With the acceleration of globalization, supply chain has gradually extended from the coordination between internal and external enterprises at the micro level to the promotion of industrial chain and value chain at the macro level, and even the improvement of the performance of the whole national economy. Chemical industry is one of the five pillar industries in Jilin Province, but its industrial advantage has been weakening in recent years. From the perspective of modern supply chain, the paper found the problems in the development of chemical industry supply chain in Jilin Province, and tried to put forward the integration path and innovative development suggestions for the chemical industry supply chain in Jilin Province, so as to provide strategic reference for the realization of value chain climbing in the new development pattern of chemical industry in Jilin Province.