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In this video tutorial, Venkat explains how an inner join, left join, right join, full join, and cross join all return the same row count when joining two tables - TableA and TableB, each with one column. Despite having two rows in TableA and three in TableB, joining ColumnA in TableA with ColumnB in TableB always results in six rows, as seen in the example provided. This unexpected outcome poses the question of how different types of joins can yield the same row count, a mystery that is unraveled through the demonstration of a pre-prepared script.