Analyst / scientist: the analytical how; consumes data products to extract insights. Data engineer: builds the infrastructure, pipelines, and storage. Data manager: technical and operational oversight, maintenance, compliance. Data PM: the strategic what and why; defines requirements, prioritizes the engineering backlog, and creates data products that drive business outcomes.