--- title: "#autoscaling articles | Hashnode" description: "Explore 255 articles tagged #autoscaling on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/autoscaling" --- Tag # #autoscaling 255 posts · 10 followers [Rabin Adhikari](https://hashnode.com/@softverse) · [Oct 31](https://hashnode.com/posts/kubernetes-autoscaling-in-2026-hpa-vpa-cluster-autoscaling-and-keda-what-each-one-actually-does/6ae58cc675a68e141b1d2256) ### [Kubernetes Autoscaling in 2026: HPA, VPA, Cluster Autoscaling and KEDA — What Each One Actually Does](https://devopsenginer.hashnode.dev/kubernetes-autoscaling-in-2026-hpa-vpa-cluster-autoscaling-and-keda-what-each-one-actually-does?utm_source=hashnode&utm_medium=feed) TL;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. Th 11 min read · [devopsenginer.hashnode.dev](https://devopsenginer.hashnode.dev/kubernetes-autoscaling-in-2026-hpa-vpa-cluster-autoscaling-and-keda-what-each-one-actually-does?utm_source=hashnode&utm_medium=feed) [Yashvi Kothari](https://hashnode.com/@yashvikothari) · [Oct 25](https://hashnode.com/posts/host-web-app-google-cloud-compute-engine/6addd35faca973e66b1254ff) ### [How to Host a Web App on Google Cloud Compute Engine (and Scale It)](https://yashvikothari.hashnode.dev/host-web-app-google-cloud-compute-engine?utm_source=hashnode&utm_medium=feed) Learn to deploy and scale a web app on Google Cloud Compute Engine using load balancing, managed instance groups, autoscaling, and Cloud CDN. 31 min read · [yashvikothari.hashnode.dev](https://yashvikothari.hashnode.dev/host-web-app-google-cloud-compute-engine?utm_source=hashnode&utm_medium=feed) [Yash Raj Shukla](https://hashnode.com/@yashrajshuklaaa) · [Oct 10](https://hashnode.com/posts//6aca97632d4c56a3d705e652) Kubernetes 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 handle 5 min read · [yashrajshuklaaa.hashnode.dev](https://yashrajshuklaaa.hashnode.dev/?utm_source=hashnode&utm_medium=feed) [Jayesh Sojitra](https://hashnode.com/@jayeshsojitra) · [Oct 8](https://hashnode.com/posts/week-2-recap-databases-scaling-and-cost/6ac79864f2439e48845099cd) ### [Week 2 Recap: Databases, Scaling, and Cost](https://jayesh-sojitra.hashnode.dev/week-2-recap-databases-scaling-and-cost?utm_source=hashnode&utm_medium=feed) Week 2 is done. Seven posts, and one question kept coming back in different forms: what are you actually paying for, and is it doing the job you think it is? 3 min read · [jayesh-sojitra.hashnode.dev](https://jayesh-sojitra.hashnode.dev/week-2-recap-databases-scaling-and-cost?utm_source=hashnode&utm_medium=feed) [Jayesh Sojitra](https://hashnode.com/@jayeshsojitra) · [Oct 4](https://hashnode.com/posts/auto-scaling-groups-explained-with-a-real-example/6ac1ac874f301e1dc1622cf6) ### [Auto Scaling Groups Explained With a Real Example](https://jayesh-sojitra.hashnode.dev/auto-scaling-groups-explained-with-a-real-example?utm_source=hashnode&utm_medium=feed) Auto Scaling isn't "add more servers when busy." It's a specific set of decisions — what triggers it, what the limits are, and how fast it reacts — that most teams configure once and never revisit. 4 min read · [jayesh-sojitra.hashnode.dev](https://jayesh-sojitra.hashnode.dev/auto-scaling-groups-explained-with-a-real-example?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Jul 30](https://hashnode.com/posts/kubernetes-autoscaling-for-ai-inference-in-2026-hpa-vs-keda-vs-external-metrics/6a6b6c5e631cfeef55914cd0) ### [Kubernetes autoscaling for AI inference in 2026: HPA vs KEDA vs external metrics](https://ecorpit.hashnode.dev/kubernetes-autoscaling-for-ai-inference-in-2026-hpa-vs-keda-vs-external-metrics?utm_source=hashnode&utm_medium=feed) Kubernetes 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 Autos 13 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/kubernetes-autoscaling-for-ai-inference-in-2026-hpa-vs-keda-vs-external-metrics?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Jul 26](https://hashnode.com/posts/sagemaker-container-caching-cut-genai-scale-out-latency-51-2026-guide/6a6674d859fcc7018fe25081) ### [SageMaker container caching cut GenAI scale-out latency 51% (2026 guide)](https://ecorpit.hashnode.dev/sagemaker-container-caching-cut-genai-scale-out-latency-51-2026-guide?utm_source=hashnode&utm_medium=feed) 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 test 16 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/sagemaker-container-caching-cut-genai-scale-out-latency-51-2026-guide?utm_source=hashnode&utm_medium=feed) [Rui Coelho](https://hashnode.com/@ruicoelho) · [Jul 7](https://hashnode.com/posts/from-0-to-hero-mastering-auto-scaling-in-kubernetes/6a4cf3410b64671cb80824f2) ### [From 0 to Hero: Mastering Auto Scaling in Kubernetes](https://ruicoelho.hashnode.dev/from-0-to-hero-mastering-auto-scaling-in-kubernetes?utm_source=hashnode&utm_medium=feed) Scaling 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-efficient 12 min read · [ruicoelho.hashnode.dev](https://ruicoelho.hashnode.dev/from-0-to-hero-mastering-auto-scaling-in-kubernetes?utm_source=hashnode&utm_medium=feed) [Prajwa P](https://hashnode.com/@Prajwal8651) · [Jun 23](https://hashnode.com/posts/day-17-of-30daysofawsterraform-blue-green-deployments-with-aws-elastic-beanstalk-using-terraform/6a3a1f608337038dc990b4be) ### [🚀 Day 17 of 30DaysofAWSTerraform: Blue-Green Deployments with AWS Elastic Beanstalk Using Terraform](https://prajwal-blog.hashnode.dev/day-17-of-30daysofawsterraform-blue-green-deployments-with-aws-elastic-beanstalk-using-terraform?utm_source=hashnode&utm_medium=feed) Learn how to build Blue-Green Deployments on AWS Elastic Beanstalk using Terraform, CNAME swaps, health checks, rolling updates rollback strategies. 17 min read · [prajwal-blog.hashnode.dev](https://prajwal-blog.hashnode.dev/day-17-of-30daysofawsterraform-blue-green-deployments-with-aws-elastic-beanstalk-using-terraform?utm_source=hashnode&utm_medium=feed) [Karvendhan Nagaraj](https://hashnode.com/@karvendhan) · [Jun 22](https://hashnode.com/posts/scaling-auto-scaling/6a39218eb4fb42621b08be11) ### [SCALING & AUTO SCALING](https://nkarvendhan.hashnode.dev/scaling-auto-scaling?utm_source=hashnode&utm_medium=feed) Complete Guide with Real-World Examples 22 min read · [nkarvendhan.hashnode.dev](https://nkarvendhan.hashnode.dev/scaling-auto-scaling?utm_source=hashnode&utm_medium=feed)