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10-02-2025 10:27 PM
At your scale (20k folders, 30-min cadence), file notification mode for the autoloader is the recommended approach. Directory listing will keep doing huge LISTs, get throttled, and occasionally miss windows; notifications scale better and are cheaper. Databricks explicitly recommends migrating to file notifications for most workloads.
Please check this documentation:
https://docs.databricks.com/aws/en/ingestion/cloud-object-storage/auto-loader/file-detection-modes
https://docs.databricks.com/aws/en/ingestion/cloud-object-storage/auto-loader/file-notification-mode