The Java Collections Framework provides a unified architecture for representing and manipulating collections, which are groups of objects. It includes various interfaces like Collection, Set, List, Map, Queue, and their implementations, along with algorithms for data manipulation such as sorting and searching. This framework allows developers to choose data structures based on their needs while ensuring flexibility and efficiency.