Proactive Reliability Governance in Complex Systems: Leveraging Pattern Mining for Scalable Solutions
Bolin Huang, Yuanzhou Wei, Jun Xiao, Yuanhao Tian, Yeyubei Zhang, Changyang Zheng · 2025
This paper delves into cutting-edge methodologies to enhance the reliability of large-scale online systems using pattern mining techniques. As reliability is pivotal for system stability and fostering user trust, this research focuses on discovering common reliability patterns and implementing scalable governance frameworks. Key areas of focus include idempotence, dependency management, and access control, leveraging automated tools and data-driven strategies for comprehensive and adaptable solutions. The proposed pattern-driven approach aims to proactively mitigate failures through systematic detection and intervention mechanisms, ultimately ensuring more robust and resilient systems.