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Architecture models

ETL / ELT

Extract, Transform, Load

ETL transforms data before loading it into the destination. ELT loads first and uses the destination platform to transform it afterward.

When it applies
They apply when data from operational systems must reach a platform, warehouse, or analytical layer through a controlled model.
What it is confused with
They do not define frequency, latency, or quality by themselves. A pipeline may be batch or frequent and still use either approach.
Architecture consequence
The decision determines where transformation rules live, who operates them, and which version of the data can be considered reusable.

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