A data transfer apparatus according to an embodiment includes: a first main memory configured to store first data to be used by a first processor; a first hash table in which a hash value and address information of the first data stored in the first main memory are registered; and a data transfer unit configured to transfer data having a hash value not registered in the first hash table from among second data stored in a second main memory from the second main memory to the first main memory.