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GitLab vs JFrog Pipeline 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

GitLab
Ranking in Build Automation
1st
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
90
Ranking in other categories
Application Security Tools (9th), Release Automation (2nd), Static Application Security Testing (SAST) (7th), Rapid Application Development Software (10th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
JFrog Pipeline
Ranking in Build Automation
21st
Average Rating
8.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of March 2026, in the Build Automation category, the mindshare of GitLab is 8.4%, down from 17.0% compared to the previous year. The mindshare of JFrog Pipeline is 2.1%, up from 1.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Build Automation Mindshare Distribution
ProductMindshare (%)
GitLab8.4%
JFrog Pipeline2.1%
Other89.5%
Build Automation
 

Featured Reviews

BasilJiji - PeerSpot reviewer
System Engineer at a retailer with 10,001+ employees
Role-based workflows have transformed daily deployments and improve team collaboration
GitLab has role-based access control, so when a team member needs to make a code change, they cannot directly apply it to the environment but must put in a merge request. Once a senior reviews the code and approves it, then it is implemented across the environment, making it safer and allowing everyone to experience the process. The best features GitLab offers are version control and automation, which are the major things that stand out to me. When it comes to access, the login is very smooth, with just one login integrated with our Okta, allowing everyone to log in easily. Deployments become much easier, and that is how GitLab helps. The automation features make my work easier because we use a tool called AWX, which is connected to GitLab. Whenever we run a job on AWX, it directly checks the code and uses it. Since the code is not preserved locally but kept in the cloud, it is safe and nobody can tamper with it. When it comes to safety, that is a major thing. Automation features allow the code to be accessed from any tools we use, so the jobs we run are helping tremendously and doing their work perfectly. For pipeline tasks, we have created a significant amount of pipelines, which are all hosted in GitLab. Running the pipelines has become much easier, and they are doing a perfect job, helping tremendously in our day-to-day activities. GitLab has positively impacted my organization because previously we stored code locally on servers, leading to many risks. Since GitLab came into our environment, our integration and deployments became much easier, helping our work become much smoother. Improvements from GitLab have led to better team collaboration because when several people are working, they can all edit the code and submit it as a merge request, and once approved, it reflects directly to the main branch. Many can work at the same time. When it comes to deployments, deploying has become much faster since we started using GitLab, and even if errors occur, we can spot them easily and troubleshoot, which has helped tremendously.
Steve Buttler - PeerSpot reviewer
DevOps Lead at a tech company with 51-200 employees
Testing against multiple run times, versions, and environments is a plus point
We are using Shippable to automate our CI/CD, so we (and our developers) can focus on our core business.  Shippable has tremendously increased our product and features delivery by at least three times. The platform has some amazing features and the integration option makes it very simple to plug…

Quotes from Members

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

Pros

"I like GitLab from the CI/CD perspective. It is much easier to set up CI/CD and then integrate with other tools."
"We have seen a couple of merge requests or pull requests raised in GitLab. I see the interface, the way it shows the difference between the two source codes, that it is easy for anyone to do the review and then accept the request; the pull request is the valuable feature."
"In terms of impact from using GitLab as an all-in-one DevOps platform, it helped with my project development life cycle."
"It scales well."
"It speeds up our development, it's faster, safer, and more convenient."
"The initial setup of GitLab is pretty simple, with no complications."
"The solution's most valuable features are pipelines."
"We're only using the basic features of GitLab and haven't used any advanced features. The solution works fine, so that's what we like about GitLab. We're party using GitHub and GitLab. We have a GitHub server, while we use GitLab locally or only within our team, and it works okay. We don't have any significant problems with the solution. We also found the straightforward setup, stability, and scalability of GitLab valuable."
"The platform has some amazing features and the integration option makes it very simple to plug with any of our favorite tools."
"Testing against multiple run times, versions, and environments is a plus point with the additional pipelines making it more interesting to see what is happening across your development process in a single pane of glass."
 

Cons

"We'd like to see better integration with the Atlassian ecosystem."
"The integration and storage capabilities could be better."
"GitLab would be improved with the addition of templates for deployment on local PCs."
"I would like to see static analysis also embedded in GitLab. That would also help us. If there's something that it does internally by GitLab and then that is already tied up with your pipeline and then it can tell you that you're coding is good or your code is not great. Based on that, it would pass or fail. That should be streamlined. I would think that would help to a greater extent, in terms of having one solution rather than depending on multiple vendors."
"Technologies are always changing. Nowadays, new things like serverless computing and workload management have emerged. We have noticed a few gap items for faster service delivery. For example, we do user interface testing in the latest team and automate it using some tools. Recently, we integrated a tool with user interface testing, which can simulate a multi-user environment. So, we would like to see more integration with different platforms."
"There are missing search features, particularly when searching repositories or applying filters. Additionally, I have encountered issues with the deployment of CI/CD pipelines, especially dealing with variable environments."
"As a partner, sometimes it's difficult to get support. They have a really complicated procedure for their support."
"GitLab can improve by integrating with more tools, such as servers with Docker."
"They could work on reducing the number of permissions required while using Bitbucket."
 

Pricing and Cost Advice

"It seems reasonable. Our IT team manages the licenses."
"We are currently using the open-source version."
"I'm not aware of the licensing costs because those were covered by the customer."
"We are using the open-source version."
"GitLab's pricing is good compared to others on the market."
"I'm not sure if they have some kind of discount. I've been negotiating with them on prices before, and I believe they weren't too happy to give discounts, but list prices are $19 per user, per month for Premium and $99 per user, per month for Ultimate. So, the difference between Premium and Ultimate is a bit bigger, and in most companies, you need to build some type of business case."
"I think that we pay approximately $100 USD per month."
"We are using its free version, and we are evaluating its Premium version. Its Ultimate version is very expensive."
"The pricing is the cheapest compared to the other platforms out there."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
11%
Computer Software Company
11%
Government
10%
Financial Services Firm
15%
Manufacturing Company
10%
Computer Software Company
6%
Performing Arts
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business36
Midsize Enterprise10
Large Enterprise46
No data available
 

Questions from the Community

What do you like most about GitLab?
I find the features and version control history to be most valuable for our development workflow. These aspects provide us with a clear view of changes and help us manage requests efficiently.
What is your experience regarding pricing and costs for GitLab?
The setup cost was moderate and not very high. For GitLab SaaS, the initial setup cost was minimal, while self-managed GitLab involved infrastructure, VM storage backups, runner configuration, and ...
What needs improvement with GitLab?
A pain point I have encountered with GitLab is that large GitLab-ci.yml files become hard to read and maintain. YAML syntax is strict, and errors are easy to make, while debugging pipeline logic ca...
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Comparisons

 

Also Known As

Fuzzit
Shippable
 

Overview

 

Sample Customers

1. NASA  2. IBM  3. Sony  4. Alibaba  5. CERN  6. Siemens  7. Volkswagen  8. ING  9. Ticketmaster  10. SpaceX  11. Adobe  12. Intuit  13. Autodesk  14. Rakuten  15. Unity Technologies  16. Pandora  17. Electronic Arts  18. Nordstrom  19. Verizon  20. Comcast  21. Philips  22. Deutsche Telekom  23. Orange  24. Fujitsu  25. Ericsson  26. Nokia  27. General Electric  28. Cisco  29. Accenture  30. Deloitte  31. PwC  32. KPMG
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Find out what your peers are saying about GitLab, Google, GitHub and others in Build Automation. Updated: March 2026.
884,797 professionals have used our research since 2012.