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The network security environment is constantly changing, which is prone to new attack technologies and vulnerabilities. However, the huge data traffic generated in the face of network communication will affect the effect of automatic detection of data breach in network communication. Therefore, the design and research of automatic detection system for data breach in network communication based on blockchain technology is proposed. The hardware part of the system is based on blockchain technology to build a network communication data storage structure, providing a more secure, reliable, and efficient data storage method for network communication. At the same time, a network communication data flow detection device and a stain analyzer are designed according to the hardware requirements of the design system. In the software part of the system, the stain analysis method is used to describe the data breach problem of network communication in detail, obtain and verify the potential pollution flow. Based on this, combined with the design of system hardware detection data, an automatic detection program for data breach of network communication is developed to realize the automatic detection of data breach of network communication. The experimental data shows that the accuracy of data breach detection of network communication of the designed system is 95%, and the minimum delay of data breach detection is 7.20ms, which fully proves that the application performance of the designed system is better.