How to Remain Anonymous Using Kali Linux

So as I've stated before I run Kali Linux and dual boot into Ubuntu. However I have seen a few odd things here and there and was wondering how to number one remain un-noticed as much as possible and also what would be the best or most efficient way to protect myself from others. I heard of using "snort" but I'm sort of unfamiliar with it.