you need to be able to holistically correlate real-time and historic data and understand their ripple effect across the system. What: “Klaudia” identifies the root cause of issues in Kubernetes, and provides meaningful explanations, helping teams understand why issues occur and how to prevent them in the future. How: Klaudia leverages Komodor's comprehensive dataset of past investigation flows, historical changes, events, and metrics. This knowledge base enables precise diagnostics and actionable insights, with AI enhancing our ability to scale across the Kubernetes stack.