I agree with most of the above. Move to a more cost effective host, optimize your Apache server, and use page caching in Drupal. I think it's as simple as a checkbox in the settings somewhere, but it's been a few months since I've worked with Drupal.

http://drupal.org/getting-started/6/admin/settings The manual says caching is under the Performance section and it's disabled by default.