Your Kubernetes dashboard is green. Your users are seeing red.
The article explores the mismatch between Kubernetes and Grafana dashboards showing green status (healthy pods, passing probes, normal CPU utilization) and user-reported performance degradation. These intermittent slowdowns can persist across multi-tier hybrid infrastructure while evading detection by basic health checks. HPE OpsRamp's product management lead discusses using continuous telemetry and retrospective analysis with AI assistance to investigate root causes when traditional dashboard metrics mislead engineering teams.
Key points
- Phantom slowdowns occur when dashboards show green while users experience poor performance
- Basic health checks (liveness, readiness probes) fail to catch application-level regressions
- Intermittent issues spanning hybrid infrastructure are difficult to trace
- Continuous telemetry and AI-assisted investigation needed beyond dashboard monitoring
Summary and key points written by AI from the headline and a short excerpt, so they can be incomplete or wrong. The New Stack did the reporting; read the original for the full story.
Read the full story at The New Stack
