This course focuses on the skills, techniques, and technologies used to acquire and establish a well-managed set of data for use in applied data science. The course includes practical and applied techniques for extracting large volumes of data using traditional extract, transform, and load, stream processing, and real-time data capture. Formal approaches for cleansing and structuring data for use within data science applications are also covered.