~/talk

How to transform AVRO (IDL) data to multiple PARQUET files

Talkat foss-north 2023 · 2023-04-24..04-25· [data-engineering]
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A library that converts Avro IDL events into multiple Parquet extension tables and fact/dimension (star/snowflake) schemas, automating flattening of deeply nested records so consumers avoid manual Spark work. It emits Delta Lake tables with unique version hashes, runs as lightweight .NET/Java containers deployable to Kubernetes (far cheaper than 24/7 Spark clusters), supports querying a trillion rows in ~6–7s on Delta Lake (architecture-dependent), is open source under LGPL, and awaits formal CO2/storage savings verification.

AI-written summary · about

  1. 0:00Avro and Parquet intro
  2. 5:14Why Pandora chose Kafka
  3. 14:23Avro to Parquet challenges
  4. 23:22Designing extension tables
  5. 31:08Automating with Delta Lake
  6. 37:01Sustainability impact
  7. 42:00Open sourcing library
  8. 49:12Demo and implementation
  9. 57:34Q&A
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