IntegrationIntermediatecdcsoft-deletewarehouse
Implement CDC soft delete propagation to warehouse within one-hour SLA
Real World Scenario
Salesforce Account deleted; warehouse still shows active customer 24 hours later causing duplicate marketing sends.
Expected Answer
• CDC delete events changeType DELETE propagate immediately
• Warehouse merge sets deleted_at timestamp not hard remove
• Subscriber processes delete within 15 minute target
• Alert delete propagation lag exceeds 1 hour
• getDeleted backup catch missed CDC delete events
• Marketing suppression list fed from delete stream
• Restore from recycle bin emits create update handle upsert
Follow-Up Questions & Answers
Click to expand — each follow-up includes a direct, interview-ready answer
Direct answer: CDC delete events changeType DELETE propagate immediately Also consider: Warehouse merge sets deleted_at timestamp not hard remove In practice: Subscriber processes delete within 15 minute target Balance speed of delivery with maintainability.
Architect Perspective
Delete SLA should match business harm—marketing duplicate justifies sub-hour delete sync.