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Calico Cloud vs Comet comparison

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Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

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

ROI

Sentiment score
7.0
Calico Cloud enhances ROI by optimizing network security, reducing costs, and improving operational efficiency and incident resolution.
Sentiment score
6.0
Comet improved productivity by reducing manual tasks, enhancing efficiency, and enabling faster project timelines through automation and collaboration.
We are able to reduce the number of times needed for debugging through the service graph and the recommendations for the micro-segmentation of their security tool, helping us identify necessary network policies.
DevOps Engineer at Heckerbella
Calico Cloud not only secures our network infrastructure but also assures that we are not incurring costs due to breaches, which is a significant factor in the ROI.
DevOps Engineer at Exponential Craft
It has reduced the time spent troubleshooting network connectivity issues, improved visibility into Kubernetes traffic, and helped us enforce consistent security policies across clusters.
Senior Systems Engineer at a tech vendor with 10,001+ employees
I estimate I spend around thirty to forty percent less time organizing and comparing experiment results compared to manual tracking.
student at a university with 5,001-10,000 employees
I have seen a positive return on investment with Comet in my experiment management process, as it has definitely reduced the manual work and helped me iterate on models faster.
AI/ML Engineer at a educational organization with 501-1,000 employees
Comet's return on investment is evident through significant time reduction, which is the most crucial factor I have observed.
Senior Data Scientist at Evolvision Technologies
 

Customer Service

Sentiment score
6.4
Calico Cloud offers reliable support with strong vendor-management; user-friendly design minimizes reliance on documentation and support services.
Sentiment score
5.7
Comet's efficient customer service offers rapid responses, helpful documentation, and positive support, ensuring a seamless user experience.
Customer support is very good, and they have responded to us whenever we have encountered issues with the product.
Senior Systems Engineer at a tech vendor with 10,001+ employees
Calico Cloud is quite a usable product.
DevOps Engineer at Heckerbella
I believe the relationship between vendors and our management team was effective.
DevOps Engineer at Exponential Craft
Comet's help center contributes significantly to building the AI-powered solution smoothly and rapidly.
Senior Data Scientist at Evolvision Technologies
I have reached out to the technical support of Comet via email only and it worked well.
Senior Data Scientist at Evolvision Technologies
I was able to troubleshoot all the issues with the online discussion forums.
student at a university with 5,001-10,000 employees
 

Scalability Issues

Sentiment score
6.8
Calico Cloud is praised for scalable and secure Kubernetes integration, effectively managing traffic and reinforcing its industry reputation.
Sentiment score
6.0
Comet efficiently handles scalability, accommodating increased workloads and team growth, ensuring stability and performance across varied project sizes.
We have not had issues with scalability.
DevOps Engineer at Heckerbella
It has over the years demonstrated its scalability and the adoption of products across the industry.
DevOps Engineer at Exponential Craft
Calico Cloud has scaled well with our Kubernetes environment and has many capabilities that make it easier to apply consistent security policies across multiple clusters.
Senior Systems Engineer at a tech vendor with 10,001+ employees
Comet's scalability is excellent, as it can generate customized user-to-user browsers.
Senior Data Scientist at Evolvision Technologies
Overall, I would say Comet scales very well for academic to mid-sized machine learning projects, and it remains usable.
student at a university with 5,001-10,000 employees
I found Comet to be quite scalable for the projects I have worked on, including handling larger workloads without major issues.
AI/ML Engineer at a educational organization with 501-1,000 employees
 

Stability Issues

Sentiment score
8.3
Calico Cloud is widely praised for its stability, with unanimous agreement on its consistent and reliable performance.
Sentiment score
8.2
Comet is reliable and stable for ML operations, supporting multiple users with minimal issues, though limited in hyperparameter optimization.
Comet is stable and reliable during my usage, especially for logging metrics and tracking the experiments across different runs.
AI/ML Engineer at a educational organization with 501-1,000 employees
Many times we need to look out for different high parameterized fine-tuned models and we need to have high capabilities of browsing scenarios as well, and that is where it is lagging.
Senior Data Scientist at Evolvision Technologies
 

Room For Improvement

Calico Cloud users seek improvements in performance, resource efficiency, security features, and documentation for better user experience and system efficiency.
Comet users want faster performance, better onboarding, improved customization, advanced features, tighter security, and pricing flexibility for non-technical users.
Adding a speech feature on top of it, such as a summarization of what has actually happened, would be useful for troubleshooting faster.
DevOps Engineer at Heckerbella
Having a searchable summary feature, such as a chatbot, could help users quickly resolve issues without having to read extensive documentation.
DevOps Engineer at Exponential Craft
The pricing, implementation cost, and licensing of Calico Cloud could be reduced.
Cloud architect at a tech vendor with 10,001+ employees
It needs to be smarter, utilizing better AI engines to combine data from various sources, and improve the intelligence of its answers, creativity, and document creation capabilities.
Manager & Co-Founder at Arido
Comet can be improved by being more stable and providing security features similar to Brave.
Cloud Operations Engineer at a tech vendor with 51-200 employees
Comet needs smarter algorithms to understand user inquiries and provide better reasoning steps.
Senior Data Scientist at Evolvision Technologies
 

