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RAW, STAGING, CERTIFIED and CORE Layers Explained

Understanding data warehouse layers and implementing them with DBT.

Dec 5, 202510 min read|DataForge

A well-organized data warehouse has distinct layers. Here's how to structure them.

RAW Layer

Untouched data from sources. Never modify raw data directly.

STAGING Layer

Light transformations: type casting, column renaming, basic cleaning.

CORE Layer

Business logic, joins, aggregations. Your main analytical models.

CERTIFIED Layer

Production-ready, tested, documented. What analysts and BI tools consume.

Implementing with DBT

Use folders to organize: models/raw, models/staging, models/core, models/certified.

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