Podcasting is a method of publishing audio and video programs via the Internet that lets users subscribe to a feed of new files (usually MP3s). It became popular in late 2004, largely due to automatic downloading of audio onto portable players or personal computers.

You can easily run a podcast with Ubuntu. I've found an interesting article how to do that: Podcasting from Linux