I would second the motion to investigate the peaks.

I work on a large web CMS that has a complicated caching mechanism.  If I get the CMS caching right the database load drops as most stuff gets retrieved from the cache.

User perception is also a problem.  I remember thinking an IBM AT was fast!!

Today the performance wows them, tomorrow exactly the same performance is taken for granted.