In the era of digital economy, innovation in industrial chain and supply chain is an important part of industrial transformation and upgrading, and also an inevitable choice for enterprises to win competitive advantages. The competition between enterprises is not only about products and services, but also about the industry chain, supply chain, and value chain; The autonomy and controllability of the supply chain and its management level determine the quality of enterprise operation and development. This paper analyzes the characteristics of Midea Group's intelligent supply chain management, discusses the supply chain financial characteristics of Haier, Sany Group and Xiaomi, and confirms the importance of industrial chain and supply chain Financial innovation for high-quality development of manufacturing industry. Pointing out the necessity and feasibility of digital technology empowering innovation in logistics and supply chain management, smart supply chain is the guarantee for large-scale personalized customization, and supply chain finance plays an important role in the development of industrial clusters.