A method, apparatus, and article of manufacture for data visualization of queries over joins. One or more commands are executed in a computer to perform a database operation on a relational database stored on a data store connected to the computer. Initially, a selection of a join indicator associated with a row of a table in the relational database is received. It is determined whether to perform a table level join operation or a row level join operation. The determined join operation is performed.