In Internet security today, its often less about securing an Internet-facing host, and more about knowing where the insecure hosts are located. This applies for both the attacker and defender. This paper looks at smart ways to automate the footprinting process. It focuses on finding domains (and hosts and subnets) that do not seem to be related to the main domains by using content matching and link extraction.