Practice question 184 of 400 · hard
A manufacturer needs daily reconciled finance reports and a machine-failure dashboard updated within seconds. Which design is most appropriate?
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- Separate freshness-appropriate batch and event-streaming paths, with governed raw replay and validated curated outputs
Different freshness/correctness requirements justify batch finance and streaming telemetry, each with validation/serving. Nightly processing misses seconds freshness; broker arrival alone does not validate finance; a catalog is not ingestion. Source guide: PDF page 34-35.
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