Port scan detection using destination profiles
A method, including identifying, in network data traffic, a set of pairs of source and destination nodes, each pair having a given source node, a given destination node, and one or more ports accessed in the traffic between the nodes in each pair, and computing, for each pair, a respective baseline that indicates a first number of the ports that source nodes other than the given source node in the pair accessed on the given destination node during a first period. For each pair, a respective test score is computed that indicates a difference between a second number of the ports that the given source node in the pair accessed on the given destination node during a second period and the baseline, and a preventive action is initiated with respect to the given source node in any of the pairs for which the test score is greater than a threshold.
1. A method, comprising:
identifying, in data traffic transmitted between multiple nodes that communicate over a network, a set of pairs of source and destination nodes, each pair consisting of a given source node and a given destination node, and one or more destination communication ports accessed by the given source node in the data traffic between the source and destination nodes in each pair;
computing, for each pair in the set, a respective baseline level that is indicative of a first number of the destination communication ports that source nodes other than the given source node in the pair accessed on the given destination node during a first time period;
computing, for each pair in the set, a respective test score that is indicative of a difference between a second number of the destination communication ports that the given source node in the pair accessed on the given destination node during a second time period and the baseline level; and
initiating a preventive action with respect to the given source node in any of the pairs for which the test score is greater than a specified level.
2. The method according to claim 1 , wherein identifying the pairs of source and destination nodes comprises collecting, from a probe, data packets transmitted over the network, aggregating the collected data packets into communication sessions between a given source node and a given destination node, and identifying, in each the aggregated communication sessions, the given source node accessing at least one given communication port on the given destination node.
3. The method according to claim 1 , wherein the specified level comprises a first specified level, wherein initiating the preventive action comprises initiating a first preventive action, and comprising identifying any failed connections in the port scans during the second time period, and initiating a second preventive action with respect to the given source node in any of the pairs having at least one of the identified failed connections and for which the test score is greater than a second specified level lower than the first specified level.
4. The method according to claim 1 , wherein the second time period is subsequent to the first time period.
5. The method according to claim 1 , wherein the first and the second time periods have time durations that are identical to within 10%.
6. The method according to claim 1 , wherein initiating the preventive action comprises generating an alert for the given source node.
7. The method according to claim 1 , wherein initiating the preventive action comprises restricting access of the given source node to the network.
8. 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 the multiple nodes over the network, a set of pairs of source and destination nodes, each pair consisting of a given source node and a given destination node, and one or more destination communication ports accessed by the given source node in the data traffic between the source and destination nodes in each pair,
to compute, for each pair in the set, a respective baseline level that is indicative of a first number of the destination communication ports that source nodes other than the given source node in the pair accessed on the given destination node during a first time period,
to compute, for each pair in the set, a respective test score that is indicative of a difference between a second number of the destination communication ports that the given source node in the pair accessed on the given destination node during a second time period and the baseline level, and
to initiate a preventive action with respect to the given source node in any of the pairs for which the test score is greater than a specified level.
9. The apparatus according to claim 8 , wherein a given processor is configured to identify the pairs of source and destination nodes by collecting, from a probe, data packets transmitted over the network, aggregating the collected data packets into communication sessions between a given source node and a given destination node, and identifying, in each the aggregated communication sessions, the given source node accessing at least one given communication port on the given destination node.
10. The apparatus according to claim 8 , wherein the specified level comprises a first specified level, wherein a given processor is configured to initiate the preventive action by initiating a first preventive action, and comprising identifying any failed connections in the port scans during the second time period, and initiating a second preventive action with respect to the given source node in any of the pairs having at least one of the identified failed connections and for which the test score is greater than a second specified level lower than the first specified level.
11. The apparatus according to claim 8 , wherein the second time period is subsequent to the first time period.
12. The apparatus according to claim 8 , wherein the first and the second time periods have time durations that are identical to within 10%.
13. The apparatus according to claim 8 , wherein a given processor is configured to initiate the preventive action by generating an alert for the given source node.
14. The apparatus according to claim 8 , wherein a given processor is configured to initiate the preventive action by restricting access of the given source node to the network.
15. 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 the multiple nodes over the network, a set of pairs of source and destination nodes, each pair consisting of a given source node and a given destination node, and one or more destination communication ports accessed by the given source node in the data traffic between the source and destination nodes in each pair;
to compute, for each pair in the set, a respective baseline level that is indicative of a first number of the destination communication ports that source nodes other than the given source node in the pair accessed on the given destination node during a first time period;
to compute, for each pair in the set, a respective test score that is indicative of a difference between a second number of the destination communication ports that the given source node in the pair accessed on the given destination node during a second time period and the baseline level; and
to initiate a preventive action with respect to the given source node in any of the pairs for which the test score is greater than a specified level.