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Coordinate several independent sources (orders, payments, clickstream) into one downstream mart: fan them in, join on a shared key, and fail safely if a source is late or missing rather than publishing a half-built mart.
The mart is only as fresh as its slowest input — design the trigger around that, not around a hopeful clock time.
Practice studio
Run the review to check your architecture against this scenario — a valid DAG, a trigger for the freshness SLA, a transform stage, a quality gate before publish, and a failure path — then defend it in a short interview.
This scenario runs a full workspace — editor, canvas and results side by side. It needs a laptop or desktop to be usable. Open this page on a bigger screen to start building.