Operations | Monitoring | ITSM | DevOps | Cloud

Working with GPUs on Kubernetes and making them observable

GPUs are everywhere powering LLM inference, model training, video processing, and more. Kubernetes is often where these workloads run. But using GPUs in Kubernetes isn’t as simple as using CPUs. You need the right setup. You need efficient scheduling. And most importantly you need visibility. This post walks through how to run GPU workloads on Kubernetes, how to virtualize them efficiently, and how Coroot helps you monitor everything with zero instrumentation or config.

Backlinks still move the SEO needle

Despite algorithm shifts, Google's core trust signals continue to reward high-quality, relevant links. But outreach is slow, scaling is painful, and most marketers would rather not send 300 cold emails just to land one backlink. That's where AI steps in. Over the past 60 days, I tested a range of AI-powered link building platforms. Some promise end-to-end automation. Others assist with research, personalization, or prospecting. Each tool brings a unique strength - and yes, a few surprises.

Reliable Dedicated Servers as the Foundation of Scalable DevOps Architecture

Imagine launching a product update at peak traffic time. Your development team pushes the changes, expecting everything to run smoothly. But instead of seamless deployment, the infrastructure buckles-delays spike, user complaints pour in, and error logs flood your screen. Sound familiar? In the world of DevOps, where agility and uptime are non-negotiable, the strength of your backend setup determines how fast-and how safely-you can move. At the heart of this digital engine lies a crucial but often underestimated component: the server. More specifically-reliable dedicated servers.

Why Local Experts Are the Smart Choice for Portable Split Air Conditioner Setup and Advice

As more homes and businesses in the UK look for flexible ways to stay cool during the warmer months, portable split air conditioners have grown in popularity. Offering stronger cooling performance than standard portable units, they provide a reliable solution without the need for full-scale permanent installation. But to get the most out of these systems, it pays to work with a local expert who understands the equipment - and your property.

Scaling Observability: How We Designed Bindplane to Manage 1,000,000 OpenTelemetry Collectors

Join the live stream at 11 am ET, here. Platform teams tend to start with just one, or in some cases a handful of OpenTelemetry (OTel) Collectors usually running in gateway mode. They then embrace the benefit of a vendor-neutral, standardized, telemetry collector for unified logs, metrics, and traces.

Reimagining the Data Centre: Respect, Resources, and the Path to a Sustainable Digital Future

When most people picture a data centre, they might think of a bland industrial shell—cold, humming, and forgettable. But look closer, and you’ll find something far more profound. A data centre is a heavy, complex, and finely tuned space where an immense volume of information flows, transforms, and creates the digital world we rely on. In many ways, it feels like magic. And yet, so does nature. Both deserve respect.

Why Does Your Network Get Blamed When Trouble Lies Beyond the Firewall?

The familiar scene unfolds: Critical applications are sluggish, user complaints are mounting, and the IT war room is buzzing. Eyes quickly dart towards the network team. It’s an almost instinctual reaction. But what happens when the problem isn't within the corporate LAN or even the data center? What if the real culprit lurks somewhere in the vast, untamed wilderness of the internet, a cloud provider's backbone, or a third-party SaaS application’s infrastructure?

Deploy Istio at Scale With Rancher

Managing and deploying applications across multiple Kubernetes clusters presents significant challenges, especially as the number of clusters grows. Traditional methods, like manually applying Helm charts or manifests per cluster, become cumbersome, error-prone, and difficult to scale or maintain consistency for Day 2 operations. While Rancher allows managing Helm chart repositories and apps, this is done on a per-cluster basis via the UI.