Best Auto Scaling Software

Researched and written by Rachana Hasyagar

Auto Scaling software dynamically allocates or deallocates computing resources based on an application’s requirement. This type of software can automatically scale up resources during high traffic and scale down when there is less traffic. IT administrators use auto scaling software to ensure the availability of cloud systems by adding more computing resources when needed and optimizing costs by automatically decommissioning instances when capacity requirement reduces.

Auto scaling has some features of cloud infrastructure monitoring software as it continuously monitors systems to check for resource usage. However, auto scaling software, in addition to monitoring, can also increase or decrease capacity allocation. It also has features that overlap with load balancing software, a tool that distributes traffic to healthy server instances to ensure continuous availability. Load balancing and auto scaling software working in tandem provide efficient management of resources. Auto scaling software provides new instances for which load balancing software can provide connections.

To qualify for inclusion in the Auto Scaling category, a product must:

  • Continuously monitor the cloud environment to identify capacity needs and free resources
  • Allocate and deallocate new instances if an application requires more or fewer resources
  • Anticipate demand fluctuations based on regular resource consumption patterns
  • Provide visibility into resource consumption across the system through a single dashboard or portal

How Many Auto Scaling Software Products Does G2 Track?

Total Products under this Category: 19

Category Stats (Jun 2026)

  • Average Rating: 4.55/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: AWS Auto Scaling (+0.11%) - Among all products in this category, AWS Auto Scaling recorded the largest rating increase compared to last month

Last updated: June 23, 2026

How Does G2 Rank Auto Scaling Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 1,600+ Authentic Reviews
  • 19+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

Best Auto Scaling Software At A Glance

Leader:
Google Compute Engine
Highest Performer:
ScaleOps
Easiest to Use:
Cast AI
Top Trending:
Cast AI
Best Free Software:
Google Compute Engine

Google Compute Engine

(952)4.5 out of 5
Product Description

Compute Engine is Google's infrastructure as a service (IaaS) platform for organizations to create and run cloud-based virtual machines.

Users: Software Engineer, Data Engineer · Industries: Information Technology and Services, Computer Software · Market Segment: 35% Small-Business, 34% Enterprise
User Sentiment

Reviewers like the flexibility and control Google Compute Engine provides over infrastructure, its compatibility with CI/CD pipelines, the ability to create custom machines, and its integration with other Google Cloud services. Reviewers noted that the setup and management can be complex, requiring solid knowledge of networking and VM configurations, the cost management can be difficult to predict, and the protection against bots, especially cryptobots, could be improved.

ProsEase of Use, Scalability, Virtual Machines, Features, Google Cloud Platform
ConsPricing Issues, Expensive, Cost Management, Complexity, Learning Difficulty
Year Founded
1998
HQ Location
Mountain View, CA
Company Website
https://cloud.google.com/
Twitter
@google
LinkedIn® Page
https://www.linkedin.com/company/1441/
Ownership
NASDAQ:GOOG
Phone
+1 (650) 253-0000

Cast AI

(192)4.6 out of 5
Product Description

Cast AI is an automation platform for operating cloud-native and AI infrastructure at scale. It keeps applications fast and stable by continuously optimizing production systems and eliminating manual

Users: DevOps Engineer, Senior DevOps Engineer · Industries: Financial Services, Information Technology and Services · Market Segment: 41% Mid-Market, 23% Enterprise
User Sentiment

Reviewers appreciate the user-friendly console, the visibility provided by the common dashboard, the workload autoscaler, and the significant cost savings due to efficient resource management. Reviewers noted issues with the need for manual rebalancing, the lack of integration with Oracle, and the complexity of initial setup and onboarding documentation.

ProsCost Management, Cost Saving, Ease of Use, Cost Reduction, Pricing
ConsScaling Issues, Expensive, Learning Difficulty, Poor Documentation, Pricing Issues
Year Founded
2019
HQ Location
Miami, FL
Company Website
https://cast.ai
Twitter
@cast_ai
LinkedIn® Page
https://www.linkedin.com/company/cast-ai
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AWS Auto Scaling

(257)4.5 out of 5
Product Description

Amazon EC2 Auto Scaling helps you maintain application availability and allows you to dynamically scale your Amazon EC2 capacity up or down automatically according to conditions you define. You can us

Users: Software Engineer, DevOps Engineer · Industries: Information Technology and Services, Computer Software · Market Segment: 40% Enterprise, 35% Mid-Market
ProsAuto Scaling, Scaling, Cost-Effective, Features, Performance
ConsScaling Issues, Complex Configuration, Difficulty in Usage, Slow Performance, Complexity
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

ScaleOps

(96)4.6 out of 5
Product Description

ScaleOps is a cloud resource management platform designed to automate resource optimization in real-time based on application context-awareness. This innovative solution continuously monitors live app

Users: DevOps Engineer · Industries: Computer Software, Financial Services · Market Segment: 53% Mid-Market, 36% Enterprise
ProsCustomer Support, Ease of Use, Cost Saving, Cost Reduction, Easy Setup
ConsScaling Issues, Slow Performance, Difficulty in Usage, Missing Features, Poor Documentation
Year Founded
2022
HQ Location
New York, US
Company Website
https://scaleops.com
LinkedIn® Page
https://www.linkedin.com/company/scaleops-sh

Amazon EC2 Auto Scaling

(30)4.6 out of 5
Product Description

Amazon EC2 Auto Scaling is a service that helps maintain application availability by automatically adjusting Amazon EC2 instance capacity to meet changing demand. It enables users to define scaling po

