platform engineering
Why Kubernetes Cost Allocation and Cloud Bills Don’t Match
A few months ago, I found myself looking at a Kubernetes cost report and a cloud invoice side by side. The numbers didn’t match. Not because of a bug or a calculation ...
GitOps Wasn’t Built for Models, and It Shows
GitOps won the deployment argument. Everything goes in Git, the cluster reconciles itself to match, and your repository becomes the one place that tells you what’s actually running. It’s clean and auditable ...
When Your Cluster Won’t Sit Still: The Hidden Cost of Kubernetes Autonomy During Incidents
I’ve spent the better part of the last few years on the receiving end of Kubernetes pages, both as an operator and as someone building tooling for platform teams. The pattern I’ve ...
Ten Years of the Operator Pattern: What We Got Right, What We’d Change
CoreOS introduced the operator pattern in November 2016, and nearly a decade later operators are everywhere. Almost every CNCF graduated project ships one, every database vendor offers one, and every platform team ...
The Inference Bottleneck: Architecting Kubernetes Autoscaling for Production LLMs
Generative AI (GenAI) is moving into production, but native Kubernetes autoscaling is fundamentally broken for large language model (LLM) inference ...
Kubernetes in Production: Where Platform Decisions Break Down
Kubernetes is often described as “free,” but that assumption falls apart in production. What looks like a complete platform is only a foundation. Everything required to run real workloads reliably sits outside ...
Istio Weaves ‘Future-Ready’ Service Mesh for AI
At KubeCon + CNC 2026, Istio unveils Ambient Multicluster and the Gateway API Inference Extension to simplify AI infrastructure. Learn how sidecar-less mesh and agentgateway secure agentic workloads and boost deployment velocity ...
Adrian Bridgwater | | agentgateway, AI infrastructure, AI Workloads, Ambient Multi-cluster, cloud native, cncf, data plane, Gateway API Inference Extension, generative AI, Istio, KubeCon 2026, kubernetes, microservices, Node Proxy, observability, platform engineering, service mesh, Sidecar-less Mesh, traffic management, Waypoint Proxy
Build Cost Awareness Into Your Kubernetes IDP
How platform teams can make cost efficiency a natural outcome of following the golden path — not a billing surprise discovered three weeks after deployment ...
Why Your Kubernetes Network is Still a Black Box — And How to Fix It
Kubernetes networking failures are hard to diagnose. Learn how eBPF and Microsoft Retina provide real-time network observability across your cluster ...
Pod Requests Are the Input to Every Kubernetes Cost Control Loop
Pod CPU and memory requests drive Kubernetes scheduling, autoscaling and cost allocation. Learn why rightsizing them improves cost control ...

