Described is a system that improves the performance of brokers that store partitions of data within a distributed data streaming platform by performing an efficient data redistribution process. The system may obtain data (e.g. metadata) describing the distribution storage partitions amongst storage brokers and determine the current (or initial) distribution may negatively impact the performance of the platform. Accordingly, the system may perform an efficient redistribution by performing a particular sequence of partition reassignments amongst brokers.