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Comet vs VictoriaMetrics comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jul 16, 2026

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
6.0
Comet improved productivity by reducing manual tasks, enhancing efficiency, and enabling faster project timelines through automation and collaboration.
Sentiment score
6.7
VictoriaMetrics reduces costs by up to 60%, improves efficiency and performance, and enhances client satisfaction with easy management.
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 5,001-10,000 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
I have seen a return on investment with VictoriaMetrics, saving 40% in storage costs compared to Prometheus, reducing query latency by 60%, and cutting maintenance time by half.
DevOps Engineer
time was saved due to simplicity and a shorter learning curve compared to other tools.
Director at a consultancy with 11-50 employees
Because VictoriaMetrics runs more efficiently and much faster, debugging an issue or understanding system performance is much easier.
Associate Director at Husk Power Systems
 

Customer Service

Sentiment score
5.7
Comet's efficient customer service offers rapid responses, helpful documentation, and positive support, ensuring a seamless user experience.
Sentiment score
5.6
VictoriaMetrics' responsive customer service, quick support, and helpful community backing garner positive feedback, enhancing user satisfaction and engagement.
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
We reached out once or twice for minor issues during the initial setup and integration, and they were helpful in resolving the issues.
Director at a consultancy with 11-50 employees
VictoriaMetrics customer support is exceptional.
Observability Engineer
We use the open-source version of VictoriaMetrics, so we did not require any customer support.
Software Engineer at a outsourcing company with 201-500 employees
 

Scalability Issues

Sentiment score
6.0
Comet efficiently handles scalability, accommodating increased workloads and team growth, ensuring stability and performance across varied project sizes.
Sentiment score
7.9
VictoriaMetrics is praised for its scalability, stability, and easy cloud integration, efficiently handling large time series data.
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 5,001-10,000 employees
It handles large volumes of time series data efficiently, using less memory and disk compared to Prometheus or Thanos.
DevOps Engineer
We deploy and embed it in our Helm chart and it works out of the box.
Founder
VictoriaMetrics has handled increases in data and users smoothly so far.
Director at a consultancy with 11-50 employees
 

Stability Issues

Sentiment score
8.2
Comet is reliable and stable for ML operations, supporting multiple users with minimal issues, though limited in hyperparameter optimization.
Sentiment score
8.6
VictoriaMetrics is praised for stability, reliability, and compatibility with Kubernetes, requiring no updates or downtime according to users.
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 5,001-10,000 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
In terms of accuracy and reliability, VictoriaMetrics's output is pretty sufficient and works very well in a native Kubernetes setup, which I appreciate.
DevOps Architect at a tech vendor with 11-50 employees
The components are simple, restarts are fast, and stateless parts can be replaced without data loss.
DevOps Engineer
Regarding stability, I would rate it a ten out of ten.
 

Room For Improvement

Comet users want faster performance, better onboarding, improved customization, advanced features, tighter security, and pricing flexibility for non-technical users.
VictoriaMetrics should improve UI with OpenTelemetry features and enhance pricing, documentation, integrations, automation, and data management strategies.
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
For our use cases, it is a really good offering, and while we would be interested to see what else it brings in the future, at this point in time it checks all our boxes and we are quite satisfied with it.
Director at a consultancy with 11-50 employees
VictoriaMetrics is quite a good project and quite easy to use overall.
Software Engineer at a outsourcing company with 201-500 employees
I compared it with my experience on other time series databases, and it has a huge advantage, so I do not see the need for urgent improvements or optimizations.
Software Engineer & Data Analyst at a consultancy with 11-50 employees
 

Setup Cost

Comet offers cost-effective, flexible cloud-based pricing with seamless integration and transparent billing, eliminating hardware investment needs.
VictoriaMetrics offers minimal costs due to its open-source model, with straightforward setup and optional affordable paid subscriptions.
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
We did not require any license for VictoriaMetrics since we are using the open-source version.
Software Engineer at a outsourcing company with 201-500 employees
I used the free open-source version, and it was sufficient for my needs.
Software Engineer & Data Analyst at a consultancy with 11-50 employees
My experience with pricing, setup cost, and licensing for VictoriaMetrics is positive since it is open-source under Apache 2.0, so there is no licensing cost.
DevOps Engineer
 

