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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

AI Is an Amplifier, Not a Shortcut

There’s a version of the AI story that engineering leaders want to hear. It goes like this: adopt AI coding tools, watch output multiply, ship faster, do more with less. Clean. Simple. Boardroom-ready. The data tells a different story. Not a worse one. Just a more honest one. We recently analyzed 2,172 developer-weeks of real coding activity across teams using GitHub Copilot, Cursor, and Claude Code. The headline numbers are striking: power users show 4-14x higher activity than non-users.

Why Are Leading Data Center Managers Expanding into IDF Closets?

A growing number of data center managers are extending their DCIM deployments beyond the data center to cover remote IDF closets, telecom rooms, and other distributed sites. Organizations like the World Bank and Erie Insurance have already made the move, and the results include better asset visibility across the enterprise, more informed capacity planning, significant cost savings, and better collaboration across teams.

Open Source Cloud Cost Management Tools: OpenCost, Kubecost, and More

Open source software is an essential component of business operations. According to Harvard Business School, 96% of commercial software includes open source code. If companies were to build these tools from scratch, it would cost an estimated $8.8 trillion — roughly 3.5 times what companies currently spend on software. That’s not great for the bottom line. Many open source solutions are also available as standalone tools. Consider Kubernetes.

How To Reduce Cloud Costs in 2026: Proven Strategies That Actually Work

To reduce cloud costs, organizations need to address three root causes: over-provisioned resources, shared infrastructure without clear owners, and cloud bills that can’t be explained at the feature or customer level. The most effective programs combine rightsizing, commitment-based discounts, idle resource elimination, and unit economics — and deliver 20–30% reductions in monthly spend without impacting performance. CloudZero customers average 22% savings in year one.

Why True Operational Security Requires an Unmanaged Cloud VPS

When deploying infrastructure for sensitive communications, penetration testing, or privacy-centric applications, your threat model must account for the human element. Handing over the root access of your server to a "managed" hosting provider fundamentally breaks that model. In 2026, serious security practitioners know that true OPSEC cannot exist in an environment where support staff have administrative backdoors into your operating system.

Developer guide for migrating to reproducible environments without rewriting

The primary obstacle to adopting reproducible environments is often the assumption that environment parity requires containerizing legacy monoliths from scratch or abandoning stable CI/CD pipelines. In reality, reproducibility is about capturing application intent through configuration rather than rebuilding the application itself. This guide outlines a non-disruptive, incremental path to migrating your workflow to production-identical environments without touching your core codebase.

How Developers Build a Meaningful Career in the Age of AI

What does a meaningful developer career look like in the age of AI? We brought together four experts to answer exactly that. In this GitKon panel, GitKraken CMO Kate Adams moderates a conversation with Leon Noel (Managing Director of Engineering, Resilient Coders), Danny Thompson (Director of Technology and host of The Programming Podcast), Maggie Hunter (Recruitment Lead, GitKraken), and Dimitry Fonarev (CEO, Testkube) to explore how software engineers can future-proof their careers, grow their skills, and navigate an industry that is changing fast.