17.2
Free planWebAPILinux
Best Auto Scaling Software in 2026
Auto scaling software adjusts computing capacity as demand changes. This category covers services with different scaling targets, triggers, cloud support, scale directions and deployment models. Compare free plans, paid starting prices and trial terms. Check platform access too: listed options include web, API, Linux, self-hosted, Windows and macOS. If you need phone access, confirm Android support before choosing.
27.0
WebAPILinux
36.8
Free planWebAPILinux
- 4
Fly.io
WebAPILinux6.6From $29 a month - 5
Amazon Elastic Kubernetes Service
Amazon Elastic Kubernetes Service (EKS) is a managed Kubernetes service for building, operating, and scaling production applications.
WebAPILinuxmacOS6.5From $0.10 a month - 6
Kubernetes
Kubernetes is an open-source system for deploying and managing applications packaged in containers.
Free planAPILinuxmacOSSelf-hosted6.5Free plan - 7
Knative
Knative is open-source Kubernetes middleware for building, deploying, and managing serverless workloads.
Free planAPILinuxmacOSSelf-hosted6.4Free plan - 8
6.3From $5 a month - 9
Render
Render is a cloud platform for deploying and scaling applications, websites, databases, and workflows.
WebAPI6.2From $25 a month - 10
Red Hat OpenShift Pipelines
Red Hat OpenShift Pipelines automates application delivery on Red Hat OpenShift using a cloud-native CI/CD approach built on Tekton.
WebAPILinuxSelf-hosted6.0 - 11
CAST AI
WebSelf-hosted5.7 - 12
ScaleOps
ScaleOps is a Kubernetes platform that continuously allocates and scales CPU, GPU, and memory using workload context.
WebSelf-hosted5.7 - 13
DigitalOcean Kubernetes
DigitalOcean Kubernetes is a managed Kubernetes service delivered through the web.
Web5.6From $0.03 a month - 144.8
- 15
Azure CNI
LinuxWindows4.7 - 164.7
- 174.7
- 184.6
- 194.6
- 204.6
- 214.6
- 224.6
- 234.3
- 244.3
Choosing well
Compare free and paid access
A free plan is available from services in this category, while other options use paid or freemium pricing. Check whether a free plan or free trial fits your evaluation needs.
Published prices range from free plans to listed starting prices such as $1.94, $5, $9 and $12 per month. Pricing on request is also used.
Match targets and triggers
Compare the scaling targets each service supports and the triggers it uses to start or stop scaling. These details help you match a tool to the workload you need to manage.
Check cloud support
Cloud support differs between services. Review the supported cloud environment alongside the scaling targets and triggers before you commit to a setup.
Review deployment choices
Deployment options in this category include web services, APIs, Linux, self-hosted setups, Windows and macOS. Check whether the delivery model suits your systems and operations.
If you need to read or change code, check the tool's licence and open-source status.
Confirm phone access
The listed platform choices do not identify Android apps. If you want to monitor or manage scaling from a Xiaomi, Redmi or POCO phone, confirm Android availability with the provider.
Questions people ask
What does auto scaling software do?
It adjusts computing capacity as demand changes, using defined scaling targets and triggers.
Can I find a free auto scaling plan?
Yes. A free plan is offered by services in this category; others provide free trials or paid access.
What platforms are available?
Listed platform options include web, API, Linux, self-hosted, Windows and macOS. Check Android availability separately.
What pricing should I compare?
Compare free-plan terms, trial periods and published paid starting prices. Pricing on request is also used.
Which deployment details matter?
Review cloud support, deployment model, scaling direction, targets and triggers against your workload and systems.