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Google Cloud's operations suite (formerly Stackdriver) 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

Google Cloud's operations s...
Average Rating
8.0
Reviews Sentiment
7.0
Number of Reviews
10
Ranking in other categories
Application Performance Monitoring (APM) and Observability (27th), Log Management (30th), Cloud Monitoring Software (21st)
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) (2nd)
 

Featured Reviews

Anand_Patel - PeerSpot reviewer
Offers reliable Ops Agent and logging transport feature with easy third-party integrations
As part of our company, we implemented several changes in our log analytics pattern, including the storage and procurement process. Earlier, before implementing the solution, our company was able to procure only one year of data, but later, we came to the three-year mark. Around 15-20% reduction has been witnessed in the total analytic consumption of our company. The aforementioned result was possible because the solution allowed the creation of a dashboard where factors like storage costs, proportion of logs, and logs presence in a storage bucket or BigQuery can all be checked. Earlier all logs were stored in a raw storage, but currently our company is able to move logs in table bucket that contributes towards cost savings.
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

"The cloud login enables us to get our logs from the different platforms that we currently use."
"Google's technical support is very good."
"I like the monitoring feature."
"Our company has a corporate account for Google Cloud and so our systems and clusters integrate really well."
"Offers a valuable logging transport feature"
"The features that I have found most valuable are its graphs - if I need any statistics, in Kubernetes or Kong level or VPN level, I can quickly get the reports."
"Provides visibility into the performance uptime."
"It's easy to use."
"The solution is useful to collect huge metrics."
"The most valuable feature is that we can receive information in different formats."
"Prometheus is a scalable and flexible tool that I can deploy on any cloud platform."
"Stability-wise, I rate the solution a ten out of ten."
"It lets me proactively identify and resolve system issues. This, in terms of, most of the time, really reduces downtime. Because when there are notifications on time when we engage it quickly on time, our downtime is highly reduced. So basically, Prometheus is for monitoring and alerting."
"The product is easy to maintain."
"The most valuable features of Prometheus for metrics collection and monitoring are its stability, robustness, and rich set of features."
"I like its lightweight configuration functions."
 

Cons

"Lacking sufficient operations documentation."
"The product provides minimal metrics that are insufficient."
"The logging functionality could be better."
"This solution could be improved if it offered the ability to analyze charts, such as a solution like Kibana."
"It could be even more automated."
"If I want to track any round-trip or breakdowns of my response times, I'm not able to get it. My request goes through various levels of the Google Cloud Platform (GCP) and comes back to my client machine. Suppose that my request has taken 10 seconds overall, so if I want to break it down, to see where the delay is happening within my architecture, I am not able to find that out using Stackdriver."
"It is difficult to estimate in advance how much something is going to cost."
"While we are satisfied with the overall performance, in certain cases we must add additional metrics and additional tools like Grafana and Dynatrace."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"One potential area for improvement would be fixing the occasional glitches and bugs."
"Prometheus' UI color can improve. Using the Prometheus UI for configuration or analyzing queries is a horrible experience."
"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 interface is not particularly user-friendly and that could be improved."
"There is a need for a more comprehensive overview of exporters, especially when dealing with many of them."
"There isn’t much clarity regarding the issues that happen at the server end. It is a push model and from the client’s point of view, it needs to look better and solve remote issues."
"The alert functionality is kind of lackluster."
 

Pricing and Cost Advice

"The cost could be lower."
"We have a basic standard license without any additional costs."
"The cost of using Stackdriver depends on usage."
"It is an open-source tool."
"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."
"The product is expensive compared to Datadog."
"The product is free."
"Prometheus is an open-source tool."
"We use the solution's open-source version."
"The solution is not expensive."
"The tool is open-sourced."
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
14%
Media Company
7%
University
6%
Financial Services Firm
24%
Computer Software Company
14%
Manufacturing Company
6%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise8
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise8
Large Enterprise12
 

Questions from the Community

What needs improvement with Google Stackdriver?
If the errors are caught early in the interface, it would be easier for users to manage. The process of logging analytics can be improved.
What is your primary use case for Google Stackdriver?
I use the solution for logging, defining alerts, and monitoring. Our company's Java and Python logging teams mainly use it.
What advice do you have for others considering Google Stackdriver?
The Ops Agent and logging transport feature of the solution have had a major impact on improving application performance. The solution also allows the transport of logs into log buckets, which is h...
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

Google Stackdriver, Stackdriver Monitoring, Stackdriver Logging, Google Cloud Monitoring
Utopia Data Quality
 

Overview

 

Sample Customers

Uber, Batterii, Q42, Dovetail Games
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 Google Cloud's operations suite (formerly Stackdriver) vs. Prometheus-AI Platform and other solutions. Updated: September 2025.
868,706 professionals have used our research since 2012.