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The solution architecture revolves around the seamless integration of Dell Data Lakehouse, DDAE, DBT, and Apache Airflow, forming a robust foundation for building resilient data pipelines. At the core of the architecture lies Dell Data Lakehouse, serving as the central repository for diverse datasets. DDAE acts as the querying powerhouse, leveraging its distributed SQL query engine to enable high-speed querying of data stored in Dell Data Lakehouse, regardless of its source or format. Complementing DDAE, DBT facilitates data transformation and modeling, ensuring consistency and integrity throughout the pipeline. Apache Airflow orchestrates the end-to-end data flow, providing a flexible and scalable framework for workflow management and automation. Together, these components form an integrated ecosystem that streamlines data engineering processes, automates pipeline tasks, and empowers organizations to derive actionable insights from their data assets.