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types of ETL System Blueprints

Types of ETL Pipelines: A Complete Guide to Every Data Source

Not all ETL pipelines are the same. Every data source requires a different extraction strategy, transformation approach, and loading pattern. This guide covers every major type, from database migration to API ingestion, streaming, OCR, and media processing.

Feb 20, 2026 13 min
Multi-Table ETL System Blueprints

Multi-Table ETL Pipelines: Managing Dependencies and Order

Foreign keys create dependencies. Order matters. Load tables wrong and every insert fails. Here is how to manage multi-table dependencies.

Jan 2, 2026 19 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
ETL pipeline data flow diagram System Blueprints

Understanding ETL Pipelines: The Philosophy Behind Reliable Data Integration

A step-by-step guide to building ETL pipelines that actually work in production. Based on real implementations across multiple data engineering projects.

Dec 31, 2025 12 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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