17h ago · 6 min read · If you’ve ever tried setting up Metrics Server + HPA (Horizontal Pod Autoscaler) and got stuck with errors like: error: Metrics API not available cpu: <unknown>/5% False (MissingEndpoints) CrashLoopBa
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Mar 18 · 16 min read · A complete technical walkthrough of containerising a Next.js application and deploying it to AWS using Infrastructure as Code and automated CI/CD pipelines. Stack: Next.js · Docker · Terraform · Amazo
Join discussionMar 6 · 8 min read · As part of my cloud engineering learning journey, I built a 3-Tier Architecture on AWS to understand how real production systems are designed. This project helped me gain practical experience with: V
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Mar 4 · 8 min read · If you are running workloads on Google Kubernetes Engine (GKE), you are likely familiar with the Horizontal Pod Autoscaler (HPA). HPA is great for scaling based on standard CPU or memory metrics. But
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Feb 23 · 8 min read · In the world of cloud computing, terms like “highly available” and “scalable architecture” often float around in whitepapers, certification courses, and online tutorials. They’re buzzwords that sound
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Feb 23 · 6 min read · Project Overview QuickLoan is a PHP-based web application deployed on AWS using a fully scalable and highly available architecture. Tech Stack Frontend: HTML, CSS, JavaScript Backend: PHP 8.2 Web S
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Feb 13 · 6 min read · Kubernetes Autoscaling Guide: HPA, VPA, and Cluster Autoscaler Kubernetes autoscaling is essential for maintaining application performance while optimizing resource costs. This comprehensive guide explores three primary autoscaling mechanisms: Horizo...
Join discussionFeb 12 · 10 min read · Why Default HPA Metrics Fail Modern Workloads The standard Kubernetes HPA implementation defaults to CPU utilization as its primary metric, with an 80% target threshold and a 15-second metric resolution from the metrics-server. This configuration ass...
Join discussionFeb 12 · 10 min read · Why Traditional Autoscaling Approaches Fail for Cloud Run Traditional autoscaling strategies designed for Kubernetes HPA (Horizontal Pod Autoscaler) or AWS Auto Scaling Groups don't translate directly to Cloud Run's execution model. The fundamental d...
Join discussionFeb 12 · 8 min read · Kubernetes Autoscaling: HPA and VPA Configuration Article Content Kubernetes has revolutionized container orchestration, but as we move deeper into 2026, the landscape of application scaling has evolved dramatically. The traditional approaches to Hor...
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