A system and method is disclosed of extracting information from real-time network data to analyze roaming data for client devices in a network. The method includes: detecting when the client devices initiate roaming association events, buffering other data regarding the detected roaming association events, sending roaming event information to an analytics system for network incident and network congestion analysis, analyzing the roaming event information, identifying one or more root causes of the detected network incidents; and determining remediation of the identified one or more root causes of the detected network incidents.