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GitLab vs JFrog Pipeline comparison

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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
3rd
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Application Security Tools (8th), Release Automation (2nd), Static Application Security Testing (SAST) (4th), Rapid Application Development Software (11th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
JFrog Pipeline
Ranking in Build Automation
23rd
Average Rating
8.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of September 2026, in the Build Automation category, the mindshare of GitLab is 6.1%, down from 12.8% compared to the previous year. The mindshare of JFrog Pipeline is 1.9%, up from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Build Automation Mindshare Distribution
ProductMindshare (%)
GitLab6.1%
JFrog Pipeline1.9%
Other92.0%
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

"GitLab's best features are maintenance, branch integration, and development infrastructure."
"GitLab is comparatively expensive, but it provides value because it's feature-rich."
"The most valuable features of GitLab are the CI/CD pipeline and code management."
"The most valuable features of GitLab are the review, patch repo, and plans are in YAML."
"The most valuable feature of GitLab is its convenience. I am able to trace back most of my changes up to a far distance in time and it helps me to analyze and see the older version of the code."
"Git merging allows us to track the details of how and who has done what; this is the best feature which is useful for all companies."
"The most valuable feature of GitLab is the ability to upload scripts and make changes when needed and then reupload them, and additionally, the solution is user-friendly."
"GitLab is used for pipeline development, automation, and deployment."
"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."
"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 with any of our favorite tools."
 

Cons

"GitLab would be improved with the addition of templates for deployment on local PCs."
"GitLab can improve the integration with third-party applications. It could be made easier. Additionally, having API control from my application could be helpful."
"It is a little complex to set up the pipelines within the solution."
"The pricing model of GitLab is an issue for me."
"In the next release, I would like to see GitLab expand its integration capabilities to include platforms like DigitalOcean, which developers widely use for cloud infrastructure. Enhancing CI/CD automation features specifically tailored for DigitalOcean would be beneficial."
"The only thing our company is really waiting on in terms of features is the development of metrics."
"The technology could be made simpler to use, it should not be overly complex."
"Merge conflicts and repository maintenance could improve. If there is someone new to the system they would not know if there is a conflict."
"They could work on reducing the number of permissions required while using Bitbucket."
 

Pricing and Cost Advice

"This is an open-source solution."
"The solution is free."
"I think that we pay approximately $100 USD per month."
"We are using the open-source version."
"We are currently using the open-source version."
"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."
"The solution is based on a licensing model that includes technical support and is paid annually."
"The price is okay."
"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
13%
Manufacturing Company
11%
Government
8%
Computer Software Company
8%
Financial Services Firm
16%
Insurance Company
11%
Comms Service Provider
11%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business38
Midsize Enterprise10
Large Enterprise49
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for GitLab?
The setup cost for GitLab is minimal since the team has its own minimal resource balancing. The costing falls into an intermediate stage and is impactful across all results within the team. It allo...
What needs improvement with GitLab?
There are many improvements that GitLab can implement, such as addressing the issue of caching. Currently, when I have multiple tasks to merge or attempt multiple merges, the CI/CD and overall GitL...
What is your primary use case for GitLab?
My main use case for GitLab is as a version control system that we are using. Currently, I am working on an end-to-end AI pipeline, and I have deployed my whole code using GitLab so that all things...
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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
SAP, Today Tix, Cisco, Lithium, Pushspring, Packet
Find out what your peers are saying about Jenkins, GitHub, GitLab and others in Build Automation. Updated: September 2026.
913,806 professionals have used our research since 2012.