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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
7.0
Number of Reviews
91
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 April 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

"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 features of Gitlab are integration with CIE and the ability to rapidly deploy solutions, projects, and applications. It is very easy to use, and there are no complaints."
"We like that we can create branches and then the branches can be reviewed and you can mesh those branches back."
"The most valuable aspects of GitLab are the ability to create branches, merge branches, and compare branches to resolve code conflicts."
"We use the Git repository and tagging feature. We are a product-based company and use this solution to move to a forward or backward tag."
"GitLab offers a good interface for doing code reviews between two colleagues."
"We like the automatic deployment for different environments."
"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."
"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."
"The platform has some amazing features and the integration option makes it very simple to plug with any of our favorite tools."
"Shippable has tremendously increased our product and features delivery by at least three times."
 

Cons

"Atlassian offers more products than GitLab. GitLab offers source control management, version control and collaboration between developers. Atlassian offers features on top of this as well as more integration points for developers."
"There are some challenges with repository file management as GitLab may struggle to manage larger files."
"GitLab can improve the integration with third-party applications. It could be made easier."
"The solution does not have many built-in functions or variables so scripting is required."
"I believe there's room for improvement in the advanced features, particularly in enhancing the pipeline functionalities."
"Their RBAC is role-based access, which is fine but not very good."
"The documentation in GitLab could be improved a bit."
"GitLab could improve by having more plugins and better user-friendliness."
"They could work on reducing the number of permissions required while using Bitbucket."
"They could work on reducing the number of permissions required while using Bitbucket."
 

Pricing and Cost Advice

"On a scale of one to ten, where one is cheap, and ten is expensive, I rate the pricing a five out of ten."
"As I work in a vast enterprise, I'm unsure about the licensing cost for GitLab. It's the management team that takes care of that."
"The solution is based on a licensing model that includes technical support and is paid annually."
"This is an open-source solution."
"GitLab is comparatively expensive, but it provides value because it's feature-rich."
"My company uses the free version of GitLab, which is GitLab Community Edition. There is a licensed version also available for GitLab."
"It seems reasonable. Our IT team manages the licenses."
"We are using the open-source version."
"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
15%
Manufacturing Company
10%
Computer Software Company
10%
Government
10%
Financial Services Firm
13%
Manufacturing Company
10%
Comms Service Provider
6%
Educational Organization
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business37
Midsize Enterprise11
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
SAP, Today Tix, Cisco, Lithium, Pushspring, Packet
Find out what your peers are saying about GitLab, Google, GitHub and others in Build Automation. Updated: March 2026.
885,837 professionals have used our research since 2012.