The RBN management service 424 is executed to provision, manage, configure, and monitor radio-based networks 103 (FIG. 1A) that are operated by a cloud service provider on behalf of customers. To this end, the RBN management service 424 may generate a number of user interfaces that allow customers to place orders for new radio-based networks 103, scale up or scale down existing radio-based networks 103, modify the operation of existing radio-based networks 103, configure wireless devices 106 (FIG. 1A) that are permitted to use the radio-based networks 103, provide statistics and metrics regarding the operation of radio-based networks 103, reserve frequency spectrum for customer's networks via a spectrum reservation service 410, apply different frequency schemes 107 (FIG. 1A) according to a schedule, provision or release capacity in RANs 409, and so on. For example, the RBN management service 424 may generate one or more network pages, such as web pages, that include the user interfaces. Also, the RBN management service 424 may support this functionality by way of an API that may be called by a client application 436. In addition to facilitating interaction with users, the RBN management service 424 also implements orchestration of deployments and configuration changes for the radio-based networks 103 and on-going monitoring of performance parameters. In some cases, the RBN management service 424 may generate a network plan 439 for a customer based at least in part in a specification of the customer's location, an automated site survey by an unmanned aerial vehicle, and/or other input parameters.