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Aiming at the problems of decentralized calibration service resources, opaque service information and low intelligence level in the emerging industries, a metrology and calibration service platform based on big data is proposed. Based on the sharing and access mechanism of calibration resources, the national metrology and calibration service resource pool is established by integrating the calibration resources such as service subjects, service objects and service support. Based on the platform system architecture, a metrology and calibration service platform for the development of emerging industries is constructed, which utilizes intelligent assessment and fault prediction technology, and big data mining visualization technology, etc. The metrology and calibration service platform provides one-stop, standardized, reliable and timely calibration services for the industry, and improves the level of industrial service intelligence. Establish a technical support system integrating “service platform, standard system, technical measures, innovation center” to improve the efficiency and competitiveness of calibration services, and promote the whole process of industrial calibration covering development, production, testing and use. The technical support system can achieve product quality improvement and whole process safety control.