The Collection Framework in Java provides a standardized architecture for representing and manipulating collections of objects, allowing developers to handle data structures with ease and efficiency. It includes interfaces, implementations, and algorithms that offer a comprehensive set of operations for managing groups of related objects, enhancing code reusability and performance.