Web Reference: Mar 24, 2026 · Structured Streaming automatically checkpoints the state data to fault-tolerant storage (for example, DBFS, AWS S3, Azure Blob storage) and restores it after restart. Finally, the system ensures end-to-end exactly-once fault-tolerance guarantees through checkpointing and Write-Ahead Logs. In short, Structured Streaming provides fast, scalable, fault-tolerant, end-to-end exactly-once stream processing without the user having to reason about streaming. Mar 27, 2024 · In Spark streaming application, checkpoint helps to develop fault-tolerant and resilient Spark applications. It maintains intermediate state on fault-tolerant compatible file systems like HDFS, ADLS and S3 storage systems to recover from failures.
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