Self-service BI refers to business intelligence tools that allow users to access, analyze, and visualize data without extensive technical support. Primary and foreign keys are fields that link tables together in a relational database, allowing data to be queried across related tables. Dimensions in Tableau usually correspond to categories in an Excel pivot table while measures correspond to values, and they allow flexible analysis of data by grouping and aggregating values.