Bytewax is a Python framework that integrates a Rust-based distributed processing engine for stream processing, allowing users to leverage existing Python libraries. It features stateful stream processing, scalability, a rich connector ecosystem, and a flexible dataflow API. Users can deploy dataflows easily on various infrastructures, including Kubernetes, while maintaining state and fault tolerance for advanced analytics and machine learning applications.