Package diagrams are a type of structural diagram in UML used to represent the organization and dependencies among packages, which are collections of related classes, interfaces, and sub-packages. They help in managing the complexity of large systems by providing a high-level view of the system architecture, showing how different parts of a system are grouped and interact with each other.