Abstract:With the continuous integration of China"s digital economy and the real economy, digital finance has become the key to achieve high-quality development of Chinese path to modernization industry. However, "how does digital finance promote high-quality development of Chinese path to modernization industry?" and other issues still need further theoretical interpretation and mechanism research. Therefore, based on the theory of Chinese path to modernization, this study launched an exploratory case configuration study. The results show that: (1) through the exploratory Case study, the theoretical connotation, dimensions and observation model of high-quality development of Chinese path to modernization industry are constructed, and the formation mechanism of the negative impact of digital finance on the real economy is demonstrated; (2) From the perspective of the process of supply chain financing model innovation, this paper discusses the realization mechanism of digital finance to promote the high-quality development of Chinese path to modernization industry, and puts forward two high-performance schemes based on "digital intelligence supply chain financing model" and "Internet supply chain finance model" that can promote the high-quality development of Chinese path to modernization industry. According to the research conclusions, this study suggests that the relevant government can give full play to the guiding role of digital finance in the high-quality development of Chinese path to modernization industries from the perspective of improving top-level design and accelerating the industrial Digital transformation.