Behavior-based ransomware detection using decoy files
An anti-malware application analyzes behavior of an executing process to identify ransomware. The anti-malware application detects an untrusted process requesting enumeration of a directory of user files and causes the untrusted process to initially operate on a decoy file that mimics the user files. If the behavior of the untrusted process with respect to the decoy file is indicative of ransomware, the process can be terminated without loss of the user files. The decoy file may be deployed in a way that is undetectable to the user.
1. A method for detecting and remediating ransomware, the method comprising:
monitoring a plurality of processes executing on a client device;
identifying, from the plurality of processes, an untrusted process that is absent from a whitelist of trusted processes;
monitoring the untrusted process executing on the client device;
detecting a request by the untrusted process to enumerate a directory containing one or more user files;
causing a decoy file to be returned to the untrusted process in response to the request;
monitoring actions of the untrusted process performed on the decoy file;
determining sub-scores associated with each of the monitored actions performed on the decoy file;
generating a cumulative score for the untrusted process based on a combination of the sub-scores associated with the monitored actions;
determining that the cumulative score for the untrusted process exceeds a predefined threshold score;
responsive to determining that the cumulative score exceeds the predefined threshold score, determining that behavior of untrusted process exhibited malicious behavior with respect to the decoy file;
identifying, by a processor, the untrusted process as corresponding to the ransomware based at least in part on determining that the untrusted process exhibited the malicious behavior with respect to the decoy file; and
remediating the untrusted process responsive to identifying the process as corresponding to the ransomware.
2. The method of claim 1 , wherein identifying the untrusted process as corresponding to the ransomware comprises:
storing a count of decoy files on which the untrusted process exhibited malicious behavior; and
identifying the untrusted process as corresponding to the ransomware responsive to the count exceeding a predefined threshold.
3. The method of claim 1 , wherein causing the decoy file to be returned to the untrusted process in response to the request comprises:
determining a location of the decoy file in a storage of the computing device; and
retrieving the decoy file from the storage.
4. The method of claim 1 , wherein causing the decoy file to be returned to the process in response to the request comprises:
generating the decoy file in response to detecting the request.
5. The method of claim 1 , wherein the decoy file comprises a copy of the one or more user files.
6. A non-transitory computer-readable storage medium storing instructions for detecting and remediating ransomware, the instructions when executed by a processor cause the processor to perform steps including:
monitoring a plurality of processes executing on a client device;
identifying, from the plurality of processes, an untrusted process that is absent from a whitelist of trusted processes;
monitoring the untrusted process executing on the client device;
detecting, by a processor, a request by the untrusted process to enumerate a directory containing one or more user files;
causing a decoy file to be returned to the untrusted process in response to the request;
monitoring actions of the untrusted process performed on the decoy file;
determining sub-scores associated with each of the monitored actions performed on the decoy file;
generating a cumulative score for the untrusted process based on a combination of the sub-scores associated with the monitored actions;
determining that the cumulative score for the untrusted process exceeds a predefined threshold score;
responsive to determining that the cumulative score exceeds the predefined threshold score, determining that behavior of untrusted process exhibited malicious behavior with respect to the decoy file;
identifying the untrusted process as corresponding to the ransomware based at least in part on determining that the untrusted process exhibited the malicious behavior with respect to the decoy file; and
remediating the untrusted process responsive to identifying the process as corresponding to the ransomware.
7. The non-transitory computer-readable storage medium of claim 6 ,
wherein identifying the untrusted process as corresponding to the ransomware comprises:
storing a count of decoy files on which the untrusted process exhibited malicious behavior; and
identifying the untrusted process as corresponding to the ransomware responsive to the count exceeding a predefined threshold.
8. The non-transitory computer-readable storage medium of claim 6 , wherein
causing the decoy file to be returned to the untrusted process in response to the request comprises:
determining a location of the decoy file in a storage of the computing device; and
retrieving the decoy file from the storage.
9. The non-transitory computer-readable storage medium of claim 6 , wherein causing the decoy file to be returned to the process in response to the request comprises:
generating the decoy file in response to detecting the request.
10. The non-transitory computer-readable storage medium of claim 6 , wherein the decoy file comprises a copy of the one or more user files.
11. A computing system comprising:
a processor; and
a non-transitory computer-readable storage medium storing instructions for detecting and remediating ransomware, the instructions when executed by the processor cause the processor to perform steps including:
monitoring a plurality of processes executing on a client device;
identifying, from the plurality of processes, an untrusted process that is absent from a whitelist of trusted processes;
monitoring the untrusted process executing on the client device;
detecting, by a processor, a request by the untrusted process to enumerate a directory containing one or more user files;
causing a decoy file to be returned to the untrusted process in response to the request;
monitoring actions of the untrusted process performed on the decoy file;
determining sub-scores associated with each of the monitored actions performed on the decoy file;
generating a cumulative score for the untrusted process based on a combination of the sub-scores associated with the monitored actions;
determining that the cumulative score for the untrusted process exceeds a predefined threshold score;
responsive to determining that the cumulative score exceeds the predefined threshold score, determining that behavior of untrusted process exhibited malicious behavior with respect to the decoy file;
identifying the untrusted process as corresponding to the ransomware based at least in part on determining that the untrusted process exhibited the malicious behavior with respect to the decoy file; and
remediating the untrusted process responsive to identifying the process as corresponding to the ransomware.
12. The computing system of claim 11 , wherein identifying the
untrusted process as corresponding to the ransomware comprises:
storing a count of decoy files on which the untrusted process exhibited malicious behavior; and
identifying the untrusted process as corresponding to the ransomware responsive to the count exceeding a predefined threshold.
13. The computing system of claim 11 , wherein causing the decoy file to be
returned to the untrusted process in response to the request comprises:
determining a location of the decoy file in a storage of the computing device; and
retrieving the decoy file from the storage.
14. The computing system of claim 11 , wherein causing the decoy file to be
returned to the process in response to the request comprises:
generating the decoy file in response to detecting the request.