Anonymous network helps to preserve user identity for secure communication in the network. The paper depicts a survey of anonymous networks and the various forms of threats faced by these networks. The survey begins by the e-mail anonymity which is treated to be the first conception in the field of network anonymity. A diversified set of attacks inimical to the anonymous networks are illustrated.