Methods, apparatuses, and computer program products for materialized query table matching are provided that include receiving a database query, retrieving a materialized query table (MQT) from data storage accessible to a database management system, selecting a join in the materialized query table between a table that is not invoked by the query and a table that is invoked in the query, determining whether the selected join is lossless, and expanding the query to include the lossless join if the selected join is lossless, expanding the query to include the lossless join. Determining whether the selected join is lossless may be carried out by losslessly joining the table that is not invoked by the query to the query, and determining whether the lossless join to the query matches the selected join of the materialized query table.