If you are using HTML 5, there is the <audio>
element.
On MDN:
The
audio
element is used to embed sound content in an HTML or XHTML document. The audio element was added as part of HTML5.
Update:
In order to play audio in the browser in HTML versions before 5 (including XHTML), you need to use one of the many flash audio players.