What is LDAP?

How would you explain LDAP to a sysadmin who's heard of it and maybe interacted with it, but never really grasped it?

Analogies are fine, but please include some salient technical details to help ground them.

Asked in the spirit of Active Directory explained

Answer

I wrote this article a few years ago, which explains the basics of LDAP