Azure Data Factory:
Azure Data Factory is a cloud-based data integration service that allows users to create, schedule, and manage data-driven workflows. It supports a variety of data sources and destinations, making it easier to move data between systems, transform data, and orchestrate complex data pipelines. This tool is crucial for data engineering, as it streamlines the process of data movement and transformation.

Azure Stream Analytics:
Real-time data processing is a critical component of modern data engineering. Azure Stream Analytics provides the capability to ingest, process, and analyze streaming data in real-time. It integrates seamlessly with other Azure services, enabling organizations to build real-time dashboards, detect anomalies, and trigger alerts based on streaming data.

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