Setup Cost

Comet offers cost-effective, flexible cloud-based pricing with seamless integration and transparent billing, eliminating hardware investment needs.
They decided that the cost of implementing Calico Cloud outweighed the risk of not having it based on our industry needs.
DevOps Engineer at Exponential Craft
The licensing was payable with the best pricing based on what they are offering.
DevOps Engineer at Heckerbella
I found it easy to understand the pricing and subscription models for faster integration.
Senior Data Scientist at Evolvision Technologies
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 only twenty dollars, which is acceptable to me.
Automation Engineer at a tech services company with 501-1,000 employees
 

Valuable Features

Calico Cloud leverages eBPF for performance, enhances Kubernetes security, and provides advanced network management with intuitive UI and micro-segmentation.
Comet enhances AI project management with experiment tracking, automation, dashboards, and seamless ML framework integration, boosting productivity.
You create policies to prevent someone from logging into a particular container, and since it has its native container security interface, this helps protect against unauthorized access or damage in the cloud.
DevOps Engineer at Exponential Craft
Calico Cloud is a portable tool that can work with different types of Kubernetes clusters, it greatly facilitates deployment in different projects.
Cloud architect at a tech vendor with 10,001+ employees
Overall, it has helped our platform and DevOps team deploy changes with greater confidence, respond to incidents more quickly, and maintain a more secure and reliable Kubernetes environment.
Senior Systems Engineer at a tech vendor with 10,001+ employees
The feature that keeps tabs open is great because they are updated and still on the same page where I left off, which is super helpful, allowing me to quickly return to what I was working on.
Manager & Co-Founder at Arido
It has transformed the workflow because fewer people are needed for some tasks, and the automation of tasks means that not much human effort is required.
Cloud Operations Engineer at a tech vendor with 51-200 employees
This setup significantly reduces task efficiency in high latency scenarios, providing dynamic websites, faster responses, quicker solutions, and smoother searches compared to typical browsing methods.
Senior Data Scientist at Evolvision Technologies
 

Categories and Ranking

Calico Cloud
Ranking in AI Observability
22nd
Average Rating
7.8
Reviews Sentiment
6.5
Number of Reviews
5
Ranking in other categories
Container Security (28th), Cloud-Native Application Protection Platforms (CNAPP) (19th)
Comet
Ranking in AI Observability
10th
Average Rating
8.6
Reviews Sentiment
5.8
Number of Reviews
10
Ranking in other categories
AIOps (8th)
 

Mindshare comparison

As of October 2026, in the AI Observability category, the mindshare of Calico Cloud is 0.6%, up from 0.2% compared to the previous year. The mindshare of Comet is 0.8%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Comet0.8%
Calico Cloud0.6%
Other98.6%
AI Observability
 

Featured Reviews

Olakunle Obasoro - PeerSpot reviewer
DevOps Engineer at Exponential Craft
Security posture has become visible and container risks are managed proactively
Regarding improvements for Calico Cloud, there is a need to build agentic security systems. I believe Calico Cloud is progressing towards this, and I believe they can enhance their teaching methods to facilitate adoption. Documentation needs continuous improvement. It is good and easy to read, but it can get better. Having a searchable summary feature, such as a chatbot, could help users quickly resolve issues without having to read extensive documentation. At the moment, I do not believe there are more improvements needed, but as mentioned earlier, there should be a focus on better documentation, possibly by embedding chatbot features that could respond to user prompts effectively.
reviewer2827170 - PeerSpot reviewer
student at a university with 5,001-10,000 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.
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Top Industries

By visitors reading reviews
No data available
Manufacturing Company
12%
Energy/Utilities Company
12%
Construction Company
10%
Outsourcing Company
10%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise4
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for Calico Cloud?
My experience with pricing, setup cost, and licensing for Calico Cloud was determined by management who evaluated the costs related to potential breaches. They decided that the cost of implementing...
What needs improvement with Calico Cloud?
I think there are a couple of issues with Calico Cloud, at least during the first time I used it more intensively. One issue is about IP cable scaling bottlenecks. By default, Calico Cloud uses sta...
What is your primary use case for Calico Cloud?
My main use case for Calico Cloud was primarily cloud network security. An unfortunate aspect of cloud architecture is that many cloud architects believe networking is somehow already handled or th...
What needs improvement with Comet for SageMaker Partner AI Apps?
One area I would like to see Comet improve is in the ease of navigating and comparing a large number of experiments, as better filtering and quicker ways to find specific runs would make the workfl...
What is your primary use case for Comet for SageMaker Partner AI Apps?
My main use case for Comet is ML experiment tracking and evaluation. A specific example of how I use Comet is that I typically track model runs, compare the metrics and the hyperparameters, and kee...
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...
 

Comparisons

 

Also Known As

No data available
Comet for SageMaker Partner AI Apps
 

Overview

Find out what your peers are saying about Calico Cloud vs. Comet and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.