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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 boosts productivity and reduces costs with up to 500% return, improving customer experience and documentation efficiency.
Sentiment score
6.2
GitLab increases ROI by streamlining automation, speeding deployments, enhancing security, and lowering costs, boosting DevOps productivity and adoption.
Efficiencies with GitHub CoPilot have improved by 30%, which means a quicker go-to market and a simplified way of documenting technical designs.
Vice President of Products at C5i
Regarding release frequency, previously we had one to two releases per week, but now we achieve daily or on-demand releases, resulting in a three to five-fold increase in release frequency.
Site Reliability Engineer at Granicus Inc.
Migrating to GitLab is bringing time-saving benefits, and everything is easier to automate.
IT Manager at a tech company with 5,001-10,000 employees
We have saved time significantly, reducing deployment time from four hours to five minutes per deployment.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
 

Customer Service

Sentiment score
4.6
Users have mixed experiences with GitHub CoPilot support, praising community help but noting occasional response delays and onboarding improvements.
Sentiment score
6.6
GitLab users appreciate stable service and solid paid support but note inconsistency and self-reliance challenges for free tiers.
With a large user base, it covers a wide range of questions, from simple to complex, ensuring that answers are available.
Software Engineer at a tech vendor with 1,001-5,000 employees
GitHub technical support is excellent.
AppSec engineer at EastNets Holding Ltd.
We have rarely needed to escalate issues to technical support since GitLab usually runs seamlessly.
AWS DevOps/ Site Reliability Engineer at Tata Consultancy
I have interacted with architects for some advice during the implementation, and they were prompt in their response.
Platform Engineer & Manager at a computer software company with 51-200 employees
I have had meetings where they taught me, explained things, and provided guidance for starting from scratch.
IT Manager at a tech company with 5,001-10,000 employees
 

Scalability Issues

Sentiment score
6.9
GitHub CoPilot scales effectively, providing easy cloud-based scalability and flexibility, despite occasional traffic issues and automation challenges.
Sentiment score
7.3
GitLab is scalable and suited for cloud setups, though on-premises deployments might present challenges requiring additional expertise.
It cannot be fully depended on to build every component and run a large enterprise application without significant human intervention.
Vice President of Products at C5i
With an enterprise plan, there are no limitations, so scalability is not an issue.
Software Engineer at a tech vendor with 1,001-5,000 employees
It is quite easy to scale.
QA Manager at Synechron
It has all the features required for our coding and deployment needs, which makes it scalable to our changing requirements.
Senior Application Developer at IBM
We're transitioning to OpenShift for future scalability with increased user numbers.
Platform Engineer & Manager at a computer software company with 51-200 employees
For scaling, other deployment options from GitLab's side need to be adopted.
Manager, Engineering at 7-Eleven
 

Stability Issues

Sentiment score
7.3
GitHub CoPilot is generally stable, rated highly by users, with minor connectivity issues noted primarily in large enterprises.
Sentiment score
8.2
GitLab is highly reliable with minimal bugs, occasional slowdowns, and generally supports teams with consistent, stable performance.
In most cases, it does not generate irrelevant code.
Software Engineer at a tech vendor with 1,001-5,000 employees
At certain times, you may not get the required response and realize it's either down or not responding for other reasons.
Vice President of Products at C5i
I have not encountered any performance or stability issues with GitLab so far.
AWS DevOps/ Site Reliability Engineer at Tata Consultancy
The updates are frequent and demanding, happening at least once a week due to security reasons.
Chief Technology Officer at Acclym
We raised a request with GitLab support, but they were unable to help because they could not find the root cause of what went wrong.
Assistant Manager at a tech vendor with 10,001+ employees
 

Room For Improvement

GitHub CoPilot needs better language support, IDE integration, user control, contextual accuracy, debugging, and technology support with cost concerns.
GitLab users seek better AWS integration, improved CI/CD, enhanced documentation, security, and deployment support, with interface and cost concerns.
Users should not be 100% reliant on AI or any LLMs. They need to work on it and they need to review the code.
QA Manager at Synechron
There is excellent support across various code editors like JetBrains, VS Code, and NeoGen.
Software Engineer at a tech vendor with 1,001-5,000 employees
To understand our application better and learn from it would likely require access to the entire codebase, which a lot of companies may not allow.
Vice President of Products at C5i
It would be beneficial to have a user-friendly interface for setting up these configurations, instead of just writing YAML files.
IT Manager at a tech company with 5,001-10,000 employees
It is essential to conduct proper testing, such as unit tests and code coverage, within the SDLC pipelines.
Manager, Engineering at 7-Eleven
GitLab can improve its user interface to make conflict resolution more user-friendly.
Senior Application Developer at IBM
 

