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All 10 posts, newest first.

2026

  • Aug 13Small Data Is Underrated
  • Aug 3Data Contracts Without the Hype
  • Jul 25The Metric Everyone Defined Differently
  • Apr 13Polars vs. pandas for Everyday Work
  • Jan 3Incremental Models That Don't Lie to You

2025

  • Nov 7Testing Pipelines Like Application Code
  • Oct 20DuckDB Replaced Half of Our Data Stack
  • Aug 13Partitioning Strategies I Wish I'd Known Earlier
  • Jul 27Dealing With Late-Arriving Data
  • May 22Backfills Are a Product Feature
SSofia's Notes

Essays and field notes on data engineering.

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