If you enable WordPress's object cache, it should get most page views down to a couple or even zero queries. It's poorly written themes and plugins where problems can arise.

The easy solution is to just enable full page caching. On single server setups, something like WP Super Cache works well. On distributed setups like WordPress.com, this is more appropriate: https://github.com/Automattic/batcache