“Reporting on the latest advancements in healthcare informatization, this study delves into China's healthcare dataset standards from 2011-2025. It reveals significant growth in quantity, optimized typology, and expansion into innovative applications like health decision support. However, it also identifies critical challenges such as imbalanced development and insufficient quality control. To address these, the study proposes a multi-faceted strategy to optimize the standard system's architecture, enhance quality and implementation, and advance data governance and intelligent service provision. These strategies aim to promote the application of dataset standards, fostering and securing the development of new productive forces in healthcare.”