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GitHub CoPilot vs GitLab comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 17, 2024

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

ROI

Sentiment score
7.3
GitHub CoPilot offers significant ROI with cost savings and productivity boosts, though perceptions vary by project and user.
Sentiment score
7.6
GitLab improves ROI by increasing efficiency, reducing deployment time, and enhancing DevOps through cost-saving, automation, and vulnerability management.
Migrating to GitLab is bringing time-saving benefits, and everything is easier to automate.
We have saved time significantly, reducing deployment time from four hours to five minutes per deployment.
 

Customer Service

Sentiment score
6.5
GitHub CoPilot support varies, with mixed user experiences; documentation and community assistance are often used over direct contact.
Sentiment score
6.8
GitLab's support varies by license; paid users praise responsiveness, while free version users rely on community forums and documentation.
With a large user base, it covers a wide range of questions, from simple to complex, ensuring that answers are available.
We have rarely needed to escalate issues to technical support since GitLab usually runs seamlessly.
I have interacted with architects for some advice during the implementation, and they were prompt in their response.
I have had meetings where they taught me, explained things, and provided guidance for starting from scratch.
 

Scalability Issues

Sentiment score
7.3
GitHub CoPilot is praised for high scalability, supporting hundreds of users, though sometimes faces performance issues under heavy traffic.
Sentiment score
7.4
GitLab's scalable container architecture supports diverse environments, flexible deployment, and smooth integration, despite some configuration and scaling challenges.
With an enterprise plan, there are no limitations, so scalability is not an issue.
It has all the features required for our coding and deployment needs, which makes it scalable to our changing requirements.
We're transitioning to OpenShift for future scalability with increased user numbers.
For scaling, other deployment options from GitLab's side need to be adopted.
 

Stability Issues

Sentiment score
7.6
GitHub CoPilot is praised for functionality despite stability issues, with reliability improving and suggestions for proxy handling improvements.
Sentiment score
8.2
GitLab is highly stable and reliable, with minor issues mainly under heavy load or during updates.
In most cases, it does not generate irrelevant code.
I have not encountered any performance or stability issues with GitLab so far.
The updates are frequent and demanding, happening at least once a week due to security reasons.
 

Room For Improvement

GitHub CoPilot needs accuracy, integration, stability, and affordability, plus broader language support and improved user control for better engagement.
GitLab users seek improved CI/CD automation, integrations, user interface, project management, security, pricing, and support for enhanced usability.
There is excellent support across various code editors like JetBrains, VS Code, and NeoGen.
It would be beneficial to have a user-friendly interface for setting up these configurations, instead of just writing YAML files.
It is essential to conduct proper testing, such as unit tests and code coverage, within the SDLC pipelines.
GitLab can improve its user interface to make conflict resolution more user-friendly.
 

Setup Cost

GitHub Copilot offers free and paid versions with flexible pricing starting at $10, rated affordable by users.
GitLab provides flexible pricing with open-source access and paid tiers, catering to different enterprise needs and budgets.
They recently made Copilot free to use up to a certain limit, which is a positive change.
Even when working in other small organizations, we opted for GitLab as it was cost-efficient.
The pricing of GitLab is reasonable, aligning with what I consider to be average compared to competitors.
The price is high, and it limits user accessibility.
 

Valuable Features

GitHub CoPilot boosts productivity with code suggestions, auto-completion, and multi-language support, enhancing efficiency and rapid development.
GitLab excels in UI, CI/CD, code management, and integration, offering user-friendly, efficient, and scalable development and deployment features.
Copilot is integrated into my environment, providing the context and the bigger picture of how the code is used throughout the project.
As we implement automated testing and DevSecOps, it speeds up the process by forty to sixty percent.
The Ultimate version offers enhanced features for security scanning through DAST and SAST analysis, which have greatly benefitted our project workflow.
By integrating GitLab as a DevOps platform, we have enhanced agility, improved our time to market, and different teams can work collaboratively on various projects.
 

Categories and Ranking

GitHub CoPilot
Ranking in Rapid Application Development Software
7th
Average Rating
8.2
Reviews Sentiment
7.1
Number of Reviews
27
Ranking in other categories
AI Code Assistants (2nd)
GitLab
Ranking in Rapid Application Development Software
11th
Average Rating
8.6
Reviews Sentiment
7.1
Number of Reviews
84
Ranking in other categories
Application Security Tools (9th), Build Automation (1st), Release Automation (2nd), Static Application Security Testing (SAST) (7th), Software Composition Analysis (SCA) (5th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (3rd)
 

Mindshare comparison

As of May 2025, in the Rapid Application Development Software category, the mindshare of GitHub CoPilot is 5.6%, up from 1.6% compared to the previous year. The mindshare of GitLab is 3.2%, up from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Rapid Application Development Software
 

Featured Reviews

TarunRevalla - PeerSpot reviewer
Saves time with context-aware code suggestions and seamless integration
In terms of improvements for Copilot, I haven't considered much since it offers many useful interactions. It integrates well with GitHub repositories, tracks changes on PRs, and provides valuable suggestions where applicable. There is excellent support across various code editors like JetBrains, VS Code, and NeoGen. I also run many automations within GitHub. When an NPR is raised, it automatically provides suggestions, which is part of the enterprise edition without limitations. While I don't see immediate room for improvement, one suggestion is for Copilot to provide specific suggestions for certain lines of code instead of rewriting entire sections. If the tool could focus on specific lines where changes are suggested, it would save time and reduce server load.
Rohit Kesharwani - PeerSpot reviewer
Improved agility and time to market with CI/CD enhancements
The CI/CD pipelines in GitLab ( /products/gitlab-reviews ) are highly valuable. Another important feature is the single source of repository, allowing efficient repository management and source code management. GitLab provides manageability by allowing us to manage source code effectively through separate repositories. Additionally, GitLab enables the creation of individual CI/CD pipelines for each repository, making software more agile. By integrating GitLab as a DevOps platform, we have enhanced agility, improved our time to market, and different teams can work collaboratively on various projects.
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Computer Software Company
10%
Manufacturing Company
8%
Healthcare Company
8%
Educational Organization
22%
Financial Services Firm
12%
Computer Software Company
12%
Manufacturing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What is your experience regarding pricing and costs for GitHub CoPilot?
They recently made Copilot free to use up to a certain limit, which is a positive change. The pricing aligns with other AI agents like Chargebee and Anthropic Cloud. The ability to switch between m...
What needs improvement with GitHub CoPilot?
In terms of improvements for Copilot, I haven't considered much since it offers many useful interactions. It integrates well with GitHub repositories, tracks changes on PRs, and provides valuable s...
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 pricing of GitLab is reasonable, aligning with what I consider to be average compared to competitors.
What needs improvement with GitLab?
Certain features in Jira are not available in GitLab, such as the functionality to have weights at the milestone and epic levels. Hopefully, these features will be resolved with work items in GitLa...
 

Comparisons

 

Also Known As

No data available
Fuzzit
 

Overview

 

Sample Customers

Information Not Available
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
Find out what your peers are saying about GitHub CoPilot vs. GitLab and other solutions. Updated: April 2025.
851,604 professionals have used our research since 2012.