Spring Framework is a popular and stable Java application framework that reduces dependencies and provides solutions to common coding problems like working with databases and web services. It uses dependency injection and aspect-oriented programming to increase modularity. The framework manages Java objects called beans, creating and injecting their dependencies based on bean definition files. This allows applications to access services without needing to understand their implementation.