Category
MLOps platforms: what they are and who makes them
experiment trackers and orchestrators, orchestration-first platforms, enterprise governance suites, cloud-provider ml services: ClearML, Valohai, Comet through Kubeflow.
Types of MLOps platforms
Experiment trackers and orchestrators
ClearML, Comet, MLflow and Weights & Biases start from logging runs, metrics and artifacts, then add pipelines or registries. Most have a free tier or an open-source version, which lets a team adopt them one project at a time and judge the fit first.
Orchestration-first platforms
Valohai centers on running training across virtual machines, Kubernetes and Slurm, with lineage handled automatically. It suits teams that spread training across several clouds or their own GPU servers, and it prices by user rather than by workload or run count.
Enterprise governance suites
Domino Data Lab, Dataiku and DataRobot sell platforms that bundle development, deployment and governance. Prices are quoted rather than listed, deployments can be on-prem, and the buyers are usually risk, compliance and central platform teams, not individual data scientists or small engineering groups.
Cloud-provider ML services
Amazon SageMaker AI and Vertex AI offer training, registries, feature stores and monitoring inside AWS and Google Cloud. They bill per resource and plug into each cloud's identity and storage layers, so they favor teams that already run the rest of their stack in that account.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| ClearML | ClearML Inc. | Not stated on its pages | Free tier + API |
| Valohai | Valohai | Not stated on its pages | Trial + API |
| Comet | Comet | United States | Free tier + API |
| MLflow | MLflow open-source project (Linux Foundation) | Not applicable, open-source project | Free tier + API |
| Weights & Biases | CoreWeave | Not stated on its pages | Free tier + API |
| Domino Data Lab | Domino Data Lab | Not stated on its pages | Paid + API |
| Dataiku | Dataiku | Not stated on its pages | Trial + API |
| DataRobot | DataRobot, Inc. | Not stated on its pages | Paid + API |
| Amazon SageMaker AI | Amazon Web Services | United States | Trial + API |
| Vertex AI (Gemini Enterprise Agent Platform) | Google Cloud | United States | Trial + API |
| Databricks | Databricks | United States | Trial + API |
| Azure Machine Learning | Microsoft | Not stated on the pages read | Trial + API |
| Kubeflow | Kubeflow community (CNCF graduated project) | Not applicable, open-source project | Paid |
