Intelligence starts with context
- Identify which systems produce each critical business record
- Agree ownership, schema contracts and permitted data use
- Separate event-time requirements from scheduled reporting needs
- Preserve provenance through every transformation
- Make late, duplicate and invalid records recoverable
- Give consumers a visible freshness and completeness target