Systems and methods for data collection and processing in a network, including one or more sensors disposed in a network interface and configured to collect raw signal traffic data where each sensor is further configured to parse the raw signal traffic data into network protocols; split the network protocols into content data and metadata; derive contextual metadata from the content data; compile the metadata and the derived metadata to produce anonymized metadata; encrypt the anonymized metadata; and transmit to the encrypted anonymized metadata to a unified data server.