A method, apparatus, and article of manufacture for using a relational database management system to support on-line analytical processing (OLAP) systems. A multi-dimensional database is defined using an outline that contains one or more dimensions, each dimension having a list of one or more members. A relational schema is defined based on the defined multi-dimensional database. A relational database is created based on the defined relational schema. The relational database is accessed using access mechanisms provided by the multi-dimensional database and the relational database.