GitLab vs. Google Container Registry

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
GitLab
Score 8.7 out of 10
N/A
GitLab is an intelligent orchestration platform for DevSecOps, where software teams enable AI at every stage of the software lifecycle to ship faster. The platform enables teams to automate repetitive tasks across planning, building, securing, testing, deploying, and maintaining software.
$0
per month per user
Google Container Registry
Score 8.0 out of 10
N/A
Google Cloud Container Registry is a place to manage Docker images, perform vulnerability analysis, and decide who can access what with fine-grained access control. Existing CI/CD integrations let users set up fully automated Docker pipelines.N/A
Pricing
GitLabGoogle Container Registry
Editions & Modules
GitLab Free (self-managed)
$0
GitLab Free
$0
GitLab Premium
$29
per month per user
GitLab Premium (self-managed)
$29
per month per user
GitLab Ultimate
Contact Sales
GitLab Ultimate (self-managed)
Contact Sales
No answers on this topic
Offerings
Pricing Offerings
GitLabGoogle Container Registry
Free Trial
YesNo
Free/Freemium Version
YesNo
Premium Consulting/Integration Services
YesNo
Entry-level Setup FeeOptionalNo setup fee
Additional DetailsGitLab Credits enable flexible, consumption-based access to agentic AI capabilities in the GitLab platform, allowing you to scale AI adoption at your own pace while maintaining cost predictability. Powered by Duo Agent Platform, GitLab’s agentic AI capabilities help software teams to collaborate at AI speed, without compromising quality and enterprise security. If usage exceeds monthly allocations and overage terms are accepted, automated on-demand billing activates without service interruption, so your developers never lose access to AI capabilities they need. Real-time dashboards provide transparency into AI consumption patterns. Software teams can see usage across users, projects, and groups with granular attribution for cost allocation. Automated threshold alerts facilitate proactive planning. Advanced analytics deliver trending, forecasting, and FinOps integration.
More Pricing Information
Community Pulse
GitLabGoogle Container Registry
Features
GitLabGoogle Container Registry
Container Management
Comparison of Container Management features of Product A and Product B
GitLab
-
Ratings
Google Container Registry
8.5
1 Ratings
5% above category average
Security and Isolation00 Ratings9.01 Ratings
Container Orchestration00 Ratings6.01 Ratings
Storage Management00 Ratings8.01 Ratings
Update Rollouts and Rollbacks00 Ratings9.01 Ratings
Self-Healing and Recovery00 Ratings9.01 Ratings
Analytics, Monitoring, and Logging00 Ratings10.01 Ratings
Best Alternatives
GitLabGoogle Container Registry
Small Businesses
GitGuardian
GitGuardian
Score 9.0 out of 10
Portainer
Portainer
Score 9.1 out of 10
Medium-sized Companies
Veracode
Veracode
Score 8.9 out of 10
Red Hat OpenShift
Red Hat OpenShift
Score 9.2 out of 10
Enterprises
Veracode
Veracode
Score 8.9 out of 10
Red Hat OpenShift
Red Hat OpenShift
Score 9.2 out of 10
All AlternativesView all alternativesView all alternatives
User Ratings
GitLabGoogle Container Registry
Likelihood to Recommend
8.4
(152 ratings)
8.0
(1 ratings)
Likelihood to Renew
9.0
(5 ratings)
-
(0 ratings)
Usability
10.0
(6 ratings)
-
(0 ratings)
Performance
9.0
(1 ratings)
-
(0 ratings)
Support Rating
10.0
(12 ratings)
-
(0 ratings)
Product Scalability
10.0
(1 ratings)
-
(0 ratings)
User Testimonials
GitLabGoogle Container Registry
Likelihood to Recommend
GitLab
GitLab is good if you work a lot with code and do complex repository actions. It gives you a very good overview of what were the states of your branches and the files in them at different stages in time. It's also way easier and more efficient to write pipelines for CI\CD. It's easier to read and it's easier to write them. It takes fewer clicks to achieve the same things with GitLab than it does for competitor products.
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Google
As a Cloud Engineer while working on a migration project we used GCR and my experience of using it is actually good the reason behind this is: 1: GCR uses industry-standard encryption to protect your data.2: GCR offers data loss prevention features to help you prevent sensitive data from being leaked or exposed and last but not the least is GCR provides audit logging so you can track who has accessed your data and when, because of these reasons its my go to tool.
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Pros
GitLab
  • GitLab excels in managing code versions, allowing easy tracking of changes, branch management, and merging contributions.
  • It helps maintain code stability and reliability, saving time and effort in the development or research workflow.
  • Powerful code review features, enabling collaboration and feedback among team members.
  • Robust project management features, including issue tracking, kanban boards, and milestones.
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Google
