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In this video tutorial, Venkat explains how inner join, left join, right join, full join, and cross join all return the same row count when joining two tables, TableA and TableB. Both tables have one column, with TableA having two rows and TableB having three rows. The question posed is how all types of joins result in six rows, regardless of the join type used. Venkat provides a script to demonstrate this concept.