~/talk

A low cost serveless synapse data platform

Talkat SQLBits 2023 · 2023-03-14..03-18· [data-engineering]
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A minimal data platform built on serverless SQL and a Parquet data lake uses an optional Azure SQL metadata table plus Synapse pipelines to generate layered bronze/silver/gold results; transformations use CREATE EXTERNAL TABLE AS SELECT and are metadata-driven pipelines rather than Spark or dedicated pools. It cannot write Delta, struggles with nested JSON and streaming, and introduces debugging and governance overhead, but processes small-to-moderate datasets cheaply and suits refresh rates roughly once per day or less.

AI-written summary · about

  1. 0:00Introduction to low-cost Synapse
  2. 1:24Why this concept exists
  3. 2:47Building blocks of the platform
  4. 3:50Synapse components used
  5. 5:14Data platform layers explained
  6. 6:18Processing options overview
  7. 8:04Metadata-driven pipelines
  8. 10:12Parameterized pipeline example
  9. 12:42Real-world implementation tips
  10. 14:06Cost drivers and savings
  11. 15:51Key challenges to consider
  12. 17:17Limitations of serverless SQL
  13. 18:42Maintenance and governance
  14. 19:25When to use this approach
  15. 20:09Benefits and next steps
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