DevOps staff augmentation or a full-time hire? Every Series A CTO hits the same wall: the product roadmap needs infrastructure work the team cannot absorb, and the hiring market for senior DevOps is slow and expensive. The real decision is…
Choosing a DevOps consulting partner is where most engagements are won or lost — long before any code is written. After years on both sides of these projects, these are the signals that predict how an engagement will actually go.…
vLLM Kubernetes deployments fail in production for a reason that has nothing to do with vLLM itself: the standard Kubernetes autoscaling model does not work for LLM inference. HPA scales on CPU and memory. During inference, CPU utilization is low…
Kubernetes for GPU workloads is where most AI infrastructure tutorials stop at kubectl apply and declare victory. Then production arrives: GPU nodes sitting idle because the scheduler ignores NVLink topology, autoscalers triggering on CPU metrics while the inference queue backs…
Kubernetes cost allocation is the problem that appears the moment a cluster bill doubles and nobody can answer “which team spent what.” AWS Cost Explorer shows the EKS cluster as a single line item. The cloud bill tells you the…
The devops interview questions most hiring managers use were written for SaaS companies. They test knowledge of CI/CD pipelines, container orchestration, infrastructure as code, and incident response. A candidate who answers all of them well can still cause a slashing…
Chaos engineering Kubernetes tutorials cover the same experiments: kill a pod, inject network latency, simulate a node failure. Those experiments are valuable for stateless web applications. They are insufficient for blockchain workloads. A Cosmos validator or Ethereum consensus client that…
Kubernetes security best practices start with an uncomfortable truth: Kubernetes is not secure by default. A default installation allows pods to run as root, has no network segmentation between pods, stores secrets base64-encoded (not encrypted), and grants broad default service…
GitOps Kubernetes is no longer a pattern that forward-thinking teams adopt early, it is the default delivery model for production Kubernetes in 2026. GitOps adoption has reached 64% of enterprises as the primary delivery mechanism, leading to measurable increases in…
This helm chart tutorial takes you from zero Helm knowledge to deploying a production-ready application with multi-environment values, dependency management, hooks, and CI/CD integration. Helm is used by over 80% of Kubernetes adopters according to the CNCF annual survey, and…