Industries: Computer Software, Information Technology and Services · Market Segment: 47% Small-Business, 43% Enterprise
ConsComplex Configuration, Complexity, Learning Difficulty
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

Pepperdata Capacity Optimizer

(39)4.6 out of 5
Product Description

Pepperdata Capacity Optimizer is the only real-time, automated cost optimization solution for Spark workloads that can immediately save you up to 47%. By instructing the scheduler to consider the actu

Industries: Computer Software, Banking · Market Segment: 72% Enterprise, 15% Mid-Market
ProsPerformance, Cost Saving, Resource Management, Savings, Analytics
ConsLack of Automation, Learning Curve, Learning Difficulty, Limited Availability, Limited Functionality
Year Founded
2012
HQ Location
Sunnyvale, US
Company Website
https://www.pepperdata.com/
Twitter
@pepperdata
LinkedIn® Page
https://www.linkedin.com/company/2703086/

Xosphere Instance Orchestrator

(17)5.0 out of 5
Product Description

Xosphere's super power is reducing AWS EC2 expense by up to 80%. Xosphere is the world's only intelligent cloud orchestration company empowering enterprises to seamlessly move applications to the rig

Market Segment: 41% Enterprise, 24% Mid-Market
Year Founded
2017
HQ Location
Woodland Hills, US
Company Website
https://www.xosphere.io
Twitter
@XosphereInc
LinkedIn® Page
https://www.linkedin.com/company/xosphereinc/

Real-Time Technology Solutions

(9)4.8 out of 5
Product Description

Avi Networks enables public-cloud-like simplicity and flexibility for application services such as load balancing, application analytics, and security in any data center or cloud.

Market Segment: 56% Enterprise, 33% Small-Business
Year Founded
1991
HQ Location
San Jose, CA
Company Website
https://www.broadcom.com/
Twitter
@broadcom
LinkedIn® Page
https://www.linkedin.com/company/broadcom/
Ownership
NASDAQ: CA
Phone
+1 800 225-5224

Alibaba Auto Scaling

(2)3.8 out of 5
Product Description

Auto Scaling is a service to automatically adjust computing resources based on your volume of user requests. When demand for computing resources increase, Auto Scaling automatically adds ECS instances

Market Segment: 100% Mid-Market
ProsAuto Scaling, Scaling
ConsPoor Documentation
HQ Location
Hangzhou
Company Website
https://www.aliyun.com
Twitter
@alibaba_cloud
LinkedIn® Page
https://www.linkedin.com/company/1218665/
Ownership
BABA

Amazon Aurora Serverless V2

(1)3.5 out of 5
Product Description

Product Description: Amazon Aurora Serverless v2 is an on-demand, auto-scaling configuration for Amazon Aurora that automatically adjusts database capacity based on application needs. It scales insta

Market Segment: 100% Small-Business
ProsCustomer Support, Ease of Use, Implementation Ease
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

AutoSpotting

(1)5.0 out of 5
Product Description

AutoSpotting allows you to safely and reliably cut your AWS EC2 costs by up to 90% (usually 50-80%) without long term commitments or upfront payments, by replacing EC2 instances in autoscaling groups

Market Segment: 100% Mid-Market
Year Founded
2022
HQ Location
Berlin, DE
Company Website
https://leanercloud.com/
LinkedIn® Page
https://www.linkedin.com/company/leanercloud/

Thoras AI

(3)5.0 out of 5
Product Description

Meet your infrastructure Al toolkit: Thoras leverages bleeding-edge Al to predict and scale your GPU and CPU resources, prevent downtime, and optimize Kubernetes workloads—saving you money and keeping

Market Segment: 100% Mid-Market
ProsAutomation, Auto Scaling, Customer Support, Easy Integrations, Features
ConsComplex Configuration, Complexity, Configuration Complexity, Time Consumption
HQ Location
N/A
Company Website
https://www.thoras.ai
LinkedIn® Page
https://www.linkedin.com/company/thoras/

UbiOps

(5)4.7 out of 5
Product Description

If you are a data scientist or engineer, at some point you want to bring your algorithm to production. And that means installing libraries, managing dependencies, deploying your scrips and models, ver

Market Segment: 60% Mid-Market, 40% Small-Business
Year Founded
2020
HQ Location
The Hague, NL
Company Website
https://ubiops.com/
Twitter
@UbiOps_
LinkedIn® Page
https://linkedin.com/company/ubiops

F5 BIG-IP WAF AWS Deployment & Integration

(2)4.5 out of 5
Product Description

Vandis engineers will work with your network and security teams to integrate F5 Network BIG-IP WAFs into your private network design on AWS. We will assist with the design and configuration of the VPC

Market Segment: 50% Small-Business
ProsConfigurability, Configuration Ease, Customization, Load Balancing, Quick Setup
ConsUX Improvement
HQ Location
Seattle, Washington
Company Website
https://f5.com/
Twitter
@F5Networks
LinkedIn® Page
https://www.linkedin.com/company/4841/

InfraGraf Network Traffic Forecasting

0 ratings
Product Description

InfraGraf Network Traffic Forecasting helps businesses get a future forecast of the network traffic based on historic data. Benefits offered by this solution includes accurate forecast of network traf

Year Founded
2007
HQ Location
Reston, VA
Company Website
https://stelligent.com/
Twitter
@Stelligent
LinkedIn® Page
https://www.linkedin.com/company/220927