At-Most-Once semantics is a data processing guarantee ensuring that each input event is processed at most one time. This means events might be processed once or potentially skipped entirely (data loss) if failures occur before completion is acknowledged. It's simpler to implement but generally less desirable than at-least-once or exactly-once for critical data pipelines.