News
Why Kubernetes Outages Are Usually Human Failures, Not Platform Bugs
Kubernetes isn’t inherently complex—teams create fragility through undocumented tooling, hero engineering, and unchecked operation...
How to Use EKS Pod Identity to Isolate Tenant Data in S3 With a Shared IAM Role
Learn how to use EKS Pod Identity principal tags to isolate each tenant’s S3 access with a single shared IAM role.
The Credential Precedence Mistake That Shows Up Two Weeks Later in an Audit
A real-world EKS incident shows how AWS credential precedence can silently override IRSA/Pod Identity—leading to unexpected permis...
Moving Logic Out of Pods: Extending the Argo Workflows Controller
Argo Workflows typically runs every step as its own Kubernetes pod, which is great for isolation but expensive for fast, lightweig...
Securing LLM Inference Endpoints: Treating AI Models as Untrusted Code
A troubling pattern is emerging in AI deployments across the industry. Traditional application security is deterministic; AI attac...
Kubernetes Adds Predictable Pod Replacement for Jobs in v1.34 Release
Kubernetes v1.34 introduces a new Pod Replacement Policy for Jobs, giving engineers deterministic control over how failed Pods are...
GPU Scheduling on Kubernetes Using Device Plugins
Kubernetes offers two frameworks for orchestrating workloads based on hardware device requests: Device Plugins and Dynamic Resourc...
Kubernetes Security Observability Demands More Than Just Logs
Security observability gives you investigation superpowers through correlation and context. Audit logs record every API server req...
DevOps Isn't a Tool, It's a Chain Reaction
This beginner's guide to DevOps connects the dots between key tools. It explains how Git solves version control chaos , CI/CD pipe...
Minimal Viable Kubernetes: Finally, a Self-Hosted Cluster You Can Actually Run
Minimal Viable Kubernetes (MVK) is a streamlined, self-contained Kubernetes implementation designed for maximum portability and ea...
Rapid-eks – Production EKS in 13 minutes with Terraform + Python
Setting up AWS EKS manually takes 2-4 weeks. rapid-eks does it in 13 minutes with production best practices: multi-AZ VPC, Karpe...
Stop Hunting Logs: How OpenTelemetry Brings Metrics, Logs, and Traces Together
OpenTelemetry is a Kubernetes tool that gives you vendor-neutral instrumentation libraries and a Collector that receives, processe...
