Parallel enrichment DAG

When you need to enrich a lead list from multiple sources without writing fan-out logic from scratch.

Fan out enrichment calls to Apollo, Clay, and Clearbit in parallel. Merge results. Write the enriched record to HubSpot. Each enrichment call is a memoized step — if one fails, only that step retries.

How it works

  1. 1Trigger on new contact or CSV upload
  2. 2Fan out: Apollo lookup + Clay enrichment + Clearbit company data (parallel)
  3. 3Merge enrichment results
  4. 4Score lead based on merged data
  5. 5Write to HubSpot CRM
  6. 6Log to audit trail

Features used

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