Systems and methods for detecting covert DNS tunnels
View Patent ↗Systems and methods are disclosed for detecting covert DNS tunnels using n-grams. The majority of legitimate DNS requests originate from network content itself, for example, through hyperlinks in websites. So, comparing data from incoming network communications to a hostname included in a DNS request can give an indication on whether the DNS request is a legitimate request or associated with a covert DNS tunnel. This process can be made computationally efficient by extracting n-grams from incoming network content and storing the n-grams in an efficient data structure, such as a Bloom filter. The stored n-grams are compared with n-grams extracted from outgoing DNS requests. If n-grams from an outgoing DNS request are not found in the data structure, the domain associated with the DNS request is determined to be associated with a suspected covert DNS tunnel.
1. A method for detecting covert DNS tunnels, the method comprising:
scanning incoming network traffic received at a user equipment using a network scanner;
extracting a first plurality of n-grams from the scanned incoming network traffic;
extracting a second plurality of n-grams from a DNS request outgoing from the user equipment;
comparing the first plurality of n-grams to the second plurality of n-grams; and
adding at least a portion of a domain name associated with the outgoing DNS request to a table of a suspicious domain names when at least a portion of the second plurality of n-grams does not match the first plurality of n-grams.
2. The method of claim 1 , further comprising:
determining that the domain name added to the table of suspicious domains is associated with a covert DNS tunnel.
3. The method of claim 2 , further comprising:
providing an indication that the domain name was determined to be associated with a covert DNS tunnel.
4. The method of claim 2 , further comprising:
blocking DNS requests addressed to the domain name determined to be associated with a covert DNS tunnel.
5. The method of claim 1 , wherein the portion of the second plurality of n-grams that does not match the first plurality of n-grams is equal to a predetermined proportion of the second plurality of n-grams extracted from the outgoing DNS request.
6. The method of claim 1 , further comprising:
incrementing a counter associated with the portion of the domain name added to the table of suspicious domains for respective DNS requests when at least a portion of the extracted n-grams from the respective DNS requests do not match the first plurality of n-grams.
7. The method of claim 6 , further comprising:
providing an indication that the domain name added to the table of suspicious domains is associated with a covert DNS tunnel when the counter associated with the domain name reaches a threshold value.
8. The method of claim 6 , further comprising:
blocking DNS requests addressed to the domain name added to the table of suspicious domains when the counter associated with the domain name reaches a threshold value.
9. The method of claim 1 , wherein the first plurality of n-grams is associated with a string that matches a syntax of hostnames.
10. The method of claim 1 , wherein the first plurality of n-grams is associated with a higher priority when the first plurality of n-grams is associated with a string that matches a syntax of hostnames.
11. The method of claim 1 , wherein the first plurality of n-grams is stored using hash coding.
12. The method of claim 1 , wherein the first plurality of n-grams is stored using a Bloom filter.
13. The method of claim 1 , wherein the incoming network traffic is uncompressed by the network scanner prior to extracting the first plurality of n-grams.
14. A covert DNS tunnel detector comprising:
a network scanner configured to:
scan incoming network traffic received at a user equipment; and
extract a first plurality of n-grams from the scanned incoming network traffic;
a DNS request inspector configured to extract a second plurality of n-grams from a DNS request outgoing from the user equipment;
a comparator configured to compare the first plurality of n-grams to the second plurality of n-grams; and
a suspicious domain table configured to store at least a portion of a domain name associated with the outgoing DNS request when at least a portion of the second plurality of n-grams does not match the first plurality of n-grams.
15. The covert DNS tunnel detector of claim 14 , wherein the comparator is further configured to determine that the domain name stored in the suspicious domain table is associated with a covert DNS tunnel.
16. The covert DNS tunnel detector of claim 15 , wherein the comparator is further configured to provide an indication that the domain name stored in the suspicious domain table was determined to be associated with a covert DNS tunnel.
17. The covert DNS tunnel detector of claim 15 , wherein the comparator is further configured to block DNS requests addressed to the domain name determined to be associated with a covert DNS tunnel.
18. The covert DNS tunnel detector of claim 14 , wherein the portion of the second plurality of n-grams that does not match the first plurality of n-grams is equal to a predetermined proportion of the second plurality of n-grams extracted from the outgoing DNS request.
19. The covert DNS tunnel detector of claim 14 , wherein the suspicious domain table is further configured to increment a counter associated with the stored portion of the domain name for respective DNS requests when at least a portion of the extracted n-grams from the respective DNS requests do not match the first plurality of n-grams.
20. The covert DNS tunnel detector of claim 19 , wherein the comparator is further configured to provide an indication that the stored domain name is associated with a covert DNS tunnel when the counter associated with the domain name reaches a threshold value.
21. The covert DNS tunnel detector of claim 19 , wherein the comparator is further configured to block DNS requests addressed to the domain name added to the table of suspicious domains when the counter associated with the domain name reaches a threshold value.
22. The covert DNS tunnel detector of claim 14 , wherein the first plurality of n-grams is associated with a string that matches a syntax of hostnames.
23. The covert DNS tunnel detector of claim 14 , wherein the first plurality of n-grams is associated with a higher priority when the first plurality of n-grams is associated with a string that matches a syntax of hostnames.
24. The covert DNS tunnel detector of claim 14 , further comprising an n-gram table configured to store the first plurality of n-grams using hash coding.
25. The covert DNS tunnel detector of claim 14 , further comprising an n-gram table configured to store the first plurality of n-grams using Bloom filter.
26. The covert DNS tunnel detector of claim 14 , wherein the network scanner is further configured to uncompress the incoming network traffic prior to extracting the first plurality of n-grams.
27. A non-transitory computer readable medium storing computer executable instructions, which, when executed by a processor, cause the processor to carryout a method for detecting covert DNS tunnels, the computer readable medium comprising:
scanning incoming network traffic received at a user equipment using a network scanner;
extracting a first plurality of n-grams from the scanned incoming network traffic;
extracting a second plurality of n-grams from a DNS request outgoing from the user equipment;
comparing the first plurality of n-grams to the second plurality of n-grams; and
adding at least a portion of a domain name associated with the outgoing DNS request to a table of a suspicious domain names when at least a portion of the second plurality of n-grams does not match the first plurality of n-grams.