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This article provides an in-depth exploration of precision warning suppression techniques in SonarQube code quality analysis. By examining the usage scenarios of @SuppressWarnings annotation, //NOSONAR comments, and @SuppressFBWarnings annotation, it details suppression strategy selection for different requirements. The article combines concrete code examples to explain best practices for handling false positives while maintaining code quality, and offers practical guidance for obtaining rule IDs from the SonarQube interface.