Aspects of the subject technology relate to administration of wireless peripheral devices. A computer-implemented method includes connecting to a peripheral device through a first connection, and determining a peripheral identifier corresponding to the peripheral device. The method further includes associating the peripheral identifier with a device identifier corresponding to a user device and sending an updated policy based on the association between the peripheral identifier and the device identifier to the peripheral device through the first connection. The method further includes pairing, through the first connection, the peripheral device and the user device based on the updated policy to establish a second connection between the peripheral device and the user device.