Drupal’s own internal performance optimization and caching is often enough for a small to medium sized site. Once you start hitting higher levels of web traffic, you often want your Drupal site to be as fast as possible.

The following 27 minute video about using the Boost module provides a good deal of information about improving the speed of any Drupal site with a large number of anonymous visitors.