Extending Homestead: how to customize Laravel's Virtual Machine (the example of Apache)

Homestead offers a nice pre-packaged environment. But as a project grows in complexity, there will be a time where extra packages will be necessary. How to install them properly, and not to lose everything any time we need to recreate the box? How does one extend Homestead?