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Jaco van der Laan

Jaco van der Laan

Exploring Business & Logical Data Modeling. Writing on Clarity, Structure & Creative Approaches to Data Architecture.

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From Legacy SQL to Business-Friendly Mapping (Part 1): Parsing Queries and Extracting Metadata

4 min readSep 20, 2025

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The start of a practical series on migrating old SQL code into modularized, business-friendly data transformations.

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Why Legacy SQL Migration Matters

If you’ve worked in data engineering for more than a few years, you know the reality: enterprises are full of legacy SQL. Complex, deeply nested queries built over decades. Business logic buried inside layers of joins, unions, and transformations.

The problem? These queries are:

  • Opaque: nobody really understands what they do anymore.
  • Brittle: a single schema change can break entire workflows.
  • Hard to test: no modularization, no clear lineage.

To move toward model-driven data engineering and business-friendly mapping, we need to bring these queries into a controlled, structured framework.

That’s what this series is about.

The Migration Journey

This series will walk through a step-by-step migration pipeline:

  1. Parsing & Metadata Extraction — breaking…

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Jaco van der Laan
Jaco van der Laan

Written by Jaco van der Laan

Exploring Business & Logical Data Modeling. Writing on Clarity, Structure & Creative Approaches to Data Architecture.