This course unit introduces the foundational concepts of Analytics Data Engineering and Data Analytics. You will learn to build reliable data pipelines, mastering ETL processes to extract, clean, and load data into modern cloud warehouses. The unit also covers essential analytics techniques, teaching you how to query, model, and visualize data to uncover actionable business insights. Using industry standard tools like SQL and Python, you will bridge the gap between raw data and strategic decision-making. By the end, you will possess the knowledge and practical skills to design scalable data architectures and perform foundational analysis in real-world business environments.