Data Version Control Blog

Insights and updates from the DVC team. Explore best practices in data versioning, machine learning workflows, and model management. Stay informed with our latest news, tutorials, and community highlights.

End-to-end lineage with DVC and Amazon SageMaker AI MLflow apps

AWS Solutions Architects demonstrate how to build an end-to-end MLOps workflow combining DVC for data versioning, Amazon SageMaker AI for scalable training, and SageMaker AI MLflow Apps for experiment tracking and lineage. The post presents two deployable patterns: dataset-level lineage (foundational) and record-level lineage (healthcare compliance with individual record traceability), enabling full reproducibility and audit capabilities for regulated industries.

Jeny De Figueiredo

September 22, 2026

17 minutes read

From DVC to lakeFS: Zero-Copy Imports of Your Tracked Data

dvc-to-lakefs brings your DVC-tracked data into lakeFS with a zero-copy import — no re-uploading, no second copy. Get branches, commits, and merges at data-lake scale.

Itai Admi

June 30, 2026

8 minutes read

Bast AI Use Case: Using DVC as a Data Registry for Explainable, Offline-Ready AI

How Bast AI uses DVC as a data registry for unstructured AI pipelines—versioning PDFs, page images, ontologies, and retrieval context to build an explainable, offline-ready medical assistant with full provenance and auditability.

Jeny De Figueiredo

February 11, 2026

7 minutes read

A Shared Vision for the Future of DVC

Dmitry Petrov

November 18, 2025

4 minutes read

DVC Joins lakeFS: Your Questions Answered!

Jeny De Figueiredo

November 18, 2025

5 minutes read

Transforming a Jupyter Notebook into a Reproducible Pipeline for Experiments with DVC

Rob De Wit shares his Pokémon Generator project to demonstrate how you can move from a Jupyter Notebook prototype to a production-ready pipeline with DVC.

Rob de Wit

October 30, 2025

8 minutes read

Community Spotlight: Akash Mane – How to Label and Rotate Training and Feedback Datasets Cleanly

Raise your labeling standards with this great guide from Community member, Akash Mane!

Akash Mane

October 7, 2025

28 minutes read