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Venkat explains how inner join, left join, right join, full join, and cross join result in the same row count using two tables - TableA and TableB with one column each. Despite different join types, joining ColumnA in TableA with ColumnB in TableB always yields six rows. This scenario was posed in an interview, challenging the concept behind it. Venkat proceeds to demonstrate this phenomenon through a prepared script in the video tutorial.