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.

A Shared Vision for the Future of DVC

Dmitry Petrov
Dmitry Petrov
November 18, 2025
4 minutes read
Tutorial: Automate Data Validation and Model Monitoring Pipelines with DVC and Evidently
Ensuring your machine learning models remain precise and efficient as time progresses, and verifying that your data consistently reflects the real-world scenario.
Mikhail Rozhkov
Mikhail Rozhkov
January 19, 2024
14 minutes read
Integrating DVC and Git LFS via libgit2 filters
Read about how we built a Python Git LFS client to support integrating projects which use Git LFS into your DVC workflow.
Peter Rowlands
Peter Rowlands
January 3, 2024
7 minutes read
Turn Your Favorite IDE into a Full Machine Learning Experimentation Platform
DVC extension enables you to run, track and manage ML experiments without leaving VS Code.
Tapa Dipti Sitaula
Tapa Dipti Sitaula
November 16, 2023
3 minutes read
Leveraging LLMs in Chatbots: The DVC Approach
Read how DVC can optimize the development process for chatbots built on Large Language Models.
Ryan Turner
Ryan Turner
September 25, 2023
8 minutes read
Fine-Tuning Large Language Models with a Production-Grade Pipeline
This post describes a production ML pipeline for fine-tuning large language models using DVC, SkyPilot, HuggingFace Transformers, and quantization techniques.
Alex Kim
Alex Kim
September 8, 2023
13 minutes read
Automate model deployment to Amazon SageMaker with the DVC Model Registry
DVC provides a Git-based mechanism to automate model deployment from an intuitive web UI.
Tapa Dipti Sitaula
Tapa Dipti Sitaula
August 30, 2023
8 minutes read