Azure Data Factory (ADF) is a cloud-based service designed for efficient data integration and transformation, ideal for handling large datasets. It offers features such as automated data encryption, integration with GitHub for collaboration, and a streamlined development process through CI/CD practices. Training in ADF can significantly improve career prospects for data engineers, especially as demand for skilled professionals rises.