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Best Data Version Control Tools in 2026

Data version control tools help you manage changes to datasets and restore earlier states when needed. Compare the data scope each tool covers and whether dataset branching suits the way you work with versions. Snapshot granularity and point-in-time rollback clarify how finely changes can be captured and recovered. Weights & Biases, Apache Paimon, and ClearML are among the options to consider. Also compare deployment model and storage backend, then weigh free-plan availability and paid-from pricing alongside those technical details. The best fit depends on the data you need to track, how you want to organize versions, and where the data will live.

  1. 1

    git-annex

    Free plan Open source AndroidAPILinux+4

    git-annex offers a way to coordinate large files with git while storing their contents separately. Command-line comfort is a fit requirement, and a separate backup system may still be needed.

    8.9 Open source Visit site
  2. 2

    Apache Iceberg

    Free plan APILinuxMac+2

    Choose Apache Iceberg when analytic tables need to be shared across engines while retaining snapshots, rollback, and flexible schema changes.

    7.7 Open source Visit site
  3. 3

    Apache Paimon

    Free plan APILinuxMac+2

    Paimon provides table management for streaming and batch lakehouse workloads, with integrations spanning several engines and data sources.

    7.7 Free plan Visit site
  4. 4

    ClearML

    Free plan APILinuxMac+3

    ClearML combines AI/ML development tooling with infrastructure and GenAI deployment capabilities, and offers both self-hosted and managed deployment paths.

    7.6 Free plan · paid from $15/user/mo Visit site
  5. 5

    DagsHub

    Free plan APILinuxMac+3

    DagsHub provides a shared workspace for machine-learning data and project lifecycle management, with curation and experiment tools.

    7.5 Free plan · paid from $99/user/mo (annual) · 14-day trial Visit site
  6. 6

    DataChain

    Free plan APILinuxSelf-hosted+1

    DataChain combines dataset organization, Python processing, and agent integrations for unstructured data work.

    7.5 Free plan · paid from $70 Visit site
  7. 7

    Apache Hudi

    Free plan LinuxSelf-hosted

    Apache Hudi combines incremental data processing with table management, transactions, and historical queries.

    7.4 Open source Visit site
  8. 8

    Crowdee

    Free plan APISelf-hostedWeb

    Choose Crowdee if your team needs content verification across several media types and values human review, evidence exports, or API access.

    7.4 Free plan · paid from €0.05 Visit site
  9. 9

    Dataverse

    Free plan APILinuxSelf-hosted+1

    Dataverse provides a structured repository for publishing and managing research datasets, with metadata, versioning, authentication, and integrations.

    7.4 Open source Visit site
  10. 10

    Dolt

    Free plan APILinuxMac+3

    Dolt applies version-control workflows to SQL data, with options for hosted collaboration or self-hosting.

    7.4 Free plan Visit site
  11. 11

    Bauplan

    Free plan APIWeb

    Bauplan combines serverless pipeline execution with safeguards for production data and integrations across data tools.

    7.3 Free plan · paid from $700/mo · 14-day trial Visit site
  12. 12

    DataLad

    Free plan LinuxMacWindows

    DataLad combines file versioning, provenance, and linked datasets in a free system that can be self-hosted. Users handling sensitive information should account for the persistence of Git history.

    7.3 Free plan Visit site
  13. 13

    Delta Lake

    Free plan APILinuxSelf-hosted

    Delta Lake provides transaction, schema and version controls for data lake tables, alongside batch and streaming support.

    7.3 Free plan Visit site
  14. 14

    Kart

    Free plan LinuxMacSelf-hosted+1

    Choose Kart if you need free, open-source version control for geospatial or tabular data and want local Git-style workflows with detailed dataset history.

    7.2 Open source Visit site
  15. 15

    Neon

    Free plan APILinuxMac+2

    Neon combines managed PostgreSQL with compute that can pause during inactivity, database branching, and programmatic management.

    7.2 Free plan Visit site
  16. 16

    Hugging Face Hub

    Free plan APILinuxWeb

    Hugging Face Hub combines repositories, app hosting, collaboration, storage, and inference options for machine learning work.

    7.1 Free plan · paid from $9/mo Visit site
  17. 17

    Nile

    Free plan APILinuxMac+2

    Nile combines pipeline versioning and rollback with AI-assisted data workflows, and offers a local edition that does not need a cloud account.

    7.1 Free plan · pricing on request Visit site
  18. 18

    Graviti

    Free plan APIWeb

    Graviti combines dataset management, versioning, previews, annotations, and workflow tools for unstructured data. Review the plan limits and usage-based charges alongside the included free storage.

    7.0 Free plan · paid from $200/mo · 14-day trial Visit site
  19. 19

    lakeFS

    Free plan APISelf-hostedWeb

    lakeFS combines version control, governance controls, and lineage for large-scale data workflows, with managed and self-managed deployment options.

    7.0 Free plan · pricing on request · 15-day trial Visit site
  20. 20

    Oxen

    Free plan APISelf-hostedWeb

    Oxen.ai brings model access and dataset versioning together, with collaboration, fine-tuning, and private deployment options.

    7.0 Free plan · paid from $30/mo Visit site
  21. 21

    Quilt

    Free plan APILinuxSelf-hosted+1

    Quilt combines S3-based packaging, catalog search, governance, and version control for scientific data.

    7.0 From $312.50/mo Visit site
  22. 22

    Roboflow

    Free plan AndroidAPIiPhone+4

    Roboflow brings computer vision dataset work, inference, and deployment into one platform.

    7.0 Free plan · paid from $79/mo (annual) · 14-day trial Visit site
  23. 23

    TerminusDB

    Free plan APILinuxSelf-hosted+1

    Choose TerminusDB if your work needs a schema-enforced document graph with Git-like version control, transactional commits, and multiple query interfaces.

    7.0 Free plan Visit site
  24. 24

    DVCLive

    Free plan API

    Choose DVCLive if you want a free Python library for recording and comparing machine learning runs within a Git and DVC workflow.

    6.9 Free plan Visit site
  25. 25

    Kedro

    Free plan LinuxSelf-hosted

    Kedro offers a structured Python workflow with a broad Data Catalog and pipeline visualization. Teams should be comfortable authoring code and managing deployment in their own environment.

    6.9 Free plan Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

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