It suits AI developers working on model training, fine-tuning, AI application development, or production monitoring.
Free plan Free trial From $60 a month AndroidiPhone & iPadWebWindowsMacLinux+2
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Best Data Version Control Tools 2026
Facts read 29 Sep 2026 – 21 Oct 2026
When datasets change, version control tools can help you examine how data is organized, updated and restored. Compare data scope and dataset branching, then consider snapshot granularity and point-in-time rollback to understand the versioning approaches represented. The entries include git-annex, Weights & Biases and Dolt, as well as lakeFS and DataLad. Deployment model and storage backend are also comparison points, since they describe how each tool is set up and where data is stored. The ranked best-of ordering also sets out free plan availability and paid starting prices, so you can weigh those details alongside the data-management features.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Weights & Biases | It suits AI developers working on model training, fine-tuning, AI application development, or production monitoring. | 6.3 | $60 a month | Free plan | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 |
| 02 Roboflow | Roboflow is intended for developers and enterprises building computer vision applications. | 6.1 | $39 a month | Free plan | Android, iPhone & iPad, Web, Mac | 21 Oct 2026 |
| 03 DagsHub | DagsHub suits developers and teams managing machine-learning data and experiments across multiple project stages. | 6.0 | $99 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 04 git-annex | git-annex suits Git users comfortable with the command line who need to coordinate large files across repositories and storage locations. | 5.7 | Free plan | Free plan | Android, Web, Windows, Mac | 15 Oct 2026 |
| 05 Dolt | Dolt suits developers and teams that want SQL data changes to be reviewable and reversible through version-control workflows. | 5.3 | $5 a month | Free plan | Web, Windows, Mac, Linux | 1 Oct 2026 |
| 06 Quilt | 5.2 | Free plan | Free plan | Web, Linux, API, Self-hosted | 3 Oct 2026 | |
| 07 ClearML | It suits teams developing, training, and deploying AI/ML models that need GPU infrastructure management and experiment tracking. | 5.1 | $15 a month | Free plan | Web, Windows, Mac, Linux | 3 Oct 2026 |
| 08 Graviti | Graviti is aimed at AI developers acquiring, storing, and processing unstructured data. | 5.1 | $200 a month | Free plan | Web, API | 3 Oct 2026 |
| 09 Hugging Face Hub | It suits people building, sharing, or managing machine learning models, datasets, and apps. | 5.1 | $9 a month | Free plan | Web, Linux, API | 29 Sep 2026 |
| 10 Neon | Neon suits developers and teams building relational database-backed projects that need managed cloud hosting, branching, or programmatic administration. | 5.1 | $0.11 usage-based | Free plan | Web, Windows, Mac, Linux | 30 Sep 2026 |
02
Roboflow
Roboflow is intended for developers and enterprises building computer vision applications.
AndroidiPhone & iPadWeb+4 Record6.1 Visit
03
DagsHub
DagsHub suits developers and teams managing machine-learning data and experiments across multiple project stages.
WebWindowsMac+3 Record6.0 Visit
04
git-annex
git-annex suits Git users comfortable with the command line who need to coordinate large files across repositories and storage locations.
AndroidWebWindows+4 Record5.7 Visit
05
Dolt
Dolt suits developers and teams that want SQL data changes to be reviewable and reversible through version-control workflows.
WebWindowsMac+3 Record5.3 Visit
7
ClearML
WebWindowsMac+3 $15 a month Record5.1 Visit It suits teams developing, training, and deploying AI/ML models that need GPU infrastructure management and experiment tracking.
8
Graviti
WebAPI $200 a month Record5.1 Visit Graviti is aimed at AI developers acquiring, storing, and processing unstructured data.
9
Hugging Face Hub
WebLinuxAPI $9 a month Record5.1 Visit It suits people building, sharing, or managing machine learning models, datasets, and apps.
10
Neon
WebWindowsMac+2 $0.11 usage-based Record5.1 Visit Neon suits developers and teams building relational database-backed projects that need managed cloud hosting, branching, or programmatic administration.
12
Apache Iceberg
WindowsMacLinux+2 Free plan Record4.8 Visit Apache Iceberg suits teams managing analytic tables who need multiple query or processing engines to work with shared data.
13
Apache Paimon
WindowsMacLinux+2 Free plan Record4.8 Visit Apache Paimon may suit teams building lakehouse systems that need streaming and batch operations, table time travel, or CDC ingestion.
14
Bauplan
WebAPI $700 a month Record4.8 Visit Bauplan suits developers and AI agents building, validating, and shipping data pipelines on production data.
15
DataChain
WebLinuxAPI+1 Free plan Record4.8 Visit It suits researchers, developers, and AI teams working with files and tables across cloud or local storage.
17
Crowdee
WebAPISelf-hosted Free plan Record4.7 Visit Crowdee is aimed at newsrooms, compliance teams, and AI researchers that need content checks and review evidence.
22
Delta Lake
LinuxAPISelf-hosted Free plan Record4.5 Visit Delta Lake suits teams building lakehouse architectures that need table transactions, version access, and batch and streaming workloads.
24
Apache Hudi
LinuxSelf-hosted Free plan Record4.4 Visit Hudi suits teams building data lakes or lakehouses that need streaming ingestion, incremental processing and table operations.
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