The Block Nested Loop Join is an algorithm used in relational database systems to join two tables by iterating over blocks of the outer table and matching them with rows from the inner table. This method is efficient for large datasets as it minimizes the number of disk I/O operations by processing multiple rows at a time from the outer table and can leverage available memory to reduce computational overhead.