GitLab vs. Hortonworks Data Platform vs. Kubernetes

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
Hortonworks Data Platform
Score 5.0 out of 10
N/A
Hortonworks Data Platform (HDP) is an open source framework for distributed storage and processing of large, multi-source data sets. HDP modernizes IT infrastructure and keeps data secure—in the cloud or on-premises—while helping to drive new revenue streams, improve customer experience, and control costs. Hortonworks merged with Cloudera in eary 2019.N/A
Kubernetes
Score 9.0 out of 10
N/A
Kubernetes is an open-source container cluster manager.N/A
Pricing
GitLabHortonworks Data PlatformKubernetes
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
No answers on this topic
Offerings
Pricing Offerings
GitLabHortonworks Data PlatformKubernetes
Free Trial
YesNoNo
Free/Freemium Version
YesNoNo
Premium Consulting/Integration Services
YesNoNo
Entry-level Setup FeeOptionalNo setup feeNo 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
GitLabHortonworks Data PlatformKubernetes
Considered Multiple Products
GitLab
Chose GitLab
GitLab is rich in features and access control if compared with GitHub also GitHub stands no where in CI/CD if compared with GitLab.
GitLab CI/CD is mature, robust and far better than GitHub actions in all means.
If I talk about quality of support and reponse time of GitLab it is …
Chose GitLab
GitHub wins the social coding battle by a longshot. Their community engagement is huge and the number of popular projects hosted there is higher than any other service. I've only ever heard of 1 serious project hosted on Bitbucket, but I would imagine it integrates very well …
Chose GitLab
GitLab stands up great to other Git hosting services. GitLab CI blows GitLab past it's competitors to take a Git server and make it a complete application management platform. Versus GitHub, GitLab does not stand up for hosting open source projects as GitHub has a much larger …
Hortonworks Data Platform

No answer on this topic

Kubernetes
Chose Kubernetes
We evaluated Docker Swarm as usage of docker is very distributed in our company. But docker swarm has not as many features as kubernetes and we have large, complex architectures which require good scalability and robustness - this is a huge strength of kubernetes compared to …
Features
GitLabHortonworks Data PlatformKubernetes
Container Management
Comparison of Container Management features of Product A and Product B
GitLab
-
Ratings
Hortonworks Data Platform
-
Ratings
Kubernetes
9.0
4 Ratings
10% above category average
Security and Isolation00 Ratings00 Ratings9.14 Ratings
Container Orchestration00 Ratings00 Ratings9.74 Ratings
Cluster Management00 Ratings00 Ratings9.74 Ratings
Storage Management00 Ratings00 Ratings8.24 Ratings
Resource Allocation and Optimization00 Ratings00 Ratings8.54 Ratings
Discovery Tools00 Ratings00 Ratings9.14 Ratings
Update Rollouts and Rollbacks00 Ratings00 Ratings9.14 Ratings
Self-Healing and Recovery00 Ratings00 Ratings9.13 Ratings
Analytics, Monitoring, and Logging00 Ratings00 Ratings8.84 Ratings
Best Alternatives
GitLabHortonworks Data PlatformKubernetes
Small Businesses
GitGuardian
GitGuardian
Score 9.0 out of 10

