Nowadays, the use of honeypots are helping to improve systems security, providing information about the techniques used by the attackers, from the attackers themselves. Based on this new resource for information systems security, this paper shows the techniques for activity monitoring in high-interaction honeypots. Tools based on these techniques in user and kernel space are also presented.