.... and more importantly, how do I get rid of it?

A couple of years ago it appeared in my garden, then spread to the
grass where it is starting to take over the entire lawn.

Image is at http://home.ca.inter.net/~deniswb/badweed.jpg

Thanks in advance.

Denny