YYash Raj ShuklaOct 10 · 5 min readKubernetes Autoscaling: A Beginner's Introduction Your traffic goes up and down. Your cluster should too. Why autoscaling? Imagine you run a web app on Kubernetes. At 3 AM, a handful of pods handleyashrajshuklaaa.hashnode.dev
JJayesh SojitraOct 8 · 3 min readWeek 2 Recap: Databases, Scaling, and CostDay 8 — RDS vs Self-Managed Database on EC2 RDS handles backups, patching, Multi-AZ failover, and read replicas. Self-managing buys OS-level control and custom extensions, at the cost of owning all ofjayesh-sojitra.hashnode.dev
JJayesh SojitraOct 4 · 4 min readAuto Scaling Groups Explained With a Real ExampleAn Auto Scaling Group (ASG) automatically adjusts the number of EC2 instances running your application based on demand. The concept is simple; the actual configuration decisions are where teams eitherjayesh-sojitra.hashnode.dev
MManu ShuklaJul 30 · 13 min readKubernetes autoscaling for AI inference in 2026: HPA vs KEDA vs external metricsKubernetes autoscaling for AI inference in 2026: HPA vs KEDA vs external metrics Summary. In Datadog's 2025 State of Containers and Serverless report, 64% of organisations run the Horizontal Pod Autosecorpit.hashnode.dev
MManu ShuklaJul 26 · 16 min readSageMaker container caching cut GenAI scale-out latency 51% (2026 guide)SageMaker container caching cut GenAI scale-out latency 51% (2026 guide) Summary. On 16 June 2026 AWS turned on container image caching for Amazon SageMaker AI inference, and in its own published testecorpit.hashnode.dev
RRui CoelhoJul 7 · 12 min readFrom 0 to Hero: Mastering Auto Scaling in KubernetesScaling applications is one of the hardest challenges in cloud-native environments. With Kubernetes, you get powerful autoscaling primitives that make workloads adaptive, resilient, and cost-efficientruicoelho.hashnode.dev
PPrajwa PJun 23 · 17 min read🚀 Day 17 of 30DaysofAWSTerraform: Blue-Green Deployments with AWS Elastic Beanstalk Using TerraformDeploying applications without downtime is one of the biggest challenges in modern DevOps. Imagine updating your production application and having users experience outages because the deployment faileprajwal-blog.hashnode.dev
KKarvendhan NagarajJun 22 · 22 min readSCALING & AUTO SCALING1. What is Scaling? Scaling is the process of adjusting computing resources - such as servers, CPU power, memory, or network bandwidth - to handle changes in application load. The goal is to ensure yo1nkarvendhan.hashnode.dev
HHema Sundharam KollaMay 15 · 9 min readThe Ultimate Beginner-Friendly Guide to Installing KubernetesDifferent Ways to Run Kubernetes Locally and in Production Kubernetes has become the industry standard for container orchestration. Whether you're preparing for DevOps interviews, learning cloud-nativhemasundharamkolla.hashnode.dev
MMyroslav VivcharykMay 13 · 18 min readKubernetes Through Control Theory Glasses — Part 1: HPAOne Saturday morning I was fixing my coffee grinder while watching James Hoffmann explain how a PID controller works in an espresso machine — using a ship navigation system as the example. Something cdevgeist.hashnode.dev
