# Autoscaler Tuning: Cut Cloud Cost

> How ZopNight handles autoscaler tuning across AWS, GCP, and Azure. Read-only setup, production excluded by default.

Source: https://zop.dev/solutions/autoscaling
Published: 2026-07-01 · Author: avinash-gaurav · Tags: zopnight, hub

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Smart defaults from 14 days of CloudWatch, Cloud Monitoring, or Azure Monitor metrics using Welford online statistics. Monitor, recommend, or autopilot mode. Adopt-or-replace flow protects existing customer policies. 6 audit rules (RC-ASC-001..006) catch missing autoscalers, hot or cold targets, and short cooldowns. ZopNight applies autoscaler tuning to non-production across AWS, GCP, and Azure, measured against real usage. See it by cloud or by service below, and the discipline in [FinOps](https://zop.dev/learn/finops).

## By cloud

- [AWS Autoscaler Tuning](https://zop.dev/aws-autoscaling)
- [GCP Autoscaler Tuning](https://zop.dev/gcp-autoscaling)
- [Azure Autoscaler Tuning](https://zop.dev/azure-autoscaling)

## By service

- [Autoscaler Tuning for EC2](https://zop.dev/solutions/aws-ec2/autoscaling)
- [Autoscaler Tuning for RDS](https://zop.dev/solutions/aws-rds/autoscaling)
- [Autoscaler Tuning for EKS](https://zop.dev/solutions/aws-eks/autoscaling)
- [Autoscaler Tuning for ECS](https://zop.dev/solutions/aws-ecs/autoscaling)
- [Autoscaler Tuning for Lambda](https://zop.dev/solutions/aws-lambda/autoscaling)
- [Autoscaler Tuning for ElastiCache](https://zop.dev/solutions/aws-elasticache/autoscaling)
- [Autoscaler Tuning for Redshift](https://zop.dev/solutions/aws-redshift/autoscaling)
- [Autoscaler Tuning for SageMaker](https://zop.dev/solutions/aws-sagemaker/autoscaling)
- [Autoscaler Tuning for EMR](https://zop.dev/solutions/aws-emr/autoscaling)
- [Autoscaler Tuning for ASG](https://zop.dev/solutions/aws-auto-scaling/autoscaling)
- [Autoscaler Tuning for S3](https://zop.dev/solutions/aws-s3/autoscaling)
- [Autoscaler Tuning for EBS](https://zop.dev/solutions/aws-ebs/autoscaling)
- [Autoscaler Tuning for CloudFront](https://zop.dev/solutions/aws-cloudfront/autoscaling)
- [Autoscaler Tuning for DynamoDB](https://zop.dev/solutions/aws-dynamodb/autoscaling)
- [Autoscaler Tuning for App Runner](https://zop.dev/solutions/aws-app-runner/autoscaling)
- [Autoscaler Tuning for Compute Engine](https://zop.dev/solutions/gcp-compute-engine/autoscaling)
- [Autoscaler Tuning for Cloud SQL](https://zop.dev/solutions/gcp-cloud-sql/autoscaling)
- [Autoscaler Tuning for GKE](https://zop.dev/solutions/gcp-gke/autoscaling)
- [Autoscaler Tuning for Cloud Run](https://zop.dev/solutions/gcp-cloud-run/autoscaling)
- [Autoscaler Tuning for Memorystore](https://zop.dev/solutions/gcp-memorystore/autoscaling)
- [Autoscaler Tuning for BigQuery](https://zop.dev/solutions/gcp-bigquery/autoscaling)
- [Autoscaler Tuning for Cloud Functions](https://zop.dev/solutions/gcp-cloud-functions/autoscaling)
- [Autoscaler Tuning for Artifact Registry](https://zop.dev/solutions/gcp-artifact-registry/autoscaling)
- [Autoscaler Tuning for Azure VMs](https://zop.dev/solutions/azure-virtual-machines/autoscaling)
- [Autoscaler Tuning for AKS](https://zop.dev/solutions/azure-aks/autoscaling)
- [Autoscaler Tuning for Azure SQL](https://zop.dev/solutions/azure-sql-database/autoscaling)
- [Autoscaler Tuning for Azure Functions](https://zop.dev/solutions/azure-functions/autoscaling)
- [Autoscaler Tuning for VMSS](https://zop.dev/solutions/azure-vm-scale-sets/autoscaling)
- [Autoscaler Tuning for Databricks](https://zop.dev/solutions/azure-databricks/autoscaling)
- [Autoscaler Tuning for ML Compute](https://zop.dev/solutions/azure-ml-compute/autoscaling)

## Frequently asked questions

### Where should I start?

Start with the FinOps overview for the discipline that ties it together, then use the specific guide, cloud, or location page for the task you are on.

### Is production at risk?

No. Production is excluded by default; ZopNight acts only on the non-production resources you choose.

### What access does ZopNight need?

A read-only role to start. Discovery, cost reporting, and recommendations all run read-only, and you enable actions when you are ready.