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Your data lakes need architecture too!

Talkat DSC Europe 23 · 2023-11-20..11-24· [data-engineering]
slides:none on file

Covers concrete architectures and tradeoffs: the original two-layer architecture (landing + raw) for cheap cold storage, Bill Inmon’s Data Pond split (application / textual / analog) that forbids reprocessing, multi-layer and zonal designs that enforce Medallion (bronze/silver/gold) flows and security, and lakehouse variants (Delta Lake, Databricks, Snowflake) that add ACID, time travel and require ETL/ELT pipelines. Notes common failures: unmanaged lakes turn into swamps, lakehouses incur added tooling, licensing and operational cost; recommends Airflow, Spark, Hadoop/Elastic and clear governance for reusability.

AI-written summary · about

  1. 0:00Data lake architectures
  2. 1:12Two-layered architecture
  3. 4:22Inmon's data ponds
  4. 8:02Multi-layered architecture
  5. 11:41Zaloni's zonal architecture
  6. 14:40Zonal architecture with Data Vault
  7. 16:04Data lakehouse explained
  8. 20:40Medallion architecture layers
  9. 22:06Usage scenarios and conclusion
  10. 23:10Q&A
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