As the strategic emerging industry in China, the biopharmaceutical industry has an increasingly growing demand for high-level applied talents in pharmacy. Higher education in pharmacy plays an increasingly prominent role in cultivating applied talents that meet the needs of the industry. The graduate education program in pharmacy at Shenyang Pharmaceutical University focuses on industry innovation practice requirements by establishing a model of integration of industry, academia, and research, fostering a dual-mentor training system, creating high-quality teaching resources, and establishing innovative communication platforms. This has led to the cultivation of a large number of high-level applied talents for the transformation and upgrading of the biopharmaceutical industry. In the future, pharmacy education will continue to promote reforms in the education of Master's degrees in pharmacy, actively explore Doctoral degree programs in pharmacy, and establish a comprehensive mechanism for collaborative training involving multiple subjects, thereby contributing to the innovation and development of the biopharmaceutical industry through the cultivation of high-level applied talents.