Data mining to identify malicious activity
View Patent ↗Systems and methods may determine suspicious network traffic. A monitoring system comprising a processor in communication with a network may monitor network traffic to or from an asset associated with the network. The monitoring system may assess the network traffic to determine a source and/or destination for the network traffic anchor content of the network traffic. The monitoring system may determine whether the network traffic is suspicious network traffic based on the assessed source and/or destination and/or content. When the network traffic is determined to be suspicious network traffic, the monitoring system may capture metadata associated with the suspicious network traffic and store the metadata in a database in communication with the processor. When the network traffic is not determined to be suspicious network traffic, the monitoring system may disregard metadata associated with the network traffic.
1. A method comprising:
monitoring, with at least one processor in communication with a network, network traffic of an asset associated with the network;
assessing, with the at least one processor, the network traffic to determine a content of the network traffic a source for the network traffic, and a destination for the network traffic;
wherein assessing the source for the network traffic comprises at least one of determining a source reputation score and determining whether the source is associated with a suspicious domain generation algorithm cluster, and
wherein assessing the destination for the network traffic comprises determining a destination reputation score based on a relation to a domain generation algorithm (DGA) and a threat level of the content of the network traffic, the threat level being based on at least one of file content, one or more headers, HTTP traffic, and one or more scripts;
determining, with the at least one processor, whether the network traffic is suspicious network traffic based on the assessed network traffic; and
when the network traffic is determined to be suspicious network traffic, capturing, with the at least one processor, metadata associated with the suspicious network traffic and storing the metadata in a database in communication with the processor.
2. The method of claim 1 , wherein the monitoring comprises monitoring a transport protocol of the network traffic, monitoring an application protocol of the network traffic, monitoring the source and/or destination of the network traffic, and/or monitoring the content of the network traffic.
3. The method of claim 1 , further comprising:
when the network traffic is determined to be suspicious network traffic, indexing, with the at least one processor, the metadata.
4. The method of claim 1 , wherein the metadata comprises a source port, a destination port, a transport protocol, an application protocol, a time stamp, a duration, a source identifier, a destination identifier, a bytes in count, a bytes out count, a connection success indicator, a connection status, a DNS RR set, HTTP data, a file within the content of the network traffic, the content of the network traffic, and/or a subsequent communication.
5. The method of claim 1 , further comprising:
when the network traffic is determined to be suspicious network traffic, sending, with the at least one processor, a report indicating that the network traffic is determined to be suspicious network traffic to a display in communication with the at least one processor.
6. The method of claim 1 , wherein determining whether the network traffic is suspicious network traffic comprises determining that all traffic to and/or from the asset is suspicious network traffic when the asset is an asset with a potential malware infection.
7. A system comprising:
a database; and
at least one microprocessor in communication with a network and in communication with the database, the at least one microprocessor being constructed and arranged to:
monitor network traffic of an asset associated with the network;
assess the network traffic to determine a content of the network, a source for the network traffic, and a destination for the network traffic;
wherein the assessment of the source for the network traffic comprises of a determination of a source reputation score based on of a relation to a domain generation algorithm (DGA) and a threat level of the content of the network traffic, the threat level being based on at least one of file content, one or more headers, HTTP traffic, and one or more scripts;
determine whether the network traffic is suspicious network traffic based on the assessed network traffic; and
when the network traffic is determined to be suspicious network traffic, capture metadata associated with the suspicious network traffic and store the metadata in the database.
8. The system of claim 7 , wherein the monitoring comprises monitoring a transport protocol of the network traffic, monitoring an application protocol of the network traffic, monitoring the source and/or destination of the network traffic, and/or monitoring the content of the network traffic.
9. The system of claim 7 , wherein the at least one microprocessor is further constructed and arranged to:
when the network traffic is determined to be suspicious network traffic, index the metadata.
10. The system of claim 7 , wherein the metadata comprises a source port, a destination port, a transport protocol, an application protocol, a time stamp, a duration, a source identifier, a destination identifier, a bytes in count, a bytes out count, a connection success indicator, a connection status, a DNS RR set, HTTP data, a file within the content of the network traffic, the content of the network traffic, and/or a subsequent communication.
11. The system of claim 7 , wherein the at least one microprocessor is further constructed and arranged to:
when the network traffic is determined to be suspicious network traffic, send a report indicating that the network traffic is determined to be suspicious network traffic to a display in communication with the at least one microprocessor.
12. The system of claim 7 , wherein the at least one microprocessor is constructed and arranged to determine whether the network traffic is suspicious network traffic with a method comprising determining that all traffic to and/or from the asset is suspicious network traffic when the asset is an asset with a potential malware infection.
13. A method comprising:
assessing, with at least one processor, network traffic associated with one or more applications from an external network to determine at least one of a source for the network traffic and a destination for the network traffic;
wherein the assessment of the at least one source for the network traffic comprises determining a source reputation score based on a relation to a domain generation algorithm (DGA) and a threat level of the content of the network traffic;
determining, with the at least one processor, whether the network traffic is suspicious network traffic based on the assessed network traffic;
based on the determining, capturing, with the at least one processor, metadata associated with the suspicious network traffic and storing the metadata in a database in communication with the processor;
executing, on a simulated network, a copy of the one or more applications from the external network and capturing metadata associated with simulated network traffic;
comparing the metadata associated with the suspicious network traffic to the metadata associated with the simulated network traffic;
determining, based on the comparing, when a statistical similarity exists between the metadata associated with the suspicious network traffic and the metadata associated with the simulated network traffic;
identifying, when a statistical similarity exists, the one or more applications as malicious.