MapReduce and DBMS

At the end of the day: "We recently conducted a benchmark study using a popular open-source MR implementation and two parallel DBMSs. The results show that the DBMSs are substantially faster than the MR system once the data is loaded, but that loading the data takes considerably longer in the database systems." From here