SsoftverseAdmin12h ago · 11 min readKubernetes Autoscaling in 2026: HPA, VPA, Cluster Autoscaling and KEDA — What Each One Actually DoesTL;DR: Kubernetes has four different autoscaling layers and most problems come from expecting one of them to do another one's job. The Horizontal Pod Autoscaler (HPA) changes how many pods you run. Thdevopsenginer.hashnode.dev
YYashvi Kothari6d ago · 31 min readHow to Host a Web App on Google Cloud Compute Engine (and Scale It)From a single virtual machine to a load-balanced, self-healing web application: a hands-on Google Cloud deployment guide. A website that works is not necessarily a website that's ready to scale. Imagiyashvikothari.hashnode.dev
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
