No more typing reviews! Try our Samantha, our new voice AI agent.

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 (7th), 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 May 2026, in the Build Automation category, the mindshare of GitLab is 7.2%, down from 16.0% compared to the previous year. The mindshare of JFrog Pipeline is 2.2%, up from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Build Automation Mindshare Distribution
ProductMindshare (%)
GitLab7.2%
JFrog Pipeline2.2%
Other90.6%
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 is kind of an image of GitHub, so it gives us the flexibility to monitor our changes in the repos."
"The solution is stable."
"I like GitLab's security and SAS tools."
"The best thing is that as the developers work on separate tasks, all of the code goes there and the other team members don't have to wait on each other to finish."
"It is very flexible and easy because you can store data on cloud."
"The most valuable functionality of GitLab, for me, is the DevOps. Besides the normal source control based on Git, I find the Auto DevOps features most important in the solution."
"GitLab's best features are maintenance, branch integration, and development infrastructure."
"My advice for others looking into this product is to go for it; GitLab is the future."
"Shippable has tremendously increased our product and features delivery by at least three times."
"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

"The documentation in GitLab could be improved a bit."
"Their RBAC is role-based access, which is fine but not very good."
"Reporting could be improved."
"GitLab could improve the patch repository. It does not have support for Conan patch version regions. Additionally, better support for Kubernetes deployment is needed as part of the package."
"I would like to have some features to support peer review."
"At this point, I think the features are declining."
"GitLab should include more features because, during the pandemic, companies like Google introduced more features."
"The solution could improve by having better integration."
"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

"In terms of the pricing for GitLab, on a scale of one to five, with one being expensive and five being cheap, I'm rating pricing for the solution a four. It could still be cheaper because right now, my company has a small team, and sometimes it's difficult to use a paid product for a small team. You'd hope the team will grow and scale, but currently, you're paying a high license fee for a small team. I'm referring to the GitLab license that has premium features and will give you all features. This can be a problem for management to approve the high price of the license for a team this small."
"GitLab is comparatively expensive, but it provides value because it's feature-rich."
"GitLab is an open-source solution."
"On a scale of one to ten, where one is cheap, and ten is expensive, I rate the pricing a five out of ten."
"In total, I believe we have more than 300 licenses spread over about 100 users, though I can't comment on the costs involved."
"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."
"The price is okay."
"GitLab's pricing is good compared to others on the market."
"The pricing is the cheapest compared to the other platforms out there."
report
Use our free recommendation engine to learn which Build Automation solutions are best for your needs.
893,221 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
10%
Computer Software Company
10%
Government
10%
Financial Services Firm
16%
Manufacturing Company
9%
Performing Arts
5%
Insurance Company
5%
 

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 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...
Ask a question
Earn 20 points
 

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, Jenkins and others in Build Automation. Updated: April 2026.
893,221 professionals have used our research since 2012.