While an application or a virtual machine (VM) is running, a device tracks accesses to cache lines to detect access patterns that indicate security attacks, such as cache-based side channel attacks or row hammer attacks. To enable the device to detect accesses to cache lines, the device is connected to processors via a coherence interconnect, and the application/VM data is stored in a local memory of the device. The device collects the cache lines of the application/VM data that are accessed while the application/VM is running into a buffer and the buffer is analyzed for access patterns that indicate security attacks.