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

Organize Your Storage with DVC Cloud Versioning

DVC cloud versioning makes it easy to take full advantage of your cloud provider’s built-in versioning capabilities.

Dave Berenbaum

February 22, 2023

6 minutes read

MLEM + Modal + nanoGPT

Train and deploy your own GPT model in 2 easy steps!

Mike Sveshnikov

February 8, 2023

3 minutes read

Deploy Computer Vision Models Faster and Easier

One command to serve CV models from your laptop in the cloud 🚀

Mike Sveshnikov

January 19, 2023

5 minutes read

January ’23 Heartbeat

Monthly updates are here! Great content from the Community, including a new tutorial video on MLEM and shout out from Tryolabs for MLEM, great new tutorial on DVC, Casper da Costa-Luis' video on CML from MLOps Summit and more! Happy 2023!

Jeny De Figueiredo

January 17, 2023

6 minutes read

December ’22 Heartbeat

Monthly updates are here! Great content from the Community, including a DVC extension for VS Code tutorial, sweet MLOps guide, framework agnostic ml pipeline with DVC and non-Python apps to integrate ML models with MLEM. Welcome to December!

Jeny De Figueiredo

December 16, 2022

8 minutes read

Instant Experiment Tracking: Just Add DVC!

Experiment tracking in DVC with a few lines of Python.

Dave Berenbaum

December 15, 2022

4 minutes read