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Comet vs Zenoss Cloud comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 5, 2026

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

Comet
Ranking in AIOps
12th
Average Rating
8.4
Reviews Sentiment
5.9
Number of Reviews
9
Ranking in other categories
AI Observability (12th)
Zenoss Cloud
Ranking in AIOps
28th
Average Rating
8.4
Reviews Sentiment
7.1
Number of Reviews
8
Ranking in other categories
Application Infrastructure (18th), Event Monitoring (13th), Network Monitoring Software (69th), Server Monitoring (25th), IT Infrastructure Monitoring (54th), Container Monitoring (8th), Cloud Monitoring Software (42nd)
 

Mindshare comparison

As of June 2026, in the AIOps category, the mindshare of Comet is 1.1%, up from 0.0% compared to the previous year. The mindshare of Zenoss Cloud is 2.2%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AIOps Mindshare Distribution
ProductMindshare (%)
Comet1.1%
Zenoss Cloud2.2%
Other96.7%
AIOps
 

Featured Reviews

reviewer2827170 - PeerSpot reviewer
Student at a university with 10,001+ employees
Organizing research experiments has improved and supports faster model comparison and learning
My experience with Comet has been very positive, but there are a few areas where it could be improved. One area is the learning curve for new users. Some of the more advanced features can feel overwhelming at first, especially for students who are new to machine learning experiment tracking. More beginner-friendly tutorials and guided onboarding would help. I would also like to see more customization options for dashboards and visualizations, making it easier to create views tailored to specific projects. Another improvement would be deeper integration with commonly used collaboration tools, which would streamline project documentation and team workflows. There are a few additional areas where Comet could improve. From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate. Regarding documentation, while the available resources are helpful, I would appreciate more beginner-focused examples, step-by-step tutorials, and real-world use cases. For support, my experience has generally been good, but having more community resources, discussion forums, webinars, or educational content specifically aimed at students and researchers would be valuable.
ClaudiaChen - PeerSpot reviewer
Cloud Architect - Senior Technology Architect at Telstra
Generates close to real-time alerts so users can resolve issues, but needs more integration and public cloud monitoring features
As Zenoss Service Dynamics is more for network-centric devices and you want to monitor, for example, a server, its services, IP addresses, and interfaces, if it's a network and you're going to monitor multiple items, you'll be charged multiple times. This is what Zenoss Service Dynamics needs to improve to make sure that customers pay just one fee to monitor the entire server. What I'd like to see in Zenoss Service Dynamics in the future is a public cloud monitoring feature, particularly for the Azure public cloud. Another additional feature I'd like to see in the next release of the solution is integration with the Azure public cloud because I know that there are some services from Azure that Zenoss Service Dynamics is currently unable to monitor.

Quotes from Members

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

Pros

"Comet has positively impacted my organization by definitely reducing my manual work."
"I feel that I save about one hour of work per day thanks to Comet."
"Comet has positively impacted my organization by making work easier and faster."
"Comet has been a very helpful tool in our machine learning workflows, helping us improve reproducibility, collaboration, and visibility across all the AI projects that we manage."
"The best features Comet offers include the agentic capability that I previously explained, where it compares and acts upon my instructions, goes through websites, makes summaries, and drafts emails, which is what I actually appreciate most in Comet browser."
"Comet's return on investment is evident through significant time reduction, which is the most crucial factor I have observed."
"I save approximately thirty percent of overall time in the release cycle thanks to Comet."
"I estimate I spend around thirty to forty percent less time organizing and comparing experiment results compared to manual tracking."
"With this solution, they can have one million users at the same time with no crashes."
"Zenoss is more complex than LogicMonitor, but scalable and hugely customizable."
"It's easy to use."
"Its Docker Container concept is mind blowing. It is the first monitoring tool which comes with Docker features."
"It is the most flexible solution of this type, but it takes time to adapt."
"The most valuable feature is the flexible discovery mechanism."
"It is very cost-effective compared to the tools I worked with in the past."
"The custom built integration is one of the most valuable features because you can see all the especially critical items."
 

