments: 48 SPF C57BL/6J male mice were divided into 4 groups, including control group, 50 mg·L⁻¹ NaAsO₂ model group (NaAsO₂), 50 mg·L⁻¹ NaAsO₂+10 mg·kg⁻¹ GBE intervene group (NaAsO₂+GBE), and 10 mg·kg⁻¹ GBE group (GBE), 12 mice in each group. The animals were given free access to purified water containing 50 mg·L⁻¹ NaAsO₂, or given intraperitoneal injection of normal saline containing 10 mg·kg⁻¹ GBE once per week. After 6 months of exposure, blood glucose detection, intraperitoneal glucose tolerance test (IPGTT), and insulin tolerance test (ITT) were performed. Serum and liver tissues were collected after the mice were neutralized, liver histopathological sections were obtained, serum insulin levels, liver tissue glycogen content, glucose content were detected by enzyme linked immunosorbent assay (ELISA), and the expression of PPARγ and GLUT4 proteins was detected by Western blot (WB). In vitro experiments: HepG2 cells were divided into 4 groups, including control group, 8 μmol·L⁻¹ NaAsO₂ group (NaAsO₂), 8 μmol·L⁻¹ NaAsO₂ + 200 mg·L⁻¹ GBE intervene group (NaAsO₂+GBE), and 200 mg·L⁻¹ GBE group (GBE). The levels of glycogen and glucose were detected by ELISA, and the expression of PPARγ and GLUT4 proteins was detected by WB. Results A strong binding effect between GBE and PPARγ was revealed by network pharmacology. In in vivo experiments, the NaAsO₂ group exhibited an elevated blood glucose compared to the control group, and the NaAsO₂+GBE group showed a decreased blood glucose compared to the NaAsO₂ group (P<0.01). The histopathological sections indicated severe liver structural damage in the arsenic exposure groups (NaAsO₂ group and NaAsO₂+GBE group), with varying staining intensity, partial liver cell necrosis, and diffuse red blood cell appearance. Both results of in vitro and in vivo experiments showed a decrease in glycogen synthesis and glucose uptake in the NaAsO₂ groups compared to the control groups, which was alleviated in the NaAsO₂+GBE group (P<0.01). The results of WB revealed inhibited PPARγ expression and reduced GLUT4 levels on the cell membrane, and all these changes were alleviated in the NaAsO₂+GBE group (P<0.01). Conclusion This study findings suggest that GBE antagonizes arsenic exposure-induced hepatic IR by regulating the PPARγ/GLUT4 pathway, indicating that GBE has a protective effect on arsenic exposure-induced hepatic IR, and PPARγ may be a potential therapeutic target for arsenic exposure-induced hepatic IR.