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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    GitLab

    Score8.9 out of 10
    N/AGitLab 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 Cloud Run

    Score8.7 out of 10
    N/AGoogle Cloud Run enables users to build and deploy scalable containerized apps written in any language (including Go, Python, Java, Node.js, .NET, and Ruby) on a fully managed platform. Cloud Run can be paired with other container ecosystem tools, including Google's Cloud Build, Cloud Code, Artifact Registry, and Docker. And it features out-of-the-box integration with Cloud Monitoring, Cloud Logging, Cloud Trace, and Error Reporting to ensure the health of an application.N/A
    Pricing
    GitLabGoogle Cloud Run
    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 Cloud Run
    Free Trial
    YesYes
    Free/Freemium Version
    YesYes
    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
    Features
    GitLabGoogle Cloud Run
    Container Management
    Comparison of Container Management features of GitLab and Google Cloud Run
    Feature
    GitLab
    -
    Ratings
    Google Cloud Run
    7.3
    17 Ratings
    11% below category average
    Security and Isolation00 Ratings8.017 Ratings
    Container Orchestration00 Ratings7.616 Ratings
    Cluster Management00 Ratings6.41 Ratings
    Storage Management00 Ratings2.71 Ratings
    Resource Allocation and Optimization00 Ratings8.517 Ratings
    Discovery Tools00 Ratings7.213 Ratings
    Update Rollouts and Rollbacks00 Ratings8.216 Ratings
    Self-Healing and Recovery00 Ratings8.514 Ratings
    Analytics, Monitoring, and Logging00 Ratings8.017 Ratings
    Best Alternatives
    GitLabGoogle Cloud Run
    Small Businesses
    GitGuardian
    Score9 out of 10
    Mirantis Kubernetes Engine
    Score8 out of 10
    Medium-sized Companies
    No answers on this topic
    Amazon Elastic Container Service (Amazon ECS)
    Score8.6 out of 10
    Enterprises
    No answers on this topic
    SUSE Rancher
    Score9.4 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    GitLabGoogle Cloud Run
    Likelihood to Recommend
    8.6
    (168 ratings)
    8.5
    (17 ratings)
    Likelihood to Renew
    9.0
    (6 ratings)
    9.0
    (1 ratings)
    Usability
    8.8
    (20 ratings)
    7.9
    (2 ratings)
    Availability
    -
    (0 ratings)
    8.0
    (1 ratings)
    Performance
    9.0
    (1 ratings)
    8.0
    (1 ratings)
    Support Rating
    10.0
    (12 ratings)
    -
    (0 ratings)
    Implementation Rating
    -
    (0 ratings)
    8.0
    (1 ratings)
    Configurability
    -
    (0 ratings)
    8.0
    (1 ratings)
    Contract Terms and Pricing Model
    -
    (0 ratings)
    8.0
    (1 ratings)
    Product Scalability
    10.0
    (1 ratings)
    8.0
    (1 ratings)
    Professional Services
    -
    (0 ratings)
    8.0
    (1 ratings)
    Vendor post-sale
    -
    (0 ratings)
    8.0
    (1 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    9.0
    (1 ratings)
    User Testimonials
    GitLabGoogle Cloud Run
    Likelihood to Recommend
    GitLab
    In general it's a good product with a huge number of features. It can do CI/CD checks, deployment, repo hosting, integrations etc. A lot of it can be managed from just the UI but also has an ok API. It does tend to release new features semi-often too which is nice. It can have a steep learning curve for certain features so not a starter-friendly vendor, but great for most businesses.
    Incentivized
    Read full review
    Google
    Microservices and RestFul API application as it is fast and reliant. Seamless integration with event triggers such as pubsub or event arc, so you can easily integrate that with usecases with file uploads, database changes, etc. Basically great with short-lived tasks, if however, you have long-running processses, Cloud Run might not be idle for this. For example if you have a long running data processing task, other solutions such as kubeflow pipelines or dataflow are more suited for this kind of tasks. Cloud Run is also stateless, so if you need memory, you will have to connect an external database.
    Incentivized
    Read full review
    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.
    Incentivized
    Read full review
    Google
    • Auto scaling is the best one
    • provide direct VPC connectivity and rigid network
    • Cloud SQL and Pub/Sub services
    • Handling latency issues
    Incentivized
    Read full review
    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.
    Incentivized
    Read full review
    Google
    • The UI can be made simpler. Currently the UI is bloated and it takes time to find out what you want
    • More integrations with container registry providers (ECR, dockerhub)
    • Better permissions UX. Currently GCP requires service accounts to be used with cloud products, the experience adding/removing permissions is difficult to navigate
    Incentivized
    Read full review
    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
    Incentivized
    Read full review
    Google
    We definitely need to renew it because we dont own our own infrastructure and storage and we are happy with Cloud Run features
    Incentivized
    Read full review
    Usability
    GitLab
    - As a combination of features and products, GitLab is a really great tool for developers. - Also, it comes with both light and quick changes in a web browser version, as well as pro work in VS Code mode. However, in certain areas, such as large-scale issues/incidents, management can be improved.
    Incentivized
    Read full review
    Google
    The UI/console is great... the documentation is top-notch for developers, but the CLI itself when you have to script around it is very complex and easy to forget some options... the downside of a generic command line client.
    Incentivized
    Read full review
    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
    Incentivized
    Read full review
    Google
    Not seen any major issues when we run applications its good
    Incentivized
    Read full review
    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
    Incentivized
    Read full review
    Google
    Initially we felt slow but slowly it picked up and easy to manage
    Incentivized
    Read full review
    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
    Incentivized
    Read full review
    Google
    No answers on this topic
    Implementation Rating
    GitLab
    No answers on this topic
    Google
    I was involved in the initial implementation setup, Its easy with the given documentaiton we can do ourself. Not that critical
    Incentivized
    Read full review
    Alternatives Considered
    GitLab
    GitHub is an inferior product from most points of view. We had to use it and the teams finds no positives about it. Everything is a downgrade from our previous GitLab solution. GitLab CI\CD is vastly superior to workflows, for example doing a manual node is just "when : manual" in GitLab while you have to do clickops in GitHub to achieve the same. No overview of code in branches is a minus when we tried to figure out what our colleagues are trying to merge as it looked off.
    Incentivized
    Read full review
    Google
    AWS Lambda supports code zip package, enabling lower cold start time. Also, AWS Lambda pricing is much simpler, easier to understand.
    Other than that, the 2 products are very similar, including the Docker image support: the image must be built based on proprietary base image.
    Obviously, if your other services are running in GCP, then Google Cloud Run is your only choice for tight integration, & private networking.
    Incentivized
    Read full review
    Contract Terms and Pricing Model
    GitLab
    No answers on this topic
    Google
    Not part of purchase.
    Incentivized
    Read full review
    Scalability
    GitLab
    I think is very well designed, and like any VCS it works as intended
    Incentivized
    Read full review
    Google
    It has good auto scale feature and reliable also
    Incentivized
    Read full review
    Professional Services
    GitLab
    No answers on this topic
    Google
    We have very good support when needed
    Incentivized
    Read full review
    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
    Incentivized
    Read full review
    Google
    • Built in support for auto scaling helps reduce operational overhead
    • Any application performance issues can be addressed quickly by allocating more resources while a proper fix can be planned and rolled out later
    • Using Google Cloud Run enables development of microservices which provides granular control for scaling critical services in the platform
    Incentivized
    Read full review
    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