Operations | Monitoring | ITSM | DevOps | Cloud

Most teams monitor three GPU metrics - utilization, temperature, memory. There are 50+ that matter, and the ones you skip cause your worst outages. A vendor-neutral guide across NVIDIA, AMD, and Intel Gaudi.

We’ve built a multi-LLM PR reviewer that runs on every pull request in a couple of our own repos. Two independent models look at each change in parallel, each wearing a set of “persona hats” tuned to a specific area of the codebase. They compare notes, duplicates get stripped out, and the PR author ends up with a single review comment rather than a wall of noise.

AI-powered DCIM brings a new era of sustainability to data centers. It offers tools that transform how facilities manage their energy use and carbon footprint.

Last updated: April 2026 Playbooks that run every task every time aren't really automation. They're scripts. Real playbooks make decisions: only restart a service when its config changed, only install a package on Debian hosts, only send an alert when a prior task failed. That decision-making comes from Ansible conditionals.

One of the challenges teams face as their platforms grow is how to standardize what gets deployed without slowing teams down. The GitOps Catalog from Konstruct is designed to solve this by providing a consistent way to distribute reusable infrastructure modules, application components, and full environment stacks across clusters. At a glance, it looks like a templating system.

Key takeaway: Development velocity in e-commerce is often throttled not by headcount, but by invisible infrastructure friction that forces developers to spend time on environment management and deployment pipelines instead of shipping revenue-generating features. Ecommerce teams rarely think they have an infrastructure problem.

Affordable hosting has always been a puzzle. Heroku made deploying Rails apps simple, but with Salesforce at the helm, active development has stalled. Many developers are left wondering what comes next, locked into a platform that is no longer moving forward. Chris, the founder of GoRails, felt that same frustration. That is why he built Hatchbox. Hatchbox handles your deployments, runs on servers you own, and keeps costs predictable. No dyno management, no add-on sprawl.

If you’re running Netdata collectors that connect to databases, APIs, or other authenticated services, there’s a good chance you have passwords sitting in plain-text configuration files right now. It works, but it’s the kind of thing that makes security teams nervous and makes credential rotation painful. Every password change means editing config files and restarting collectors.