A method of managing a network of connected network devices can include detecting that a device descriptor file for a first network device has been updated and stored to a data store managed by a peer-to-peer network of computing systems; analyzing the updated device descriptor file stored to the data store; analyzing historical information stored in the data store regarding other device descriptor file updates related to the first network device or related to other network devices; performing predictive analytics processing on the results of the analyzing and generating a result; and storing the result of the performing predictive analytics processing to the data store.