To help promote digital transformation and sustainable development in supply chain finance, CiteSpace software was used to visualize and analyze the relevant literature on supply chain finance digitization. It is concluded that supply chain finance digitization is currently in a rapid development stage, but the cooperation of authors and institutions is few and scattered. Combined with the analysis of supply chain finance digitalization research hotspots, the current literature has certain limitations in the research method, the research perspective is relatively one-sided, the research object is not diversified enough. In the future, the supply chain financial model innovation and digital industrial financial ecological construction should be explored in depth from multiple methodological perspectives, diversified and complex scenes and technologies, and multiple participating subjects.