There are some dimension's hierarchy exists in data cube, a compress storage method of data cube by using identical-dimension of tuple in base table is provided. The aggregate tuple's value can derive from tuple in base table after the derive relation be defined, then can compress the data cube base on this relation. Theoretical analysis and experiments prove that this method not only saves the storage space efficiently, but also carries out a variety of OLAP queries in high efficiency.