Valuable Features

Comet enhances AI project management with experiment tracking, automation, dashboards, and seamless ML framework integration, boosting productivity.
VictoriaMetrics offers fast, efficient, and scalable performance with cost-effective monitoring, supporting Prometheus and Kubernetes integrations for optimal resource usage.
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
The best aspect of using VictoriaMetrics is the reduction in resources including RAM, memory, disk, and other infrastructure requirements, which have all decreased substantially after implementation.
Software Engineer at a outsourcing company with 201-500 employees
In my experience, the best features VictoriaMetrics offers include that VM agent does its work very efficiently and does not use a lot of resources.
Head of Application Support
Its compact storage and fast query performance make it ideal for long-term metric storage.
DevOps Engineer
 

Categories and Ranking

Comet
Ranking in AIOps
8th
Average Rating
8.6
Reviews Sentiment
5.8
Number of Reviews
10
Ranking in other categories
AI Observability (8th)
VictoriaMetrics
Ranking in AIOps
13th
Average Rating
8.6
Reviews Sentiment
6.7
Number of Reviews
12
Ranking in other categories
Application Performance Monitoring (APM) and Observability (16th), Open Source Databases (10th), Server Monitoring (4th), IT Infrastructure Monitoring (12th), Log Management (12th), Container Monitoring (7th), Cloud Monitoring Software (14th), AI Observability Services (1st)
 

Mindshare comparison

As of November 2026, in the AIOps category, the mindshare of Comet is 1.5%, up from 0.3% compared to the previous year. The mindshare of VictoriaMetrics is 0.5%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AIOps Mindshare Distribution
ProductMindshare (%)
Comet1.5%
VictoriaMetrics0.5%
Other98.0%
AIOps
 

Featured Reviews

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.
reviewer2911872 - PeerSpot reviewer
DevOps Engineer
Long term metrics monitoring has improved AI workflows and now powers faster incident analysis
The best features VictoriaMetrics offers in my experience include fast query performance and efficient resource usage, seamless compatibility with the Prometheus ecosystem, a simple cluster architecture with minimal components, MetricsQL with useful functions beyond PromQL, and comprehensive tooling like VMAgent and VMAlert. VictoriaMetrics stands out to me because it is highly efficient, stable, and easy to run in air-gapped environments. It integrates well with Prometheus ecosystem tools like Kube-Prometheus-Stack and Grafana. Its compact storage and fast query performance make it ideal for long-term metric storage. The cluster setup is simple and scalable, which is a big advantage for production use.
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Top Industries

By visitors reading reviews
Outsourcing Company
12%
Manufacturing Company
11%
Energy/Utilities Company
11%
Construction Company
10%
Outsourcing Company
21%
Comms Service Provider
13%
Financial Services Firm
11%
Manufacturing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise3
Large Enterprise5
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise2
 

Questions from the Community

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...
What is your experience regarding pricing and costs for VictoriaMetrics?
Regarding pricing, setup cost, and licensing, we are using open source today.
What needs improvement with VictoriaMetrics?
Regarding performance gains or cost savings, I can add that native multitenancy is only in the cluster version, and on single-node, we had to build tenant isolation ourselves with labels and query ...
What is your primary use case for VictoriaMetrics?
VictoriaMetrics is our time-series store, and we have Helm charts that ship an embedded single-node VictoriaMetrics with 30-day rotation by default. Teams that already run VictoriaMetrics can point...
 

Comparisons

 

Also Known As

Comet for SageMaker Partner AI Apps
VictoriaMetrics Observability Enterprise Support
 

Interactive Demo

Demo not available
 

Overview

 

Sample Customers

Information Not Available
CERN, Grammarly, Adidas, Spotify R&D, DreamHost, Traefik Labs, DSV, MHI Vestas
Find out what your peers are saying about Comet vs. VictoriaMetrics and other solutions. Updated: October 2026.
921,523 professionals have used our research since 2012.