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Venkat explains how different types of joins (inner, left, right, full, cross) return the same row count when joining two tables - TableA and TableB with one column each. The interview question is how all join types result in 6 rows of output, despite variations in the join conditions. Venkat demonstrates this using a create script in the video tutorial.