FastDS

A command-line wrapper that combines Git and DVC functionality to streamline data science workflows. Automates repetitive version control tasks and reduces errors in Git+DVC operations through simplified command interfaces.

Use it when

• •Simplifying Git+DVC workflows for data science teams new to version control
• •Reducing human errors in repetitive data versioning operations
• •Standardizing data science workflows across development teams
• •Automating common Git+DVC command sequences in MLOps pipelines
• •Training environments where simplified interfaces improve adoption
• •Rapid prototyping scenarios requiring minimal version control overhead
• •Integration with Airflow and MLflow-based MLOps stacks
• •Teams transitioning from manual processes to automated data workflows

Watch out

• ⚠Limited documentation and community support compared to native Git+DVC
• ⚠Abstraction layer may hide important Git+DVC concepts from users
• ⚠Additional dependency that could introduce maintenance overhead
• ⚠May not support all advanced Git+DVC features and configurations
• ⚠Risk of vendor lock-in to specific workflow patterns
• ⚠Troubleshooting issues requires understanding both FastDS and underlying tools
• ⚠Updates may lag behind Git+DVC feature releases
• ⚠Limited customization options compared to direct Git+DVC usage

Available in stages

Installation

Example stacks