In terms of using VoIP to call people, it basically uses an internet connection instead of the normal analogue system. This is cheaper and costs pretty much the same no matter where in the world you are calling.
A good comparison I read was comparing it to fax and email. A normal telephone is like faxing a letter, and a VoIP enabled phone is like emailing the letter.
