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JFrog Artifactory vs Zilliz Cloud comparison

 

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:
 

Categories and Ranking

JFrog Artifactory
Ranking in AI Software Development
8th
Average Rating
8.2
Reviews Sentiment
7.4
Number of Reviews
16
Ranking in other categories
Repository Managers (2nd)
Zilliz Cloud
Ranking in AI Software Development
27th
Average Rating
8.6
Reviews Sentiment
4.6
Number of Reviews
2
Ranking in other categories
Vector Databases (19th)
 

Mindshare comparison

As of June 2026, in the AI Software Development category, the mindshare of JFrog Artifactory is 0.4%. The mindshare of Zilliz Cloud is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
JFrog Artifactory0.4%
Zilliz Cloud0.4%
Other99.2%
AI Software Development
 

Featured Reviews

VB
Development Senior at a financial services firm with 5,001-10,000 employees
Supports a wide variety of packages with robust security features but needs tighter cloud integration
The best features of JFrog Artifactory include the core functionality of package management and software management, along with scanning capabilities to prevent vulnerabilities from being introduced. The metadata management feature was particularly useful for managing packages within JFrog Artifactory. We utilized Xray integration with JFrog Artifactory, which was instrumental in managing vulnerabilities overall. JFrog Artifactory has robust functionality in terms of access control, which helped us ensure minimal access to various artifacts. I would rate it eight out of ten because it is a great product that is widely used in the industry. It has excellent features from an artifact management perspective and maintains good integrations.
PrinceKumar2 - PeerSpot reviewer
Cloud Engineer at Rishabh Software
Managed vector search has reduced infrastructure overhead and empowers faster AI workloads
Zilliz Cloud has allowed us to focus on building the AI products without the overhead of operating vector database infrastructure. The best features Zilliz Cloud offers, in my opinion, include high-performance similarity search, managed infrastructure for cluster maintaining, infrastructure scaling, backup management, storage planning, Milvus compatibility, and metadata filtering. The offering of this managed infrastructure of a vector database is most useful for me, and the high-performance similarity search is useful in my case. Regarding the similarity search, it delivers low latency retrieval and maintains strong relevance in returned units, which is particularly useful for me. Zilliz Cloud has positively impacted my organization because initially, we spent too much time hosting self-hosted Milvus and planning for infrastructure that did not yield very useful results. Now, we do not have the overhead of managing infrastructure for my vector database, so we can directly focus on building our RAG system and AI workload. Time saved is the first and foremost outcome since all the time we invested in self-hosting Milvus has been redirected towards building the AI workloads. Time has definitely been saved, which is the primary benefit of using Zilliz Cloud.

Quotes from Members

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

Pros

"The most valuable feature is that it is a centralized repository and that you can open multiple repositories for different types of artifacts."
"The best features JFrog Artifactory offers are a unified store for our builds, Docker, and everything, and its integration into CI/CD, which is quite smooth for us as we are using it across several different repositories and two different package types including Go and Java Spring Boot."
"Having a standard solution such as JFrog Artifactory has affected productivity and collaboration positively."
"Artifactory has helped us modernize, and that's something that we can't do without."
"JFrog Artifactory has definitely impacted our organization in a positive manner, as approximately 20,000 people or 20,000 pipelines use it on a day-to-day basis and most of the time it saves time because it is very fast, with tools, services, and features that are really brilliant and no other tool can match."
"The most valuable feature I have found is the JFrog CLI."
"JFrog Artifactory has positively impacted my organization by centralizing artifact management and improving consistency across builds."
"The core functionality is most valuable for indexing and metadata of all the artifacts, but within the last year or two, we've been using the Projects feature, which has been very helpful. We can now assign individual admins for different projects and repos so that they can self-manage their own user permissions for their data. My IT DevOps team doesn't have to be the facilitators of that. It's now more of a self-service capability for them."
"Zilliz Cloud has allowed us to focus on building the AI products without the overhead of operating vector database infrastructure."
"The best feature of Zilliz Cloud is that it helps in very high-performance vector search, and it is also very scalable, with very low latency that helps provide faster results."
 

Cons

"The latest version that I am using is 7.41. It has been upgraded graphics-wise, but there is a bit of slowness. They can improve the graphical interface for the admin jobs and make it faster."
"It's an enterprise product that acts like an enterprise product. In other words, it's not a product where they focus on user experience."
"In some of the latest versions of JFrog's SaaS solution, they changed the user interface, the SSO settings, how you interact with them over API, and how you generate tokens. It was very confusing for me. The overall user management is very complicated."
"We're looking for something that has additional reporting capabilities on data growth and data aging. This goes back to storage lifecycle management so that the actual Artifactory itself can provide these reports to either the administrators or the users. I don't know if it has those capabilities. That's something we have to look into regarding the self-service dashboard, but the tool itself having those capabilities would be great rather than trying to do it at the underlying storage hardware layer."
"I would like to see written technical support instead of having to contact them directly."
"JFrog could improve this product with tighter integration capabilities."
"Currently, JFrog Artifactory doesn't have AI features, which is an area they could update in the future."
"JFrog Artifactory could be improved for simpler workflows without dedicated infra teams or dedicated DevOps, as it could be difficult to configure."
"It can be improved a little bit on the search functionality."
 

Pricing and Cost Advice

"It is a bit expensive. It could be a little bit lower or have an a la carte option because, in our case, we had to go to the next version of Enterprise X because we needed one feature, which was more than three projects. We don't need all the other capabilities, but we're paying for all those. It's almost twice the cost of the previous version. So, it would be nice to have something along those lines."
"I am not aware of its cost, but it is worth investing in this. My guess is that its price is not much because we generally prefer open-source solutions, and if we are investing, we don't go for expensive ones. Our selection is based on the market demand and needs, and we invest only if something is worth the cost."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Computer Software Company
12%
Manufacturing Company
10%
Comms Service Provider
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise4
Large Enterprise12
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for JFrog Artifactory?
The pricing is very competitive and fits well within our budget.
What needs improvement with JFrog Artifactory?
Even when creating any application, there are parts we need to focus on. Currently, JFrog Artifactory doesn't have AI features, which is an area they could update in the future.
What is your primary use case for JFrog Artifactory?
Currently, we are using JFrog Artifactory to store artifacts and we are using JFrog to scan those artifacts by using Xray scan.JFrog Artifactory allows you to create many repositories. Currently, I...
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Overview

 

Sample Customers

Oracle, Cisco, Cars.com, Riot Games, Google, CA Technologies
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