In one embodiment, a distributed database system supporting flexible configuration of data clusters is disclosed. The system includes a cluster manager, an index, and a dataset distributed over one or more database clusters. Where the nodes of the clusters may report ownership of a particular range, the index contains an alternate range. The cluster manager receives requests to access a range of data within database and queries the index to determine the appropriate nodes and/or clusters with which to connect. The cluster manager then directs the requestor to connect to the specified nodes and/or clusters.