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ETL (Extract, Transform, Load)

ETL (Extract, Transform, Load) is the process of extracting data from source systems, transforming it to meet the requirements of the destination system — by cleaning, standardising, enriching, and applying business rules — and loading the transformed data into the destination, typically a data warehouse or reporting database. ETL is the foundational data integration process that makes heterogeneous operational data usable for consistent, cross-system reporting and analysis.

ETL extract transform load ELT data integration data transformation BI and AI

ETL (Extract, Transform, Load) is the process of extracting data from source systems, transforming it to meet the requirements of the destination system — by cleaning, standardising, enriching, and applying business rules — and loading the transformed data into the destination, typically a data warehouse or reporting database. ETL is the foundational data integration process that makes heterogeneous operational data usable for consistent, cross-system reporting and analysis.

Why This Matters

Most organisations run multiple operational systems — ERP, CRM, billing, payroll, logistics — each with its own data formats, naming conventions, and business rules. ETL is what brings this disparate data together into a unified, consistent form suitable for cross-system reporting. The quality of the ETL layer — how accurately business rules are applied, how completely data is extracted, how consistently transformations are executed — directly determines the quality and consistency of the management information produced from the data warehouse.

Where This Fits

This term sits within the BI & AI area of Performance & Control.

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