Background: Diabetic retinopathy (DR) has become a worldwide concern in recent years because of the high prevalence and vision-threat. The limited therapies have been in stark contrast to its high prevalence. On top of that, almost all the treatments, like laser, are applied only at the end stage of this disease. However, with the development of network pharmacology, a traditional Chinese medicine (TCM), Compound Danshen Dripping Pill (CDDP), may bring some new insights into the early intervention of DR. Methods: The active compounds and potential targets of CDDP and DR-related targets were collected from the TCMSP, UniProt, GeneCards and OMIM databases. And protein-protein interactions (PPI) information was achieved from the STRING database. The gene enrichment analysis of GO and KEGG was carried out by “clusterProfiler” in R software. The collected data was then used to form network maps of compound-target and PPI, or visualized by the software of Cytoscape. Results: 54 compounds and 50 targets were identified for CDDP against DR. Among the predicted effective compounds, 29 tanshinones from Radix Salviae (Danshen) were identified. And the core targets might be estrogen receptor (ESR1), androgen receptor (AR), caspase-3 (CASP3), Interleukin-6 (IL6) and vascular endothelial growth factor A (VEGFA) in 50 targets. There were 266 significantly correlated biological processes such as steroid hormone response, oxidative stress and apoptosis enriched out. Besides, The 50 targets significantly participate in 97 pathways and mainly enriched in advanced glycation end products (AGE)-receptor for advanced glycation end products (RAGE), fluid shear stress and atherosclerosis, apoptosis and VEGF signal pathway et al.Conclusions: The mechanisms of CDDP for treating DR may involve multi-compound, multi-target and multi-pathway synergistic effects. It may participate in the regulation of steroid hormone response, oxidative stress, apoptosis and hemodynamics in diabetic retina. Tanshinones and luteolin from Radix Salviae were probably responsible for the effectiveness of CDDP on DR.