The importance of data normalization in IPS
by Darren Suprina - Security Architect, Stonesoft - Monday, 7 January 2013.
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When vendors decide that the required changes are impossible to implement, they leave their networks highly vulnerable for exploits and attacks. Focusing on the cost of the cleanup required for all infected computers in the network, and the even higher cost of network downtime, can help change the minds of vendors who continue to resist the necessary adaptations.

How the most effective IPS devices use data normalization

Instead of analyzing data as single or combined packets, effective IPS devices analyze data as a normalized stream. Once normalized, the data is sent through multiple parallel and sequential machines. All data traffic should be systematically analyzed by default, regardless of its origins or destination.

The most effective way to detect infiltration is to systematically analyze and decode the data, layer by layer. Normalization must occur at every layer simply because attacks can be hidden at many different layers. In the lower protocol layers, the data stream must be reconstructed in a unique manner. Modifications should generally be very slight or nonexistent, although any fragments or segments containing conflicting and overlapping data should be dropped.


Normalizing traffic in this manner ensures there is a unique way to interpret network traffic passing through the IPS. The data stream is then reassembled for inspection in the upper layers. Inspection of constant data stream in this manner is a must for correcting the flaws and vulnerabilities left open by many IPS devices. This process also removes the possibility of evasion of attacks that span over segment boundaries.

Higher levels are subjected to inspection of separate data streams that are normalized based on the protocol. In compressed HTTP, for instance, the data can be decompressed for inspection. In another example, MSRPC-named pipes using the same SMB connection would be demultiplexed and inspected separately.

Such a thorough and comprehensive data normalization process is the most effective way to protect networks from AETs and other threats that may otherwise disguise themselves to go undetected through standard IPS. The most effective IPS devices will ensure evasions are removed through the normalization process before the data stream is even inspected. This normalization is so successful because it combines a data stream based approach, layered protocol analysis and protocol specific normalization at different levels. It therefore helps fortify a network's three weakest points and keeps malicious invader’s attacks at bay.

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