Cons

"Comet can be improved by being more stable and providing security features similar to Brave."
"The only thing I wish for is that Comet runs a bit slower than I would prefer."
"I feel that Comet needs to enhance security; I believe we could be hacked, risking information leaks."
"The agent technology hallucinates frequently, so it can give me wrong summaries or decisions and misinterpret some information."
"SageMaker itself has a cumbersome interface, which makes launching Comet somewhat of a hassle."
"Pricing is one of the major challenges that Comet is facing."
"Some areas I believe Comet can improve include scalability limits, as I face challenges when scaling."
"From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate."
"The inclusion of a feature to show a graphical view of the network would be a helpful improvement."
"There was a problem with Zenoss and storage monitoring."
"As Zenoss Service Dynamics is more for network-centric devices and you want to monitor, for example, a server, its services, IP addresses, and interfaces, if it's a network and you're going to monitor multiple items, you'll be charged multiple times. This is what Zenoss Service Dynamics needs to improve to make sure that customers pay just one fee to monitor the entire server. What I'd like to see in Zenoss Service Dynamics in the future is a public cloud monitoring feature, particularly for the Azure public cloud. Another additional feature I'd like to see in the next release of the solution is integration with the Azure public cloud because I know that there are some services from Azure that Zenoss Service Dynamics is currently unable to monitor."
"Technical support is 3/10, poor: Incomplete and poor documentation Undocumented processes Inconsistent solutions to problems depending on source"
"The AI aspect needs to improve."
"This solution is complex for beginners so it takes some time to learn."
"Now it is stable, but they should design threshold parameters in percentage instead of raw values."
"It would be ideal if the product offered sound alerts."
 

Pricing and Cost Advice

Information not available
"There are additional costs you'll have to pay apart from the license fee for Zenoss Service Dynamics. I can't remember exactly how much my company is paying because I don't handle the finance part, but the cost is paid annually. On a scale of one to five, with one being the cheapest and five being the most expensive, I'm rating the solution three out of five."
"The pricing depends on the environment, the number of services, and the size of the data center. It can go from $100,000 to a million dollars."
"It is very cost-effective compared to the tools I worked with in the past. The company is gaining a lot with respect to the cost factor. It provides agentless monitoring and in a very cheap way."
"It depends on the customer, what he wants."
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Top Industries

By visitors reading reviews
Energy/Utilities Company
17%
Financial Services Firm
12%
Construction Company
10%
Comms Service Provider
7%
Comms Service Provider
11%
Construction Company
10%
Manufacturing Company
9%
Transportation Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise3
Large Enterprise4
By reviewers
Company SizeCount
Small Business4
Large Enterprise5
 

Questions from the Community

What needs improvement with Comet for SageMaker Partner AI Apps?
The agent technology hallucinates frequently, so it can give me wrong summaries or decisions and misinterpret some information. I believe it is not fully developed; however, for small tasks such as...
What is your primary use case for Comet for SageMaker Partner AI Apps?
I use Comet for summarizing articles and videos and getting PDFs instantly to draft emails and plan trips. I extract insights, which is the primary function I use Comet for most of the time. My end...
What is your experience regarding pricing and costs for Comet?
My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of o...
What is the best network monitoring software for large enterprises?
In my experience, I worked with many monitoring software, but the one that gave me the most functionalities of a large-scale company is Zenoss, due to its ability to monitor completely hybrid and a...
 

Comparisons

 

Also Known As

Comet for SageMaker Partner AI Apps
Cloud Monitoring, Zenoss Service Dynamics
 

Overview

 

Sample Customers

Information Not Available
2degrees, Rackspace, State of North Dakota, El Paso Independent School District, NWN Corporation
Find out what your peers are saying about Comet vs. Zenoss Cloud and other solutions. Updated: April 2026.
896,942 professionals have used our research since 2012.