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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
91
Ranking in other categories
Application Security Tools (8th), Release Automation (2nd), Static Application Security Testing (SAST) (5th), Rapid Application Development Software (9th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
JFrog Pipeline
Ranking in Build Automation
22nd
Average Rating
8.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of February 2026, in the Build Automation category, the mindshare of GitLab is 9.0%, down from 17.1% compared to the previous year. The mindshare of JFrog Pipeline is 2.2%, up from 1.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Build Automation Market Share Distribution
ProductMarket Share (%)
GitLab9.0%
JFrog Pipeline2.2%
Other88.8%
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."
"It speeds up our development, it's faster, safer, and more convenient."
"The initial setup of GitLab is pretty simple, with no complications."
"GitLab integrates well with other platforms."
"It is a speedy platform compared to the others I have used. I have also enjoyed using the platform as this solution offers a good user experience."
"We like that we can create branches and then the branches can be reviewed and you can mesh those branches back. You can independently work with your own branch, you don't need to really control the core of other people."
"If you want to maintain your issues in GitLab and raise your book of work and features, then GitLab is a great tool for collaboration and integration with code deployment and CICD pipelines."
"Using GitLab for this DevOps workflow has significantly improved my efficiency and my team's efficiency by centralizing the entire DevOps workflow, code, CI/CDs, reviews, and deployments in one platform."
"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."
 

Cons

"A pain point I have encountered with GitLab is that large GitLab-ci.yml files become hard to read and maintain."
"It is a little complex to set up the pipelines within the solution."
"GitLab's Windows version is yet not available and having this would be an improvement."
"There is room for improvement in GitLab Agents."
"While GitLab is a great tool for developers, it lacks project planner features. Roadmaps and Gantt charts in GitLab are not as advanced as in Jira, and changing start and end dates is more laborious in GitLab."
"GitLab's UI could be improved."
"GitLab would be improved with the addition of templates for deployment on local PCs."
"I would like configuration of a YML file to be done via UI rather than a code file."
"They could work on reducing the number of permissions required while using Bitbucket."
 

Pricing and Cost Advice

"GitLab is comparatively expensive, but it provides value because it's feature-rich."
"Regarding pricing, I would rate GitLab as moderately priced, maybe around a seven or eight out of ten. It could be more flexible for clients but generally offers good value."
"We are using the open-source version."
"GitLab is an open-source solution."
"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."
"It seems reasonable. Our IT team manages the licenses."
"This is an open-source solution."
"Its price is fine. It is on the cheaper side and not expensive. You have to pay additionally for GitLab CI/CD minutes. Initially, we used the free version. When we ran out of GitLab minutes, we migrated to the paid 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
14%
Computer Software Company
12%
Government
11%
Manufacturing Company
11%
Financial Services Firm
17%
Manufacturing Company
11%
Computer Software Company
6%
Educational Organization
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
SAP, Today Tix, Cisco, Lithium, Pushspring, Packet
Find out what your peers are saying about GitLab, Google, GitHub and others in Build Automation. Updated: January 2026.
881,707 professionals have used our research since 2012.