ZenML alternatives

The best alternatives to ZenML are MLflow, Kubeflow, Metaflow and Dagster. Each is an AI tool with a distinct edge — pricing, output quality, or workflow — detailed below and reviewed on Stork.

• MLflow

  MLflow is an open-source platform primarily focused on managing the machine learning lifecycle, excelling in experiment tracking, model versioning, and a centralized model registry.

• Kubeflow

  Kubeflow is a Kubernetes-native open-source platform designed to make deployments of machine learning workflows on Kubernetes simple, portable, and scalable.

• Metaflow

  Metaflow is a human-centric Python library that simplifies building and managing real-life data science projects, with built-in versioning of data artifacts and code.

• Dagster

  Dagster is an open-source data orchestrator that emphasizes defining, testing, and running data assets and ML pipelines in Python, with a strong focus on data lineage and development-time usability.