Kubernetes Articles

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.
Process Kubernetes logs with ease using Elastic Streams
Learn how to process Kubernetes logs with Elastic Streams using conditional blocks, AI-generated Grok patterns, and selective drops to reduce noise and storage cost.

How to Troubleshoot Kubernetes Pod Restarts & OOMKilled Events with Agent Builder
Learn how to immediately troubleshoot Kubernetes pod restarts and OOMKilled events with Elastic Agent Builder. We’ll show how to detect, analyze, and remediate failures.

Debugging Azure Networking for Elastic Cloud Serverless
Learn how Elastic SREs uncovered and resolved unexpected packet loss in Azure Kubernetes Service (AKS), impacting Elastic Cloud Serverless performance.

Dynamic workload discovery on Kubernetes now supported with EDOT Collector
Discover how Elastic's OpenTelemetry Collector leverages Kubernetes pod annotations providing dynamic workload discovery and improves automated metric and log collection for Kubernetes clusters.

Tracing a RAG based Chatbot with Elastic Distributions of OpenTelemetry and Langtrace
How to observe a OpenAI RAG based application using Elastic. Instrument the app, collect logs, traces, metrics, and understand how well the LLM is performing with Elastic Distributions of OpenTelemetry on Kubernetes with Langtrace.

Tracing, logs, and metrics for a RAG based Chatbot with Elastic Distributions of OpenTelemetry
How to observe a OpenAI RAG based application using Elastic. Instrument the app, collect logs, traces, metrics, and understand how well the LLM is performing with Elastic Distributions of OpenTelemetry on Kubernetes and Docker.

Native OTel-based K8s & App Observability in 3 Steps with Elastic
Elastic's Distributions of OpenTelemetry are now supported with the OTel Operator, providing auto instrumentation of applications with EDOT SDKs, and deployment and lifecycle management of the EDOT OTel Collector for Kubernetes Observability. Learn how to configure this in 3 easy steps