Update: most people are now moving away from features. There is a Configuration Management initiative under discussion in Drupal 8.
Package up selected configuration for "features" (e.g. a blog or a photo gallery etc.) for reuse on other sites. Not the same as the new D8 Config sync, which is for exchanging configs between different environments of the same site and requires a cloned DB sharing the same UUIDs.