Best lakeFS Alternatives

DVC (Data Version Control) is a free open-source tool that brings Git-like version control to datasets, ML models, and experiment pipelines. It stores pointer files in Git while keeping large data in remote storage like S3, GCS, or Azure. Features include reproducible ML pipelines with DAG-based dependency tracking, experiment management, metrics comparison, and a VS Code extension for visual experiment tracking.

Pachyderm is a data versioning and pipeline automation platform that provides Git-like version control for datasets with automatic data lineage tracking. Acquired by HPE, it enables reproducible ML workflows by connecting data versioning to containerized processing pipelines. Features include automatic provenance tracking, incremental processing, and deduplication for efficient storage of large datasets.