The supply chain faces many challenges in the development process, including how to ensure the authenticity and reliability of information as well as the security of the traceability system in the process of product traceability, the security of products in the process of logistics, and the trust management in the financing process of small and medium enterprises. With characteristics of decentralization, immutability and traceability, blockchain provides efficient solutions to supply chain management, but there are some technical challenges in the actual implementation process. To study the applications of blockchain technology in the supply chain, some typical applications were discussed and analyzed. Firstly, the concept of supply chain and the current challenges were briefly introduced. Secondly, problems faced by blockchain in three different supply chain fields of information flow, logistics flow and capital flow were described, and a comparative analysis of related solutions was given. Finally, the technical challenges faced by blockchain in the practical applications of supply chain were summarized, and future applications were prospected.