No answers on this topic

Portainer
Portainer
Score 9.0 out of 10
Medium-sized Companies
Veracode
Veracode
Score 8.8 out of 10
Cloudera Manager
Cloudera Manager
Score 9.9 out of 10
Red Hat OpenShift
Red Hat OpenShift
Score 9.2 out of 10
Enterprises
Veracode
Veracode
Score 8.8 out of 10
IBM Analytics Engine
IBM Analytics Engine
Score 7.2 out of 10
Red Hat OpenShift
Red Hat OpenShift
Score 9.2 out of 10
All AlternativesView all alternativesView all alternativesView all alternatives
User Ratings
GitLabHortonworks Data PlatformKubernetes
Likelihood to Recommend
8.3
(152 ratings)
7.0
(9 ratings)
8.7
(19 ratings)
Likelihood to Renew
9.0
(5 ratings)
-
(0 ratings)
10.0
(1 ratings)
Usability
10.0
(6 ratings)
-
(0 ratings)
8.8
(3 ratings)
Performance
9.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
Support Rating
10.0
(12 ratings)
-
(0 ratings)
-
(0 ratings)
Implementation Rating
-
(0 ratings)
9.0
(1 ratings)
-
(0 ratings)
Product Scalability
10.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
User Testimonials
GitLabHortonworks Data PlatformKubernetes
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.
Read full review
Cloudera
I find HDP easy to use and solves most of the problems for people looking to manage their big data. Evaluating the Hortonworks Data Platform is easy as it is free to download and install in your cluster. Single node cluster available as Sandbox is also easy for POCs.
Read full review
Kubernetes
K8s should be avoided - If your application works well without being converted into microservices-based architecture & fits correctly in a VM, needs less scaling, have a fixed traffic pattern then it is better to keep away from Kubernetes. Otherwise, the operational challenges & technical expertise will add a lot to the OPEX. Also, if you're the one who thinks that containers consume fewer resources as compared to VMs then this is not true. As soon as you convert your application to a microservice-based architecture, a lot of components will add up, shooting your resource consumption even higher than VMs so, please beware. Kubernetes is a good choice - When the application needs quick scaling, is already in microservice-based architecture, has no fixed traffic pattern, most of the employees already have desired skills.
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.
Read full review
Cloudera
  • It does a good job of packaging a lot of big data components into bundles and lets you use the ones you are interested in or need. It supports an extensive list of components which lets us solve many problems.
  • It provides the ability to manage installations and maintenance using Apache Ambari. It helps us in using management packs to install/upgrade components easily. It also helps us add, remove components, add, remove hosts, perform upgrades in a convenient manner. It also provides alerts and notifications and monitors the environment.
  • What they excel in is packaging open source components that are relevant and are useful to solve and complement each other as well as contribute to enhancing those components. They do a great job in the community to keep on top of what would be useful to users, fixing bugs and working with other companies and individuals to make the platform better.
Read full review
Kubernetes
  • Complex cluster management can be done with simple commands with strong authentication and authorization schemes
  • Exhaustive documentation and open community smoothens the learning process
  • As a user a few concepts like pod, deployment and service are sufficient to go a long way
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.
Read full review
Cloudera
  • Since it doesn't come with propriety tools for big data management, additional integration is need (for query handling, search, etc).
  • It was very straightforward to store clinical data without relations, such as data from sensors of a medical device. But it has limitations when needed to combine the data with other clinical data in structured format (e.g. lab results, diagnosis).
  • Overall look and feel of front-end management tools (e.g. monitoring) are not good. It is not bad but it doesn't look professional.
Read full review
Kubernetes
  • Local development, Kubernetes does tend to be a bit complicated and unnecessary in environments where all development is done locally.
  • The need for add-ons, Helm is almost required when running Kubernetes. This brings a whole new tool to manage and learn before a developer can really start to use Kubernetes effectively.
  • Finicy configmap schemes. Kubernetes configmaps often have environment breaking hangups. The fail safes surrounding configmaps are sadly lacking.
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
Read full review
Cloudera
No answers on this topic
Kubernetes
The Kubernetes is going to be highly likely renewed as the technologies that will be placed on top of it are long term as of planning. There shouldn't be any last minute changes in the adoption and I do not anticipate sudden change of the core underlying technology. It is just that the slow process of technology adoption that makes it hard to switch to something else.
Read full review
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!
Read full review
Cloudera
No answers on this topic
Kubernetes
It is an eminently usable platform. However, its popularity is overshadowed by its complexity. To properly leverage the capabilities and possibilities of Kubernetes as a platform, you need to have excellent understanding of your use case, even better understanding of whether you even need Kubernetes, and if yes - be ready to invest in good engineering support for the platform itself
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
Read full review
Cloudera
No answers on this topic
Kubernetes
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
Read full review
Cloudera
No answers on this topic
Kubernetes
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
Read full review
Cloudera
No answers on this topic
Kubernetes
No answers on this topic
Implementation Rating
GitLab
No answers on this topic
Cloudera
Try not to change variable names.
Read full review
Kubernetes
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.
Read full review
Cloudera
We chose [Hortonworks Data Platform] because it's free and because [it] was an IBM partner, suggested as big data platform after biginsights platform.
You can install in more physical computer without high specs, then you can use it in order to learn how to deploy, configure a complete big data cluster.
We installed also in a cloud infrastructure of 5 virtual machine
Read full review
Kubernetes
Most of the required features for any orchestration tool or framework, which is provided by Kubernetes. After understanding all modules and features of the K8S, it is the best fit for us as compared with others out there.
Read full review
Scalability
GitLab
I think is very well designed, and like any VCS it works as intended
Read full review
Cloudera
No answers on this topic
Kubernetes
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
Read full review
Cloudera
  • It is difficult to have a negative impact, because the required investment is not that high.
  • The big open community behind Hortonworks and related Apache Project makes it easy to put 'the wheel to meet the road' quite quickly.
  • We have seen management meetings where the attendants were impressed by the results achieved with the datalake built on HDP.
Read full review
Kubernetes
  • Because of microservices, Kubernetes makes it easy to find the cost of each application easily.
  • Like every new technology, initially, it took more resources to educate ourselves but over a period of time, I believe it's going to be worth it.
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