~/talk

Merck drives innovation with a “real-world data exchange”

Talkat AWS re:Invent 2019 · 2019-12-02..12-06· [data-engineering, api-design]
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name:John Cai
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Merck builds an API-first enterprise platform called RWDEx on AWS using Amazon Redshift plus the Deloitte ConvergeHEALTH Miner suite and a metadata-driven ingestion pipeline (S3, Lambda, PySpark on EMR, Glue) to standardize large real‑world datasets. The deployment runs on a 20‑node Redshift cluster storing ~40 TB and growing 4–6 TB/month, ships nine releases in a year, serves 400+ users, and turns a months‑long time‑on‑treatment analysis into weeks while enforcing lineage, governance and reproducible audit trails.

AI-written summary · about

  1. 0:00Introduction
  2. 4:20Why do you need a realworld data exchange
  3. 6:30Goals of the initial releases
  4. 10:30Expanding on internal capabilities
  5. 12:00Designing a platform ecosystem
  6. 14:05Data ingestion
  7. 20:35Componentized architecture
  8. 26:40Value delivered
  9. 33:35Value IT drives
  10. 35:37State exchange
  11. 38:24Solutions layer
  12. 41:53Topdown bottomup approaches
  13. 43:03Collaboration
  14. 44:48Metadata
  15. 46:02Data exchange
  16. 47:32Internal vs external needs
  17. 50:57Internal resistance
  18. 53:34Measuring success
  19. 55:54Analytics
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