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JFrog Artifactory vs Windsurf 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)
Windsurf
Ranking in AI Software Development
1st
Average Rating
8.0
Reviews Sentiment
5.4
Number of Reviews
38
Ranking in other categories
IDE (1st), AI Code Assistants (1st)
 

Mindshare comparison

As of August 2026, in the AI Software Development category, the mindshare of JFrog Artifactory is 0.4%. The mindshare of Windsurf is 0.7%, down from 25.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Windsurf0.7%
JFrog Artifactory0.4%
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.
DHARMA-TEJA - PeerSpot reviewer
Software Enginner at Sera AI
Feature workflows have become faster and context-aware development is now system-focused
Windsurf has become less of a tool and more of a core part of how I build. I do not think in terms of writing code line by line anymore; I think in terms of features, flows, and systems, and Windsurf helped me translate that into actual implementation across the codebase. It fits especially well when I am doing rapid prototyping, exploring new ideas or architectures, or iterating on existing features quickly. At the same time, one thing I have noticed in my workflow is around model switching. When I switch between models, the GPT generating agent models sometimes the deeper context regarding decision reasoning or intermediate steps does not fully carry over, so I end up re-establishing context manually every time. It is so much painfully manual; that is not a blocker, but since I work on fairly complex multi-step systems, having strong cross-model memory consistency would make it even more powerful. One thing I would really appreciate is stronger cross-model memory and context continuity. Right now, when I switch between models, the surface-level context is there, but the deeper reasoning regarding why certain decisions were made or how a flow evolved does not always carry over fully. Since I work on complex and multi-step agents, I end up re-establishing the context manually. If Windsurf could maintain a kind of shared memory layer across models where intent, decisions, and intermediate steps persist, it would make the whole experience much more seamless. Improving the memory continuity and control would take it from powerful to extremely reliable at scale. Overall, Windsurf is already a strong tool, but there are a few areas where improvements would make a big difference, especially for advanced workflows. The first is cross-model memory and context continuity. The second is better control over agent execution. Right now, when switching between models—for instance, if I am using a tier of models and then I reach a limit, and then I need to switch to a lesser limit model—the high-level context is there, but deeper reasoning is lost. A shared memory layer across models would make the experience much more seamless. Furthermore, while Cascade is powerful, for larger changes, it would help to have more visibility or control, such as previewing the execution plan and guiding steps before it runs. The UI and documentation provided are pretty good, though I think there is room for true visibility and feedback during agent execution. While the amount of time put into the design and documentation is great, figuring out things with the documentation can often be done without any third-party help. Some advanced use cases are not fully explored in the documentation, but the best practices for using agents effectively are very clear, such as how to structure prompts for multi-file changes and how to guide Cascade for better outputs. Real-world advanced examples are already implemented in there; that could be very helpful for us. The main advice I would give to others looking into using Windsurf is to not use it as a traditional code assistant. Windsurf really shines when you treat it as a feature-level or system-level tool, not just something for autocomplete or small snippets. So instead of thinking "write this function," think more toward "build this flow." Learn how to guide it properly. That is the main thing I would advise: learn how to guide it properly, how to prompt it properly, and start with real use cases, not toy examples.

Quotes from Members

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

Pros

"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."
"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."
"The feature that I like is Permission Targets. If I want to give permission to only deploy the cache, I can give that permission to a set of users. Similarly, if I want to overwrite an artifact with the same name from the same pipeline, I can give permission for that as well to particular users."
"For the most part, it's pretty stable."
"JFrog Artifactory has positively impacted my organization by centralizing artifact management and improving consistency across builds."
"HPE was using it for a lot of things, and they certainly had a massive implementation."
"JFrog Artifactory proved very helpful in supporting a variety of package types for different projects."
"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."
"In summary, with the help of all these features that Windsurf provides, what is happening is the time consumption has been reduced drastically."
"Being able to handle thirty to thirty-six user stories per sprint, compared to eight before, has greatly impacted my team's productivity because the work culture and work structure have not changed."
"The best features Windsurf offers are that it is fast, it maintains context well about the code base, and I appreciate the user interface."
"Windsurf has positively impacted my organization by increasing the speed of development, which allowed us to prototype much faster and lowered the barrier of entry for developers."
"My productivity has improved significantly because I can have a first draft ready within thirty minutes when I start using the prediction features from Windsurf."
"Windsurf has positively impacted my work and has allowed me to work much faster and create higher-quality tests, cover more backend areas with automated tests, meet deadlines, and be more efficient compared to other IDEs."
"Windsurf has positively impacted my organization by helping me start projects on technologies I wasn't mastering; for example, when I initiated the project in React Native for telephones, I didn't know the technology, just had a YouTube video, and I believe that without Windsurf, I couldn't manage this kind of project and coding activities, so the main idea for me is that Windsurf allows me to work on technologies that I don't master."
"Windsurf offers many AI options, feels intelligent, is stable, and appears to be growing as a company in a positive direction."
 

Cons

"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."
"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."
"Looking back, I think the learning curve for JFrog Artifactory could be eased, and the installation process could feel less overwhelming."
"JFrog Artifactory could be improved for simpler workflows without dedicated infra teams or dedicated DevOps, as it could be difficult to configure."
"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. I wasn't an administrator, so I primarily worked with the command line tool to upload and download parts of the product. I was not impressed with that because it wasn't well documented. It was challenging to figure out how to get things to work."
"The complexity of managing the tool and the high cost prevent it from being a ten, especially considering there are cloud-native alternatives that are cheaper and easier to use."
"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."
"I would like to see written technical support instead of having to contact them directly."
"My main point is perhaps having more models available for free or inexpensive, and perhaps reducing the price of Opus 4.6, which I use a lot, but otherwise, I feel good with the features of the product as of now."
"Windsurf is stable approximately 95% of the time, but there are occasional latency issues that occur."
"It is not a collaborative tool where someone is going to use the same tool and interact in the same IDE."
"From a usability perspective, Windsurf should be more user-friendly."
"Windsurf should definitely improve on the retrieval coverage side and multi-agent side, which Cloud Code and others have."
"Even though Windsurf has a good understanding of the codebase, sometimes when you ask it to do a complex task, it may complete it in the first try but may need improvements."
"When I started using Windsurf, I had a worse experience compared to building using code, as I am very fast at building code and it gave me tons of errors that I needed to fix."
"Sometimes, Windsurf is not able to develop the feature that we want and hallucinates a lot."
 

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
11%
Comms Service Provider
8%
Financial Services Firm
11%
Manufacturing Company
10%
Comms Service Provider
9%
Outsourcing Company
9%
 

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 Business21
Midsize Enterprise8
Large Enterprise16
 

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 Windsurf?
Regarding pricing, I am a developer, and the pricing is handled by my management team and the platform team. As a developer, I was mainly focused on using the product rather than the procurement side.
What needs improvement with Windsurf?
Room for improvement is actually associated with every AI that exists. One thing is that if there is a very large codebase, such as a legacy codebase, sometimes the context window is a hindrance. T...
What is your primary use case for Windsurf?
I am a software developer with over two years of experience. I have been using Windsurf for approximately one to one and a half years since its introduction into my organization. I primarily work i...
 

Overview

 

Sample Customers

Oracle, Cisco, Cars.com, Riot Games, Google, CA Technologies
Dell, Anduril, MongoDB, Zillow, Atlassian
Find out what your peers are saying about JFrog Artifactory vs. Windsurf and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.