Setup Cost

GitHub CoPilot offers a free version, personal and enterprise pricing, with varied perceptions on its value and affordability.
GitLab offers free and paid plans; Premium and Ultimate tiers provide advanced features but can be costly.
They recently made Copilot free to use up to a certain limit, which is a positive change.
Software Engineer at a tech vendor with 1,001-5,000 employees
The kind of use that I am having with a $20-30 license, I think it is really of really good help.
QA Manager at Synechron
Even when working in other small organizations, we opted for GitLab as it was cost-efficient.
Senior Application Developer at IBM
The pricing of GitLab is reasonable, aligning with what I consider to be average compared to competitors.
IT Manager at a tech company with 5,001-10,000 employees
The price is high, and it limits user accessibility.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
 

Valuable Features

GitHub CoPilot boosts coding productivity with AI-driven suggestions, multi-language support, and IDE integration for efficient development.
GitLab excels in CI/CD, integration, and security, offering intuitive features and strong community support, enhancing team collaboration and efficiency.
It is certainly time-saving; we have seen upwards of around 30% plus of time savings using GitHub CoPilot.
Vice President of Products at C5i
Things which were taking like two days are now finished within half an hour.
QA Manager at Synechron
Copilot is integrated into my environment, providing the context and the bigger picture of how the code is used throughout the project.
Software Engineer at a tech vendor with 1,001-5,000 employees
As we implement automated testing and DevSecOps, it speeds up the process by forty to sixty percent.
Platform Engineer & Manager at a computer software company with 51-200 employees
The Ultimate version offers enhanced features for security scanning through DAST and SAST analysis, which have greatly benefitted our project workflow.
IT Software Architect at ANAC - Autorità Nazionale Anticorruzione
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.
Manager, Engineering at 7-Eleven
 

Categories and Ranking

GitHub CoPilot
Ranking in Rapid Application Development Software
9th
Average Rating
8.2
Reviews Sentiment
6.8
Number of Reviews
30
Ranking in other categories
AI Code Assistants (2nd)
GitLab
Ranking in Rapid Application Development Software
11th
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
91
Ranking in other categories
Application Security Tools (11th), Build Automation (1st), Release Automation (2nd), Static Application Security Testing (SAST) (9th), Software Composition Analysis (SCA) (4th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
 

Mindshare comparison

As of January 2026, in the Rapid Application Development Software category, the mindshare of GitHub CoPilot is 4.7%, up from 4.7% compared to the previous year. The mindshare of GitLab is 2.7%, up from 2.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Rapid Application Development Software Market Share Distribution
ProductMarket Share (%)
GitHub CoPilot4.7%
GitLab2.7%
Other92.6%
Rapid Application Development Software
 

Featured Reviews

TusharShankar - PeerSpot reviewer
QA Manager at Synechron
AI coding assistant has transformed development speed and supports learning new languages
Any technology comes with two things, or rather anything in this world has both sides, good and bad. LLMs also have the same thing. The bad part is for a person who is 100% dependent on AI because they won't be able to learn more if they are 100% dependent on that. The main thing is that there has to be restraint from our side. I won't say it is from the tool side, but from our side, we need to learn and we need to work on it. We need to review the code. That is one thing that we need to do from our end. From a technology perspective, it is designed to help us out, and it is totally on our side of thinking about how exactly we are going to use that. There is not any area for improvement from the tool side, but it is from the users altogether. Users should not be 100% reliant on AI or any LLMs. They need to work on it and they need to review the code.
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.
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Computer Software Company
10%
Manufacturing Company
9%
Healthcare Company
7%
Financial Services Firm
14%
Computer Software Company
13%
Manufacturing Company
11%
Government
11%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise2
Large Enterprise14
By reviewers
Company SizeCount
Small Business36
Midsize Enterprise10
Large Enterprise46
 

Questions from the Community

What is your experience regarding pricing and costs for GitHub CoPilot?
For now, I think it is okay. It is not that expensive. The kind of use that I am having with a $20-30 license, I think it is really of really good help.
What needs improvement with GitHub CoPilot?
Any technology comes with two things, or rather anything in this world has both sides, good and bad. LLMs also have the same thing. The bad part is for a person who is 100% dependent on AI because ...
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?
We are currently using general GitLab, not GitLab Premium.
What needs improvement with GitLab?
GitLab can be improved by being more responsive in the UI and offering better pricing for premium features, which would be useful for small startups. While GitLab's CI/CD is powerful, it is somewha...
 

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: December 2025.
880,315 professionals have used our research since 2012.