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AWS Auto Scaling vs Prometheus-AI Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Sep 21, 2025

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

AWS Auto Scaling
Average Rating
8.8
Reviews Sentiment
7.0
Number of Reviews
21
Ranking in other categories
Application Performance Monitoring (APM) and Observability (15th)
Prometheus-AI Platform
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
Data Scrubbing Software (2nd), ERP (11th), Enterprise Asset Management (EAM) (3rd)
 

Featured Reviews

Mbula Mboma - PeerSpot reviewer
Boosts deployment efficiency with seamless automatic scaling capabilities
My primary use case for Auto Scaling is mainly to deploy applications at scale Auto Scaling has made the deployment of applications more efficient, allowing us to manage traffic and maintain performance as user counts increase. Auto Scaling is a cool feature that works well and its automatic…
MuhammadAzhar Khan - PeerSpot reviewer
Free to use and provides valuable monitoring capabilities
Prometheus is a scalable and flexible tool that I can deploy on any cloud platform. It is free to use and provides valuable monitoring capabilities. It allows me to save money by avoiding costs associated with AWS native services like CloudWatch or Amazon Prometheus. The ability to deploy on any cloud platform or environment, including Kubernetes, is a major advantage.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"AWS Auto Scaling is very good for managing traffic and creating new instances when necessary."
"I like the graphs provided by the tool."
"The tool gives you the flexibility to scale up and grow. The solution is also fast to deploy."
"Our internal business applications are hosted in AWS Auto Scaling."
"It can scale."
"The solution's monitoring effectively monitors our application and CPU utilization."
"The health check integration feature ensures that the instances are healthy and capable of absorbing traffic, thus serving their purpose effectively."
"I would highly recommend Auto Scaling to others because it is a fantastic feature that simplifies scaling processes and makes deployment efficient."
"The best thing about Prometheus is its integration."
"The solution offers an easy way to install and scratch values."
"The solution is useful to collect huge metrics."
"The most valuable features of Prometheus are the many functions available. The functions are helpful for understanding the behavior of applications and infrastructure."
"The solution can be deployed in thirty minutes."
"Prometheus is a scalable and flexible tool that I can deploy on any cloud platform."
"Prometheus gives us high availability automatically."
"The product is easy to maintain."
 

Cons

"The product’s pricing needs improvement."
"It could be cheaper."
"The solution is not out-of-the-box and you have to study to use it. It should be more easier to use."
"We can have more auto scaling algorithms implemented in AWS Auto Scaling."
"Flexibility in configuring the workload is missing in AWS Auto Scaling."
"The only area of improvement is the speed at which servers are launched. When cleaning up to six servers at a time, it can take up to 15 to 20 minutes to launch new servers."
"The tool must include AI features."
"The product could add more features for managing instances."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"Improvements could be made to the user interface."
"When it comes to deployment, if you have no experience with something like a CI/CD pipeline, it might be a challenge."
"If you want to collect details of metrics, you should be able to write a query for it directly. I want the product to offer better queries for the metrics."
"Prometheus can be initially difficult for users since it has its query language, PromQL. The minimalistic interface is complicated to understand. They need to improve their interface so that users who don't know PromQL can also use it. You can only leverage the tool when you know PromQL."
"The DSL could be improved."
"The scalability must be improved."
"Prometheus' UI color can improve. Using the Prometheus UI for configuration or analyzing queries is a horrible experience."
 

Pricing and Cost Advice

"AWS Auto Scaling's price is high."
"AWS Auto Scaling is a pay-per-use and pay-as-you-use service."
"AWS Auto Scaling is an expensive solution."
"The product has moderate pricing."
"The product is expensive."
"The pricing is good. I have not had any customers that have complained about the price."
"AWS Auto Scaling is a cheap solution."
"Prometheus is an open-source solution."
"The solution is free of cost."
"The tool is open-sourced."
"The product is free."
"We have the open-source version, so we don't pay for it."
"The solution is open source."
"The price of Prometheus is good, it is affordable because it is open source and there is no cost to it. You put it on your own server and the costs incurred completely depend on how you set it up."
"Prometheus is an open-source tool."
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Top Industries

By visitors reading reviews
No data available
Financial Services Firm
24%
Computer Software Company
15%
Manufacturing Company
6%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise2
Large Enterprise11
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise8
Large Enterprise12
 

Questions from the Community

What do you like most about AWS Auto Scaling?
The tool's most valuable feature is vertical auto-scaling, which is easy to use. However, most companies now prefer horizontal scaling. I set up the health check integration to monitor CPU usage. W...
What is your experience regarding pricing and costs for AWS Auto Scaling?
The pricing of Auto Scaling is medium range, neither high nor low.
What needs improvement with AWS Auto Scaling?
It is sometimes very critical to deploy on AWS since some servers are already running in the background. There are challenges for employees on how to deploy at a given time. It requires a downtime ...
What do you like most about Prometheus?
The most valuable feature of Prometheus is its ability to collect metrics.
What is your experience regarding pricing and costs for Prometheus?
Prometheus is cost-effective for me as it is free. Using cloud-native alternatives like Amazon Prometheus would incur charges.
What is your primary use case for Prometheus?
I use Prometheus for monitoring purposes in IT infrastructure. It is particularly useful for environments using Kubernetes, as it monitors ports, containers, instances, and applications effectively.
 

Also Known As

AWS Auto-Scaling
Utopia Data Quality
 

Overview

 

Sample Customers

Expedia, Intuit, Royal Dutch Shell, Brooks Brothers
Harley-Davidson Motor Company, Roche Diagnostics Corporation, Harman International Industries Inc., Hilmar Cheese Company, International Rectifier Corporation, Electrolux USA, GE Fanuc Intelligent Platforms, Rio Tinto Limited, Pertamina Pusat, Petrofac International Ltd, Cintas Corporation, Diyar United Company, Nortel Networks, Verizon
Find out what your peers are saying about AWS Auto Scaling vs. Prometheus-AI Platform and other solutions. Updated: September 2025.
868,183 professionals have used our research since 2012.