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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
3rd
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 (12th), 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 August 2026, in the Build Automation category, the mindshare of GitLab is 6.3%, down from 14.7% compared to the previous year. The mindshare of JFrog Pipeline is 2.0%, up from 1.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Build Automation Mindshare Distribution
ProductMindshare (%)
GitLab6.3%
JFrog Pipeline2.0%
Other91.7%
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

"Of all available products, it was the easiest to use and easy to install."
"The code merging capability is something that we use very frequently."
"CI/CD is valuable for me."
"I like GitLab from the CI/CD perspective. It is much easier to set up CI/CD and then integrate with other tools."
"I previously used Gerrit and I prefer GitLab, as it is much better in the interface and integration, and it is more than only Git software, it is more of a complete package."
"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."
"The most valuable feature of GitLab is the automatic merging of code."
"We like that we can have an all-encompassing product and don't have to implement different solutions."
"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

"We had to write GitLab configuration files, commands and conditions, in a YML format. I would like configuration of a YML file to be done via UI rather than a code file."
"It's more related to the supporting layer of features, such as issue management and issue tracking. We tend to always use, for example, Jira next to it."
"I've noticed an area for improvement in GitLab, particularly needing to go through many steps to push the code to the repository."
"GitLab should enhance its GitOps capability as they are currently using FluxCD, however, Argo CD is better and offers more features. GitLab should work on improving their user interface for GitOps as it is lagging behind."
"The initial setup was quite challenging because it takes some time to understand how to pull out or push the code."
"I believe GitLab can be improved by making integration with other platforms a little easier."
"I would like to see AI support in GitLab."
"It can be free for commercial use of project management and code integrity features."
"They could work on reducing the number of permissions required while using Bitbucket."
 

Pricing and Cost Advice

"My company uses the free version of GitLab, which is GitLab Community Edition. There is a licensed version also available for GitLab."
"The initial setup cost is excellent and you can add the premium features later."
"I don't mind the price because I use the free version."
"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."
"There are different licensing options available, including a free limited-user license."
"The solution is free."
"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."
"In total, I believe we have more than 300 licenses spread over about 100 users, though I can't comment on the costs involved."
"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
10%
Government
9%
Computer Software Company
8%
Financial Services Firm
17%
Insurance Company
9%
Manufacturing Company
7%
Performing Arts
6%
 

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: August 2026.
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