Automation and management

Learn how to create a robust, automated CI/CD pipeline for image mode using GitLab.

Automate Ansible error resolution with AI. Learn how to ingest logs, group templates, and generate step-by-step solutions using RAG and agentic workflows.

Learn how to upgrade volume performance on OpenShift without downtime using VolumeAttributesClass. Follow this hands-on demo to get started.

Learn how Red Hat Enterprise Linux on AWS is made easier with auto-registration v2, offering anonymous registration, CDN updates, and simplified subscription management. Get started today.

This article compares the performance of UDP, TCP, and DoT for DNS traffic in an Identity Management (IdM) environment under sustained high load. We explore a stress scenario with a standard client generating over 1,000 DNS queries per second against an IdM DNS server, and assess the impact of encryption on DNS performance.

Discover the self-service agent AI quickstart for automating IT processes on Red Hat OpenShift AI. Deploy, integrate with Slack and ServiceNow, and more.

A guide to structuring your inventory to manage complex networking while maintaining a single host count in Ansible Automation Platform.

Discover how Red Hat Lightspeed MCP integrates AI to help simplify vulnerability management, prioritize security risks, and automate remediation planning.

Take a look back at Red Hat Developer's most popular articles of 2025, covering AI coding practices, agentic systems, advanced Linux networking, and more.

Use Red Hat Lightspeed to simplify inventory management and convert natural language into inventory API queries for auditing and multi-agent automation.

Learn how to automate the installation of Oracle Database 19c on Red Hat OpenShift Virtualization using Red Hat Ansible Automation Platform with this guide.

Modern Kubernetes monitoring: Metrics, tools, and AIOps

Luiz Bernardo Levenhagen +1

December 17, 2025

This guide covers the essentials of Kubernetes monitoring, including key metrics, top tools, and the role of AI in managing complex systems.

Simplify the management of numerous Red Hat OpenShift HyperShift (HCP) clusters

Get a step-by-step guide to integrating a custom AI service with Red Hat Ansible Lightspeed.

Automate amazon.ai workflows with Ansible: Deploy Bedrock agents, generate personalized content, and monitor resources with DevOps Guru for auditability.

Most log lines are noise. Learn how semantic anomaly detection filters out repetitive patterns—even repetitive errors—to surface the genuinely unusual events.

Learn how to enable Red Hat Lightspeed in disconnected environments with Red Hat Satellite 6.18. Set up advisor and vulnerability services to manage risk.

Learn how to migrate from Red Hat Ansible Automation Platform 2.5 RPM on Red Hat Enterprise Linux (RHEL) 9 to the containerized version 2.6 on RHEL 10.

Optimize AI scheduling. Discover 3 workflows to automate RayCluster lifecycles using KubeRay and Kueue on Red Hat OpenShift AI 3.

Learn about automating custom compliance checks in OpenShift using the CustomRule custom resource definition, which extends compliance operator capabilities.

Troubleshoot and benchmark OpenShift Virtualization workloads by seamlessly booting VMs on bare metal using NetApp Trident and FlexClone technology.

Learn how to use Red Hat Lightspeed image builder to create images that are more compliant to a wide set of regulatory policies and frameworks.

Discover how LF Energy SEAPATH, an open source reference design for real-time platforms, is being used on RHEL to modernize electrical substation automation.