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Data Ingestion

This section provides code examples for data ingestion patterns with Delta Lake.

Overview

Efficient data ingestion is critical for Delta Lake performance. Learn patterns for streaming and batch ingestion.

Contents

  • Auto Loader - Streaming file ingestion with Auto Loader

Key Concepts

Ingestion Patterns

  • Streaming ingestion with Auto Loader
  • Batch file processing
  • Schema evolution handling
  • Checkpointing strategies

Best Practices

  • File size optimization
  • Partition strategies
  • Error handling
  • Monitoring ingestion jobs