I had painful IT band issues from running last year, and after learning some stretches I haven't had any problems this year (knock wood). These stretches really helped me: http://www.howtostretch.com/iliotibi.htm

As a bonus, the pictures of the guy demonstrating the stretches are kind of hilarious to me.