A controller, located at a network resource or as part of an access point device, can configure an access point device to selectively configure the backhaul (BH) and fronthaul (FH) connections of a network based on one or more network parameters associated with the network devices within the network. The controller can associate a 6 GHz band or high frequency band to the BH connection with legacy network devices associated to a lower frequency band for a FH connection while other network devices are associated to a higher frequency band, such as a 5 GHz band, for a FH connection based on the one or more network parameters. The controller can dynamically switch the other network devices to a 6 GHz or higher frequency band after an update of the one or more network parameters indicate network performance, for example, will be improved by the switch.