Azure Data Factory is a cloud-based data integration service that automates data pipelines for data storage, movement, and processing. It supports ETL and ELT processes, allowing integration from multiple sources, and features over 80 connectors, orchestration, and automation capabilities. The document discusses the advantages of Azure Data Factory over traditional SSIS, including scalability and cloud integration, as well as its key components like pipelines, activities, and datasets.