Privacy and security auditing are always seen as opposing forces, but does it have to be like that? Differential privacy offers the mathematical tools to strike a balance between privacy and auditing. This is why I have started to develop DPLog a host based agent that implements state of the art DP-algorithms to enable SIEM-like queries with privacy constraints.