A Multimodal Machine Learning Framework for Enterprise Database Workload-Aware Root Cause Analysis (opens in new tab)

Root cause analysis for enterprise database incidents is often a manual and time consuming process that requires operators to inspect logs, performance metrics, and workload behavior. Existing approaches commonly focus on a single source of evidence, which limits their ability to capture the broader operational context behind incidents such as CPU saturation, I/O bottlenecks, lock contention, deadlocks, and slow query execution. This paper prese...