Notes from the engineering desk.
Opinionated, evidence-led writing on the systems we build — AI engineering, cloud and FinOps, modernization, and architecture.
EKS vs GKE vs AKS: Best Managed Kubernetes Service in 2026
Production-focused comparison of Amazon EKS, Google GKE, and Microsoft AKS covering networking, identity, autoscaling, and hidden costs in 2026.
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Why Kubernetes Stranded Your GPUs and How DRA Fixes It (Part 2)
Kubernetes DRA for topology-aware GPU scheduling, NVLink placement, GPU observability, autoscaling, and fault isolation in AI infrastructure.
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Why Kubernetes Stranded Your GPUs and How DRA Fixes It (Part-1)
Most Kubernetes clusters waste 70% of GPU capacity. This guide explains why the device plugin failed and how DRA fixes allocation at the scheduler level.
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What is Container Orchestration in Kubernetes
Understand Kubernetes container orchestration with architecture, deployment workflows, reconciliation loops, networking, storage, and scaling concepts.
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How PVCs Actually Work in Kubernetes?
Understanding Kubernetes PVCs: Learn how persistent storage, StorageClasses, StatefulSets, CSI drivers, and access modes work in production
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10 Kubernetes Anti-Patterns That Break Production Systems
Discover 10 common Kubernetes anti-patterns and learn how platform engineering teams solve real-world production failures with simple, effective strategies.
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Helm Beyond the Basics: A Practical Guide to Kubernetes Package Management
Helm isn't a templating tool, it's a release system. Learn three-way merges, GitOps with ArgoCD & Flux, rollback safety, and secrets management.
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Kubernetes vs Docker Swarm: A Complete Comparison of Container Orchestration in 2026
Compare Kubernetes vs Docker Swarm in 2026 across architecture, scaling, networking, security, ecosystem, and use cases to choose the right platform.
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Kubernetes vs Nomad 2026 and The True Cost of Orchestration
A 2026 guide comparing Kubernetes vs Nomad for enterprise orchestration. Analyze the true cost of Day 2 operations and workload flexibility for lean teams.
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