In case of failures, Auto Loader can resume from where it left off by information stored in the checkpoint location and continue to provide exactly-once guarantees when writing data into Delta Lake. You don’t need to maintain or manage any state yourself to achieve fault tolerance or exactly-once semantics.

https://docs.databricks.com/en/ingestion/cloud-object-storage/auto-loader/index.html#how-does-auto-l...