Hydra ETL
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Tutorials and engineering notes. Every command shown here was run before publishing.

Declarative ETL: Why YAML Pipelines Beat Ad-Hoc Scripts

Why YAML ETL pipelines beat ad-hoc scripts: validated before they run, readable to whoever inherits them, and one job file for both dev and prod.

19 October 2026 · 13 min read

Error 18456: Four Ways SQL Server Misleads You About Login Failures

The client always gets the same vague 'Login failed' message. The real reason is a state number in the server error log. Four traps, how to read the state, and a checklist.

26 September 2026 · 9 min read

Clean a million rows with Hydra ETL — no database, no Docker

A copy-paste tutorial: generate a 1M-row CSV, describe the pipeline in four small YAML files, validate it before running, then compare the Python and Rust engines on the same job.

21 September 2026 · 8 min read

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