Systems and methods for analyzing wireless signals in a wagering game environment are described herein. In some embodiment, a wagering game machine includes a wagering game unit configured to present wagering games. The wagering game machine can also include a network interface configured to exchange, with other devices on a wagering game network, information about the wagering games. The wagering game machine can also include a wireless signal detection device configured to detect wireless signals in a wagering game environment and to create wireless signal data for use in determining whether the wireless signals interfere with wireless communications of the wagering game network.