Cross-chain is the key technology to achieve interconnectivity and interoperability across various blockchain networks. It surpasses traditional single-chain architecture in terms of the performance, capacity, privacy, economic and technical scalability. Cross-chain can break barriers between institutions, industries, and regions. This paper integrates existing blockchain interoperability technologies and proposes a distributed fusion cross-chain model in financial industry. In order to support large scale computing and high availability requirements in financial industry, the model is built on a decentralized architecture and highly scalable. It supports large-scale isomorphic or heterogeneous blockchain crosschain data and state interaction. And it achieves reliable financial value circulation in various underlying blockchain networks.