Kubernetes Articles

From CrashLoopBackOff to OOMKilled with PromQL in Elasticsearch and Kibana
Use PromQL in Elasticsearch and Kibana to move from a CrashLoopBackOff alert to OOMKilled, memory versus the limit, and a verified fix.

CrashLoopBackOff to root cause in seconds: automating the 20-minute Kubernetes investigation with Elastic Observability
Elastic's Kubernetes Experience fires alongside the CrashLoopBackOff alert and delivers a root-cause hypothesis with evidence before you even open it.

Four clicks from alert to root cause: how Elastic Observability links APM services to Kubernetes infrastructure
Check service dependencies and compare per-pod CPU, memory and network trends on the Infrastructure tab to find which instance is causing trouble, all without leaving the alert investigation.

Migrate Datadog Kubernetes dashboards to Elastic Observability in under an hour
See how the migration CLI translates a real Datadog Kubernetes dashboard into validated Kibana panels and uploads it to your cluster in under an hour, no manual widget rebuilds required.

Migrate your Grafana Kubernetes dashboard to Elastic Observability: same PromQL, 30x faster queries
Take a real Grafana Kubernetes dashboard covering pod CPU, memory, node pressure, and restart counts, then migrate it into Elastic Observability with native PromQL in under an hour.

Prometheus metrics in Elastic Observability: your PromQL runs unchanged
Point Prometheus from your Kubernetes cluster at Elastic Observability with one config block. PromQL runs unchanged, keep your PromQL no cardinality billing.

Common ES|QL queries for Kubernetes monitoring
Copy-paste ES|QL queries for Elasticsearch that turn memory pressure and error spikes into a five-minute diagnosis.

Kubernetes observability: MCP specialist agents for safer EKS triage
Scope a specialist EKS MCP agent for cluster checks while the Elastic AI Agent triages; fix a service misconfiguration using the specialist agent in a few prompts.

Investigate Kubernetes infrastructure issues with PromQL in Elasticsearch & Kibana
Walkthrough of a Kubernetes fleet-wide CPU investigation in Elastic Observability, from cluster to namespace to the noisy pod, using PromQL in Elasticsearch and Kibana.

Agentic Powered Kubernetes Investigations with Elastic Observability and MCP
See how Elastic's Agentic powered Kubernetes observability uses MCP App, agent skills to let agents investigate clusters, detect anomalies, and automate root cause analysis.

Kubernetes Observability from alert to root cause: Dashboards, Alerts, and Anomaly Detection with Elastic
Kubernetes observability with Elastic includes dashboards, alert rules, and ML anomaly detection for alerts with root-cause context.

Composing OpenTelemetry Reference Architectures
A conceptual framework for reasoning about OpenTelemetry Collection architectures — edge, processing, and resilience layers that compose into the right pipeline for your environment.