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Marketing to Sales Data Integration

HardPipelines00:00
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Problem

Scenario

You're working on a pipeline that connects a marketing automation system with a core sales database. The goal is to keep lead, campaign, and engagement data usable across both systems without creating duplicates, stale records, or broken downstream reporting.

Question

How do you manage the integration between a marketing automation platform and a core sales database?

What This Tests

  • ETL design for cross-system lead and campaign sync
  • Dependency management across extraction, transformation, and reverse sync
  • Idempotent writes and duplicate prevention
  • Data quality controls for operational data pipelines