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etl-framework-architecture System Blueprints

The 80/20 Framework Architecture: Maximizing Reuse in ETL Systems

80 percent of ETL code is the same across every pipeline. The 80/20 framework captures that common infrastructure so you focus on what makes your pipeline unique.

Jan 2, 2026 12 min
Configuration Driven ETL System Blueprints

Configuration-Driven ETL: Separating Logic from Declaration

Hard-coded field mappings work until they do not. Configuration-driven ETL lets you change behavior without changing code.

Jan 2, 2026 15 min
Production Data Cleaning System Blueprints

Proven Production Data Cleaning Patterns: Avoid These Common Mistakes

Phone numbers arrive in 47 different formats. Dates come as strings or 0000-00-00. These production-tested cleaners handle edge cases that break naive implementations.

Jan 2, 2026 14 min
Iterator Patterns System Blueprints

Iterator Patterns: Proven Guide to Avoid Memory Crashes

With thousands of records, loading everything into an array crashes your server. Iterator patterns solve this by processing one record at a time, keeping memory constant.

Jan 2, 2026 15 min
ETL Pipeline System Blueprints

ETL Pipeline: Proven 6-Phase Pattern to Avoid Debugging Nightmares

Your ETL pipeline fails when everything is tangled together. The 6-phase pattern separates responsibilities so failures become obvious and debugging becomes easy.

Jan 2, 2026 13 min

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DECYON

Decisions in Engineering & Complex Y-systems Over Noise

Clarity for complex systems in the age of AI

Sharing what I have learned from two decades of building systems. Not claiming to have all the answers, just sharing the journey.

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