Blockchain is one of the important digital technologies supporting the development of agricultural modernization, creating new opportunities for the transformation and upgrading of the agricultural industry chain. Combining the functions and characteristics of blockchain, the internal mechanism, development advantages and constraints of the integration of blockchain and modern agricultural industry chain were deeply analyzed. The modern agricultural industry chain was in line with the characteristics of blockchain application scenarios, and the development needs of the modern agricultural industry chain and the functions of the blockchain were naturally coupled, and the application of blockchain technology could effectively avoid information risks in many key areas of the modern agricultural industry chain brought about by information asymmetry, such as agricultural product quality and safety, intelligent production, supply chain finance and industrial chain governance. However, due to the complexity and uncertainty of the modern agricultural industry chain itself, the integration of blockchain technology and the modern agricultural industry chain were also facing challenges brought by technology research and development, application promotion and integration mode. In the future, it was necessary to focus on the research and development of blockchain underlying technology, the development of blockchain and modern agricultural industry chain integration support system and theoretical innovation, and effectively improved the integration efficiency of blockchain and modern agricultural industry chain.