Distillery is an Elixir tool that builds release tarballs of Phoenix applications. It describes the set of applications needed to run and allows building upgrades. The document discusses setting up Distillery as a dependency, initializing a release, building releases for different environments including production, and using scripts to deploy and upgrade releases on remote servers.