Currently, chemical production companies are facing problems of mass data and high cost in the process of informatization for Chemical Production and Management (CPM). In this study, we introduce cloud computing technology to investigate the construction of cloud service platform for CPM and build a architecture model for the platform, which includes physical resource layer, service construct layer, service provider layer and user layer. We describe the key techniques for the development of the platform and explain the operational process through an application instance.