A method and apparatus for managing data in a partitioned data storage space is provided. Data referencing a new data item to be stored in the data storage space is received. It is determined that the data item does not pertain to any previously created partition. In response to the determination, a new partition is automatically created in the data storage space. The partition is mapped to a new set of values, such as to a next unpartitioned interval of dates or numbers.