Certain aspects involve distributing power in a distributed antenna system. A subsystem of the distributed antenna system can receive key performance indicators for remote units and system factors that affect the key performance indicators. The subsystem can determine a radio frequency power to achieve key performance indicators based on the one or more system factors and configure the remote units to operate at the radio frequency power.