Without being familiar with your service, do you implement caching? memcached[1] may lighten your load if you do not.
What web server do you use, apache? Perhaps nginx or lighttpd would be a better fit if you do use apache.
Check out this post[2] for more details on decreasing load.
and try not to knock your server offline at your peak time ;)
HTH.