~/talk

The mesh inside the mesh

Talkat Data Teams Summit 2023 · on Wednesday, 2023-01-25· [data-engineering, frontend-architecture]
links:none on file
slides:none on file

Migrates a monolithic ETL into a domain-oriented decentralised design that processes research data harvested from over 2,000 repositories, producing tens of millions of records in a semi-streaming pipeline. Builds a “mini mesh inside the mesh” by splitting one corpus into domain‑aligned and cross‑domain products, implementing three‑tier models, interdependent DAG flows, and reproducible records. Uses Delta Lake + Spark on an AWS-backed lakehouse (S3, EC2, managed services) with flow orchestration, and reports faster update cycles and lower infrastructure costs.

AI-written summary · about

  1. 0:00Introduction and company background
  2. 6:50What is data mesh
  3. 11:07Transition to mini mesh
  4. 13:59Implementation approach and principles
  5. 17:29Lake house architecture zones
  6. 20:23Domain aligned data processing
  7. 23:15Cross domain reference data
  8. 25:46Visual clarity in architecture
  9. 26:08Guidelines from experience
  10. 29:20Technologies and tools used
  11. 31:11Closing and Q&A
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