Data leak prevention using content based segmentation scanning
Systems and techniques are described for preventing data leaks from a network. A set of sensitive files or sensitive data that includes sensitive information can be received, and a first set of labels can be determined based on the set of sensitive files or sensitive data. An apparatus can then receive data that is to be checked for sensitive information, and determine a second set of labels based on the data. Next, the apparatus can match the second set of labels with the first set of labels. The apparatus can then determine whether or not the data includes sensitive information based on a result of said matching, and perform a data leak prevention action if it is determined that the data includes sensitive information.
1. A method for preventing data leaks from a network, the method comprising:
receiving a set of sensitive files or sensitive data that includes sensitive information;
determining a first set of labels based on the set of sensitive files or sensitive data, wherein each label in the first set of labels corresponds to a data segment in the set of sensitive files or sensitive data;
receiving, at an apparatus, data that is to be checked for sensitive information;
determining, at the apparatus, a second set of labels based on the data, wherein the second set of labels is used to de-duplicate the data;
matching, at the apparatus, the second set of labels with the first set of labels;
determining, at the apparatus, whether or not the data includes sensitive information based on comparing a count of matching labels with a threshold;
performing, at the apparatus, a data leak prevention action if the data includes sensitive information, wherein the data leak prevention action comprises blocking the data and/or altering a network administrator; and
performing, de-duplication and forwarding the data to another apparatus if the data does not include sensitive information.
2. The method of claim 1 , wherein all network traffic exiting the network passes through the apparatus.
3. The method of claim 1 , wherein the data received at the apparatus is encrypted, and wherein determining, at the apparatus, the second set of labels based on the data comprises decrypting the data before determining the second set of labels.
4. A non-transitory computer-readable storage medium storing instructions that, when executed by a processor in an apparatus, cause the apparatus to perform a method for preventing data leaks from a network, the method comprising:
receiving a first set of labels that were computed based on a set of sensitive files or sensitive data that includes sensitive information, wherein each label in the first set of labels corresponds to a data segment in the set of sensitive files or sensitive data;
receiving data that is to be checked for sensitive information;
determining a second set of labels based on the data, wherein the second set of labels is used to de-duplicate the data;
matching the second set of labels with the first set of labels;
determining whether or not the data includes sensitive information based on comparing a count of matching labels with a threshold;
performing a data leak prevention action if the data includes sensitive information, wherein the data leak prevention action comprises blocking the data and/or altering a network administrator; and
performing, de-duplication and forwarding the data to another apparatus if the data does not include sensitive information.
5. The non-transitory computer-readable storage medium of claim 4 , wherein all network traffic exiting the network passes through the apparatus.
6. The non-transitory computer-readable storage medium of claim 4 , wherein the data received at the apparatus is encrypted, and wherein determining the second set of labels based on the data comprises decrypting the data before determining the second set of labels.
7. An apparatus, comprising:
a processor; and
a non-transitory computer-readable storage medium storing instructions that, when executed by the processor, cause the apparatus to perform a method for preventing data leaks from a network, the method comprising:
receiving a first set of labels that were computed based on a set of sensitive files or sensitive data that includes sensitive information, wherein each label in the first set of labels corresponds to a data segment in the set of sensitive files or sensitive data;
receiving data that is to be checked for sensitive information;
determining a second set of labels based on the data, wherein the second set of labels is used to de-duplicate the data;
matching the second set of labels with the first set of labels;
determining whether or not the data includes sensitive information based on comparing a count of matching labels with a threshold;
performing a data leak prevention action if the data includes sensitive information, wherein the data leak prevention action comprises blocking the data and/or altering a network administrator; and
performing de-duplication and forwarding the data to another apparatus if the data does not include sensitive information.
8. The apparatus of claim 7 , wherein all network traffic exiting the network passes through the apparatus.
9. The apparatus of claim 7 , wherein the data received at the apparatus is encrypted, and wherein determining the second set of labels based on the data comprises decrypting the data before determining the second set of labels.