Kubeflow
MLOps & Training · Free + paid
Kubernetes-native ML pipeline orchestration
At a glance
- Made by
- Kubeflow (CNCF project)
- Korean
- None (English and a few others only)
- Available on
- Web
- Open source
- Open source (the license name is not on the page; the documentation is CC BY 4.0)
- GitHub
- 15,905 stars · Apache-2.0
What is Kubeflow?
Kubeflow is a collection of modular open-source projects that make up a Kubernetes-native data and AI stack. It provides scalable tools for data, AI/ML, and HPC workloads. It consists of sub-projects such as notebooks, distributed training (Trainer), AutoML (Katib), pipelines, a model hub, the Spark Operator, and a dashboard. It is a CNCF graduated project.
- Kubeflow Pipelines: build and deploy portable, scalable ML workflows
- Kubeflow Trainer: distributed LLM fine-tuning and training on Kubernetes
- Kubeflow Katib: hyperparameter tuning, early stopping, and neural architecture search (AutoML)
- Kubeflow Notebooks: interactive development environment
- Kubeflow Hub (formerly Model Registry): manage metadata for models, versions, and artifacts
- Kubeflow Spark Operator: run Spark on Kubernetes
- Central Dashboard: web interface hub
Who uses Kubeflow and for what
- AI practitioners and platform administrators run data, AI/ML, and HPC workloads on Kubernetes
Pricing
Open source + paid cloud-managed plans
Open-source version can be self-hosted for free, managed cloud services are paid based on usage/seats
Estimate based on AI knowledge - please verify on the official site
AI tools similar to Kubeflow (alternatives)
Kubeflow vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| Kubeflow | Free + paid | 0 | 3 | — | — | No |
| Apache Airflow | Free + paid | 0 | 3 | — | — | No |
| Prefect | Free + paid | 0 | 3 | Yes | $100/mo | No |
| ZenML | Free + paid | 0 | 3 | Yes | $39/mo | No |
2 of these 4 tools have a free plan. Cheapest paid plan: ZenML ($39/mo).
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
Kubeflow on AI Galaxy Map
- One of 45 AI tools in the MLOps & Training field.
- Connected to 3 other tools — #38 in its field.
Frequently asked questions
Can I use Kubeflow for free?
Open source + paid cloud-managed plans. Prices can change, so check the official site before paying.
What AI can I use instead of Kubeflow?
Tools that do the same job, such as Apache Airflow, Prefect, ZenML, are connected to it on the map.
Can I use Kubeflow in Korean?
None (English and a few others only)
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.