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Make data automation recoverable
Reliable pipelines validate schema, deduplicate records, preserve source timestamps and retry safely. Idempotency means repeating a request does not repeat its business effect. Separate read-only analytics from commands or market submissions.
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Working relationship
Fetch → validate → stage → reconcile → publish → monitor
What to keep separate
Never silently replace unavailable market data with invented values in a production decision flow.
Your task
Specify retry, timeout, duplicate, missing-data and rollback behaviour for an AEMO data ingestion job.