Python Reference¶
Reference documentation and resources for Python integration with lakeFS.
Reference Sections¶
- API Comparison - Feature comparison across all Python SDKs
- Best Practices - Production best practices and guidelines
- Troubleshooting - Common issues and solutions
- Changelog - SDK changes and updates
Quick Reference¶
SDK Selection Guide¶
- High-Level SDK: Most users, simplified API, transactions
- Generated SDK: Direct API access, custom operations
- lakefs-spec: Data science, fsspec compatibility
- Boto3: S3 migration, existing S3 workflows
Common Patterns¶
- Authentication via environment variables or config files
- Use transactions for atomic operations
- Leverage streaming for large files
- Handle errors gracefully with try/catch blocks
External Resources¶
See Also¶
Getting Started: - Python SDK Overview - Complete overview of all Python SDK options - Getting Started Guide - Installation and setup for all SDKs - SDK Selection Guide - Choose the right SDK
Reference Documentation: - API Comparison - Comprehensive feature comparison across all SDKs - Best Practices - Production deployment and optimization guidance - Troubleshooting - Common issues, solutions, and debugging techniques - Changelog - SDK updates, changes, and migration notes
SDK-Specific Documentation: - High-Level SDK - Comprehensive High-Level SDK documentation - Generated SDK - Direct API access patterns and examples - lakefs-spec - Filesystem interface for data science workflows - Boto3 Integration - S3-compatible operations and migration
Learning Resources: - Quickstart Guide - Basic operations and examples - Tutorial Collection - Real-world examples and workflows - Data Science Tutorial - End-to-end data analysis - ETL Pipeline Tutorial - Production data pipeline patterns
Feature-Specific Guides: - Transaction Patterns - Atomic operations across SDKs - Object I/O Operations - File handling and streaming - Repository Management - Repository operations - Branch Operations - Version control patterns
Integration Guides: - Data Science Integrations - pandas, dask, and other libraries - S3 Migration Patterns - Convert existing S3 workflows - Filesystem Operations - File-like operations
External Resources: - lakeFS Documentation - Complete lakeFS documentation - lakeFS API Reference - REST API specification - Community Examples - Sample projects and notebooks