~/talk

BACK TO THE FUTURE: EMERGING TRENDS IN DATA ENGINEERING

Talkat Crunch Conference 2021 · 2021-10-07..10-08· [data-engineering]
slides:none on file

Seven concrete trends claim to reshape data work: prioritize start with lineage — build data lineage and discovery first when creating a new warehouse; expect data quality to cost economies (Microsoft cites $3.1 trillion) so add observability and anomaly detection; adopt dbt + Great Expectations with orchestration like Airflow Dagster or Prefect; evaluate lakehouse engines (Iceberg/Delta/Hudi) for incremental SQL on object storage; weigh domain-driven data mesh and MDM tradeoffs; industrialize ML with TensorFlow PyTorch transformers and TPUs; treat privacy, bias and reverse‑ETL as operational problems.

AI-written summary · about

  1. 0:00Start
  2. 7:43Data Discovery & Metadata Management
  3. 12:11Data Mesh & Domain Ownership
  4. 17:22Catalog The Mes(h)s
  5. 18:13Data Observability
  6. 23:17Data LakeHouse
  7. 27:00Modern Data Stack
  8. 32:54Industrialized ML
  9. 36:36Diversity, Privacy, Al Ethics
  10. 57:23craft hub
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