No more typing reviews! Try our Samantha, our new voice AI agent.

JFrog Artifactory vs MongoDB Atlas 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
7th
Average Rating
8.2
Reviews Sentiment
7.4
Number of Reviews
18
Ranking in other categories
Repository Managers (2nd)
MongoDB Atlas
Ranking in AI Software Development
14th
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
51
Ranking in other categories
Database as a Service (DBaaS) (4th), Managed NoSQL Databases (3rd), Database Management Systems (DBMS) (7th)
 

Mindshare comparison

As of August 2026, in the AI Software Development category, the mindshare of JFrog Artifactory is 0.4%. The mindshare of MongoDB Atlas is 0.7%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
JFrog Artifactory0.4%
MongoDB Atlas0.7%
Other98.9%
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.
Lintz Veloso - PeerSpot reviewer
IT Manager at a government with 11-50 employees
Developers have benefited from flexibility and performance but pricing has needed further attention
I am only familiar with databases and applications. I am from the development team and I am a user of database and cloud but I don't know the infrastructure. As a user, I deal with the Oracle Database. I know the organization has a license with the product. We don't utilize real-time analytics with MongoDB Atlas. I don't use MongoDB Atlas directly, so I don't know how it can be improved. I would place MongoDB Atlas at a medium level. I would rate it at a six or seven. I believe MongoDB Atlas can improve a little. My overall review rating for this product is six out of ten.

Quotes from Members

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

Pros

"Since we started using JFrog Artifactory, we no longer manage our own server just to keep source code and binary code, as all our binary repositories are in JFrog Artifactory, making it a very good repository manager where we can store all our artifacts in one easily accessible place without worrying about downtime or application unavailability, while also providing a proxy for remote applications that has transformed our release process to be faster."
"JFrog Artifactory proved very helpful in supporting a variety of package types for different projects."
"JFrog Artifactory has positively impacted my organization by enhancing software supply chain security, and that is the biggest takeaway."
"Having a standard solution such as JFrog Artifactory has affected productivity and collaboration positively."
"Universal package support and custom properties help my team day-to-day by making us more efficient, as we have one tool with which all engineering teams can interact regardless of their team."
"As for specific outcomes about the positive impact from expanding to four or five verticals, we have achieved faster deployment speeds, faster time to market, and lower pipeline failure rates."
"The package registries have been helpful. GitLab, our previous solution, wasn't managing that well."
"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."
"It is better than the legacy databases, and it is very good with the cloud."
"The solution is easy to use, the console is user-friendly, and overall a well-designed solution. It takes a complex system and makes it easy to understand. Additionally, the solution is always advancing and they provide a roadmap into what is coming in the future."
"Our databases used to be in-house. Now, they are in the cloud with MongoDB and everything is much easier."
"I rate MongoDB Atlas a nine out of ten."
"This solution is very helpful due to its ease of use."
"The product allows us to easily set up and store large amounts of unstructured data."
"It's a very elastic solution for the purposes of our systems and the developers appreciate it for software development."
"The initial setup of MongoDB Atlas is straightforward...It is a scalable solution."
 

Cons

"JFrog could improve this product with tighter integration capabilities."
"However, because of the sheer size and magnitude of artifacts that end up getting stored on JFrog Artifactory, the tool tends to be bogged down and most of the functions also get bottlenecked because of that."
"The documentation is a bit sparse. That's our only complaint."
"The most significant thing that I can express is that upgrading JFrog Artifactory to the new version is a bit cumbersome and it is a tedious process."
"Although JQL is a great tool, I have noticed that JQL queries can be hard to learn."
"Sometimes the documentation was sort of messy because there are many possibilities for where and how to install Artifactory."
"Looking back, I think the learning curve for JFrog Artifactory could be eased, and the installation process could feel less overwhelming."
"I choose a nine out of ten because, as mentioned in my previous answer, it sometimes faces performance issues due to slow repository response and long download times for artifacts, which affects overall performance."
"In the past, MongoDB offered more features for free, but now it's quite limited. The free version is limited, and you need to pay extra to fully utilize it. The pricing could be improved."
"Based on its own habitat, it's not ACID compliant. If it had an ACID compliant option, it would be more useful for database administration."
"Going forward, we would like to have pure AWS Cloud (native) storage instead regular storage on the AWS integration side."
"The biggest challenge we all have is an application layer level. One node is sitting in the APAC region, another node is sitting in the US and UK region. The seamless replication has to be lightning fast, but we haven't tested the scalability yet."
"Searching and browsing through the collection must be made easier."
"The UI can be difficult to understand."
"The installation was straightforward except for the network hardware because it was a little complicated to make the connection with our VPC on AWS."
"If it could be cheaper, that would make us happy."
 

Pricing and Cost Advice

"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."
"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."
"The solution is expensive overall. It does not require a license but if you want the support then you will need to purchase the license. They use a pay-as-you-go model and you are able to receive some discounts by making longer usage commitments."
"Comparing the price between the MongoDB and Microsoft SQL Server, we are using the enterprise edition of Microsoft SQL Server, which is more expensive than MongoDB."
"The price of MongoDB Atlas is highly affordable."
"I have seen the cost, and it was pretty cheap."
"It is too expensive. They need to work on this."
"The tool is free since it's an open-source product."
"The pricing and licensing is great."
"Pricing could always be better."
report
Use our free recommendation engine to learn which AI Software Development solutions are best for your needs.
909,725 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
16%
Computer Software Company
12%
Manufacturing Company
11%
Comms Service Provider
8%
Manufacturing Company
14%
Financial Services Firm
12%
Construction Company
10%
Computer Software Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise4
Large Enterprise12
By reviewers
Company SizeCount
Small Business24
Midsize Enterprise12
Large Enterprise23
 

Questions from the Community

What is your experience regarding pricing and costs for JFrog Artifactory?
I do not have much experience with pricing, setup cost, and licensing, as it was set up by a different team.
What needs improvement with JFrog Artifactory?
I cannot say much about how JFrog Artifactory can be improved. I appreciate the opportunity to add more about the needed improvements, even small ones. Maybe around user experience, I think one imp...
What is your primary use case for JFrog Artifactory?
My main use case for JFrog Artifactory is hosting artifacts for products, ranging from Docker images to Helm charts, and regular binaries. I can give you a specific example of how I use JFrog Artif...
What is your experience regarding pricing and costs for MongoDB Atlas?
Pricing-wise, MongoDB Atlas has a pay-as-you-go strategy. The documentation for MongoDB is very good; I have learned multiple things through reading it. The free tier is M0 for $0, which is suitabl...
What needs improvement with MongoDB Atlas?
MongoDB Atlas can be improved in a few ways. While the platform is feature-rich, some advanced configuration and performance tuning options have a learning curve, especially for teams that are new ...
What is your primary use case for MongoDB Atlas?
My main use case for MongoDB Atlas is for storing and managing semi-structured or rapidly evolving data where schema flexibility is important. A good example of how I have used MongoDB Atlas for ma...
 

Also Known As

No data available
Atlas, MongoDB Atlas (pay-as-you-go)
 

Overview

 

Sample Customers

Oracle, Cisco, Cars.com, Riot Games, Google, CA Technologies
Wells Fargo, Forbes, Ulta Beauty, Bosch, Sanoma, Current (a Digital Bank), ASAP Log, SBB, Zebra Technologies, Radial, Kovai, Eni, Accuhit, Cognigy, and Payload.
Find out what your peers are saying about JFrog Artifactory vs. MongoDB Atlas and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.