Structured Streaming ensures end-to-end, exactly-once semantics through a combination of checkpointing, write-ahead logs, and idempotent sinks. Checkpointing and write-ahead logs record the offset range of data processed during each trigger interval, while idempotent sinks prevent duplicate writes of the same data. Together, these mechanisms guarantee that data is processed exactly once, even in the event of failures.