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Aiming at the technical shortcomings of the single cloud architecture, a hybrid deployment scheme of multi-cloud architecture was proposed. Build an architecture system that includes a multi-cloud storage layer, a cloud software platform, a data transfer layer, and an application layer. In a multi-cloud network architecture, a cloud software platform includes a data layer, a control layer, a data interface layer, and an application layer. The control plane is provided with an SDN controller, and the underlying network is calculated, analyzed, processed, stored, and shared through a VPC (Virtual Private Cloud). An adaptive ant colony algorithm is introduced into the orchestrator, and the communication network based on SDN / NFV is used to implement data reconstruction, thereby achieving centralized control and intelligent orchestration of the data network. Through experiments, the method of this study has low error accuracy and good application effect.