Automated wireless access point resource allocation and optimization are facilitated. An external data store (EDS) component can automatically select, based on spatial data of at least one polygon including at least one wireless access point, one or more parameters associated with wireless communications of the at least one wireless access point. Further, an access point provisioning gateway (APPG) can remotely initiate the at least one wireless access point to automatically configure equipment of the at least one wireless access point to service the wireless communications using at least one of the one or more parameters. Furthermore, a boundary generation component can automatically generate the spatial data by at least one of: combining spatial data of two or more polygons; splitting a polygon into at least two polygons; or expanding a boundary of the polygon.