What is Azure Data Factory (ADF)? Azure Data Factory is a cloud-based data integration service that allows you to create, schedule, and orchestrate data workflows (called pipelines). It is commonly described as an ETL/ELT tool (Extract, Transform, Load – or Extract, Load, Transform) for serverless data integration at scale.