A distributed grid data management system has been established at the Institute of High Energy Physics (IHEP) since 2014, leveraging the DIRAC data management system. This system has been effectively utilized by the BESIII, JUNO, and CEPC experiments. To address the diverse data scales and intricate data management requirements associated with data production, IHEP developers have embarked on endeavors to create a more adaptable and experiment-oriented grid data management system based on Rucio, owing to its proven reliability, scalability, and automation capabilities. As a result, a production system for Monte Carlo (MC) data production has been implemented, relying on the DIRAC Data Management System (DMS) solution. Furthermore, work is underway to develop Rucio data transfer daemon plugins to facilitate non-grid data transfer for upcoming experiments at IHEP. Supporting infrastructure for distributed data management has also been established, encompassing StoRM and EOS storage elements, an IAM authentication service, as well as a third-party-copy active probing system.