~/talk

THOSE 10000 CLASSES I NEVER WROTE

Talkat Scalar 2018 · 2018-04-06..04-07· [data-engineering, functional-programming]
slides:none on file

Five developers ship a data-ingest pipeline in months that handles 10,000+ data structures across hundreds of sources by encoding formats (JSON, CSV, Avro, Parquet) as a single recursive schema and deriving converters and validators automatically. Implementation uses matryoshka recursion schemes (hylomorphisms, algebras, monadic algebras) plus a fingerprint registry to reuse named Avro records, JDL rules for validation, and a para for row building to emit Spark Rows and generic Avro records; the approach proves production‑ready.

AI-written summary · about

  1. 0:00Start
  2. 4:40Recursion Schemes
  3. 5:19Pattern Filter
  4. 15:33Data Validation
  5. 24:25G Algebra
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