Dynamic re-composition of patch groups using stream clustering
Techniques for dynamic server groups that can be patched together using stream clustering algorithms, and learning components in order to reuse the repeatable patterns using machine learning are provided herein. In one example, in response to a first risk associated with a first server device, a risk assessment component patches a server group to mitigate a vulnerability of the first server device and a second server device, wherein the server group is comprised of the first server device and the second server device. Additionally, a monitoring component monitors data associated with a second risk to the server group to mitigate the second risk to the server group.
1. A computer-implemented method, comprising:
generating, by a device operatively coupled to a processor, a risk prediction classification model based on an analysis of risk data associated with one or more previous risks;
identifying, by the device, a subset of server devices that share at least one common vulnerability from a plurality of server devices on a network;
adding, by the device, the subset of server devices to a server group;
employing, by the device, the risk prediction classification model to identify a risk associated with a first server device; and
in response to identification of the risk associated with the first server device of the server group, patching, by the device, the subset of server devices of the server group to mitigate the risk to the server group.
2. The computer-implemented method of claim 1 , wherein the risk is associated with a vulnerability of the first server device to a malware attack.
3. The computer-implemented method of claim 1 , wherein the risk data is associated with the server group.
4. The computer-implemented method of claim 1 , further comprising:
receiving, by the device, an indication that the server group has been modified resulting in a modified server group.
5. The computer-implemented method of claim 4 , further comprising:
employing, by the device, the risk prediction classification model to identify one or more risks associated with the modified server group.
6. The computer-implemented method of claim 4 , wherein the modified server group comprises removal of a second server device from the server group.
7. The computer-implemented method of claim 4 , wherein the modified server group comprises addition of another server device to the server group.
8. A computer program product that facilitates server group patching, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a processor to cause the processor to:
generate a risk prediction classification model based on an analysis of risk data associated with one or more previous risks;
identify a subset of server devices that share at least one common vulnerability from a plurality of server devices on a network;
add the subset of server devices to a server group;
employ the risk prediction classification model to identify a risk associated with a first server device; and
in response to identification of the risk associated with the first server device of the server group, patch the subset of server devices of the server group to mitigate the risk to the server group.
9. The computer program product of claim 8 , wherein the risk is associated with a vulnerability of the first server device to a malware attack.
10. The computer program product of claim 8 , wherein the risk data is associated with the server group.
11. The computer program product of claim 8 , wherein the program instructions are further executable by the processor to cause the processor to:
receive an indication that the server group has been modified resulting in a modified server group.
12. The computer program product of claim 11 , wherein the program instructions are further executable by the processor to cause the processor to:
employ the risk prediction classification model to identify one or more risks associated with the modified server group.
13. The computer program product of claim 11 , wherein the modified server group comprises removal of a second server device from the server group.
14. The computer program product of claim 11 , wherein the modified server group comprises addition of another server device to the server group.
15. A system, comprising:
a memory that stores computer executable components; and
a processor that executes the computer executable components stored in the memory, wherein the computer executable components comprise:
an adjustment component that:
identifies a subset of server devices that share at least one common vulnerability from a plurality of server devices on a network; and
adds the subset of server devices to a server group; and
a risk assessment component that:
in response to identification of a risk associated with a first server device of the server group, patches the subset of server devices in the server group to mitigate the risk to the server group; and
wherein the adjustment component, in response to identification of an additional risk to the server group, modifies the server group to mitigate the additional risk to the server group via a server group modification comprising removal of a second server device from the server group.
16. The system of claim 15 , wherein the risk is associated with a vulnerability of the first server device to a malware attack.
17. The system of claim 15 , wherein the risk is associated with a reduction in performance of the first server device.
18. The system of claim 15 , wherein the server group comprises a workload group of server devices.
19. The system of claim 15 , wherein the server group comprises a network group of server devices.
20. The system of claim 15 , wherein the server group comprises an infrastructure group of server devices.