http://www.embeddedarm.com/news/netbsd_toaster.htm
It can. It has a 512MB compact flash integrated. And, it has a serial, an USB port, and Ethernet (!) too.
Of course, it can only host small websites (around ~100MB).
Maybe we can port SRB2 to it (thanks X11!)