In today’s fast-evolving digital landscape, organizations depend on complex distributed systems to support critical business transactions, services, and applications. Ensuring these systems operate flawlessly is essential, as errors can affect multiple components, impacting revenue, customer satisfaction, and brand reputation. Consequently, effective error monitoring, detection, and root cause analysis (RCA) have become vital business imperatives.