Use a batch processing approach with Delta Lake to handle incremental processing and deduplication.

Implement a streaming architecture with Delta Lake using MERGE INTO for deduplication and auto-compaction for incremental processing.

Use a combination of Kafka and Delta Lake for batch data without handling deduplication.

Implement a custom Python script to handle batch data and deduplication without using Delta Lake.