→ immutable source data
→ before/after transformation evidence
→ separate validation and cleaning engines
→ deterministic duplicate detection
→ CSV, XLSX and SQLite export
→ 63 automated tests
→ zero-warning Release build
→ 50,000-row pipeline completed in 2.853 seconds
→ CI, coverage gates and automated release verification