Java has always supported sound, even since before Java 1.0.
There are official APIs for sound. Don't use sun.* packages, use the official APIs instead. You don't need any third-party library or API unless you're going to do very special things that Java doesn't support by itself.
See Trail: Sound in Sun's Java tutorials to learn how to work with sound in Java.