A method, a system and a computer program product for implicitly partitioning data. An index in a plurality of indexes is selected. The index corresponds to a plurality of ranges of data values stored in a plurality of database slices of a database. A partitioning structure for the selected index is generated. The partitioning structure includes a plurality of hierarchically arranged nodes. Each node corresponds to a range of data values in the plurality of ranges of data values stored and at least one database slice storing corresponding range of data values. Another range of data values is received for storage in the database. Using the partitioning structure, a node in the partitioning structure corresponding to the received range of data values and a corresponding database slice for storing the received range of data values are identified. The received range of data values is stored in the identified database slice.