The Java Collections Framework is a unified architecture for storing and manipulating groups of objects, designed to simplify data manipulation and enhance code readability. It includes core interfaces such as List, Set, Queue, and Map, along with various implementations like ArrayList and HashMap, each suited for different use cases. Understanding and utilizing the right collection type is crucial for efficient data management and improved code performance in Java programming.