  • Object Immutability feature allows us to protect our code and backups from accidental or malicious changes.
  • Data loss prevention feature helps us to prevent sensitive data from being leaked or exposed.
  • GCR has support for machine learning which is in my opinion is best .
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Cons
GitLab
  • CI variables management is sometimes hard to use, for example, with File type variables. The scope of each variable is also hard to guess.
  • Access Token: there are too many types (Personal, Project, global..), and it is hard to identify the scope and where it comes from once created.
  • Runners: auto-scaled runners are for the moment hard to put in place, and monitoring is not easy.
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Google
  • The one area which i think GCR lacks is that it currently supports a limited number of file types
  • The major flaw a felt while working on it is it does not have feature of object versioning and object locking
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Likelihood to Renew
GitLab
I really feel the platform has matured quite faster than others, and it is always at the top of its game compared to the different vendors like GitHub, Azure pipelines, CircleCI, Travis, Jenkins. Since it provides, agents, CI/CD, repository hosting, Secrets management, user management, and Single Sign on; among other features
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Google
No answers on this topic
Usability
GitLab
I find it easy to use, I haven't had to do the integration work, so that's why it is a 9/10, cause I can't speak to how easy that part was or the initial set up, but day to day use is great!
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Google
No answers on this topic
Reliability and Availability
GitLab
I've never had experienced outages from GItlab itself, but regarding the code I have deployed to Gitlab, the history helps a lot to trace the cause of the issue or performing a rollback to go back to a working version
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Google
No answers on this topic
Performance
GitLab
GItlab reponsiveness is amazing, has never left me IDLE. I've never had issues even with complex projects. I have not experienced any issues when integrating it with agents for example or SSO
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Google
No answers on this topic
Support Rating
GitLab
At this point, I do not have much experience with Gitlab support as I have never had to engage them. They have documentation that is helpful, not quite as extensive as other documentation, but helpful nonetheless. They also seem to be relatively responsive on social media platforms (twitter) and really thrived when GitHub was acquired by Microsoft
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Google
No answers on this topic
Alternatives Considered
GitLab
Gitlab seems more cutting-edge than GitHub; however, its AI tools are not yet as mature as those of CoPilot. It feels like the next-generation product, so as we selected a tool for our startup, we decided to invest in the disruptor in the space. While there are fewer out-of-the-box templates for Gitlab, we have never discovered a lack of feature parity.
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Google
It is very easy to integrate GCR with other services and I integrated GCR with GKE and Cloud Build. 1: While working on one project I created one pipeline pulls the app's Docker image from GCR and builds the app's Docker image. Deployed that apps image in GKE. 2: Ive stored the data in GCR and that data was being used by cloud Run applications
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Scalability
GitLab
I think is very well designed, and like any VCS it works as intended
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Google
No answers on this topic
Return on Investment
GitLab
  • GitLab cut down our spent on container, package and infrastructure registry
  • Best thing is we can now have everything in single platform which cost effective too
  • Quality of support is really good and they do have emergency support team as well which is great
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Google
  • As a DevOps Engineer , GCR has made a important contribution to my organisation because GCR can be used to store code and assets, which can help to reduce the development time for new projects.
  • Using GCR has bee­n a cost-effective solution for us since­ we only pay for the storage we­ actually utilise. This has resulted in significant savings on our cloud storage­ expenses.
  • We trust GCR be­cause they prioritise the­ security of our data by utilising industry-standard encryption. This assurance brings us pe­ace of mind, as we know our information is protecte­d.
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ScreenShots

GitLab Screenshots

Screenshot of What is Intelligent Orchestration for DevSecOps?Screenshot of an overview of GitLab Duo Agent PlatformScreenshot of a new agent creation screen