Malicious port scan detection using source profiles
A method, including identifying, in network traffic during multiple periods, scans, each scan including an access of multiple ports on a given destination node by a given source node, and computing, for each given source in the scans, an average of destinations whose ports were accessed by the given source during any scan by the given source, and a fraction of periods when the given source accessed at least one of the destinations in at least one scan performed by the given source node. A whitelist is assembled sources for which one or more of the following conditions applies: the average of destinations accessed in the scans was greater than a first threshold, and the fraction of periods during which at least one destination was accessed in at least one scan was greater than a second threshold. Upon detecting a scan by any non-whitelisted node, a preventive action is initiated.
1. A method, comprising:
identifying, in data traffic transmitted between multiple nodes that communicate over a network during a timespan comprising multiple predefined distinct and non-overlapping time periods, a set of port scans, each of the port scans comprising an access, in the data traffic, of a plurality of communication ports on a given destination node by a given source node during a given time period;
computing, for each given source node in the identified port scans, a fraction of the time periods during which the given source node accessed at least one of the destination nodes in at least one of the port scans carried out by the given source node;
assembling a whitelist of the source nodes for which the fraction of the time periods during which at least one of the destination nodes was accessed in at least one of the port scans was greater than a threshold; and
upon detecting a port scan by one of the nodes that is not on the whitelist, initiating a preventive action.
2. The method according to claim 1 , wherein the time periods have time durations that are identical to within 10%.
3. The method according to claim 1 , wherein initiating the preventive action comprises generating an alert for the given source node in the detected port scan.
4. The method according to claim 1 , wherein initiating the preventive action comprises restricting access of the given source node in the detected port scan to the network.
5. The method according to claim 1 , wherein the whitelist comprises a first whitelist, wherein the preventive action comprises a first preventive action, wherein the threshold comprises a first threshold, and comprising:
computing, for each given source node in the identified port scans, an average number of the destination nodes whose respective communication ports were accessed by the given source node during any given port scan by the given source node;
assembling a second whitelist of the source nodes for which one or more of the following conditions was found to apply:
the average number of the destination nodes accessed in the identified port scans was greater than a second threshold; and
the fraction of the time periods during which at least one of the destination nodes was accessed in at least one of the port scans was greater than the first threshold; and
upon detecting a port scan by one of the nodes that is not on the second whitelist, initiating a second preventive action.
6. An apparatus, comprising:
a network interface controller coupled to a data network comprising multiple nodes that communicate via the network; and
at least one hardware processor configured:
to identify, in data traffic transmitted between multiple nodes that communicate over a network during a timespan comprising multiple distinct and non-overlapping time periods, a set of port scans, each of the port scans comprising an access, in the data traffic, of a plurality of communication ports on a given destination node by a given source node during a given time period,
to compute, for each given source node in the identified port scans, a fraction of the time periods during which the given source node accessed at least one of the destination nodes in at least one of the port scans carried out by the given source node,
to assemble a whitelist of the source nodes for which the fraction of the time periods during which at least one of the destination nodes was accessed in at least one of the port scans was greater than a threshold, and
upon detecting a port scan by one of the nodes that is not on the whitelist, to initiate a preventive action.
7. The apparatus according to claim 6 , wherein the time periods have time durations that are identical to within 10%.
8. The apparatus according to claim 6 , wherein a given processor is configured to initiate the preventive action by generating an alert for the given source node in the detected port scan.
9. The apparatus according to claim 6 , wherein a given processor is configured to initiate the preventive action by restricting access of the given source node in the detected port scan to the network.
10. The apparatus according to claim 6 , wherein the whitelist comprises a first whitelist, wherein the preventive action comprises a first preventive action, wherein the threshold comprises a first threshold, and wherein a given processor is configured:
to compute, for each given source node in the identified port scans, an average number of the destination nodes whose respective communication ports were accessed by the given source node during any given port scan by the given source node,
to assemble a second whitelist of the source nodes for which one or more of the following conditions was found to apply:
the average number of the destination nodes accessed in the identified port scans was greater than a second threshold, and
the fraction of the time periods during which at least one of the destination nodes was accessed in at least one of the port scans was greater than the first threshold, and
upon detecting a port scan by one of the nodes that is not on the second whitelist, to initiate a second preventive action.
11. A computer software product, the product comprising a non-transitory computer-readable medium, in which program instructions are stored, which instructions, when read by a computer, cause the computer:
to identify, in data traffic transmitted between multiple nodes that communicate over a network during a timespan comprising multiple predefined distinct and non-overlapping time periods, a set of port scans, each of the port scans comprising an access, in the data traffic, of a plurality of communication ports on a given destination node by a given source node during a given time period;
to compute, for each given source node in the identified port scans, a fraction of the time periods during which the given source node accessed at least one of the destination nodes in at least one of the port scans carried out by the given source node;
to assemble a whitelist of the source nodes for which the fraction of the time periods during which at least one of the destination nodes was accessed in at least one of the port scans was greater than a threshold; and
upon detecting a port scan by one of the nodes that is not on the whitelist, to initiate a preventive action.