Top 4 Python data-version-control Projects

dvc

108 13,093 9.7 Python

🦉 ML Experiments and Data Management with Git

Project mention: Why bad scientific code beats code following "best practices" | news.ycombinator.com | 2024-01-06

What you’re describing sounds like DVC (at a higher-ish—80%-solution level).
https://dvc.org/
See pachyderm too.

deeplake

13 7,690 9.8 Python

Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai

Project mention: FLaNK AI Weekly 25 March 2025 | dev.to | 2024-03-25

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
sgr

22 326 5.4 Python

sgr (command line client for Splitgraph) and the splitgraph Python library

Project mention: Show HN: Loofi – Our AI-Powered SQL Query Builder | news.ycombinator.com | 2023-05-21

ZnTrack

2 41 8.0 Python

Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).