Java 19 introduces several new features and improvements to help applications scale better. These include virtual threads which allow efficient asynchronous programming without blocking threads, pattern matching for more readable code, and improvements to JNI for safer native code integration. Java 19 also deprecates some legacy methods and makes timezone data updates to improve sustainability. Overall, the release focuses on enhancing scalability and maintainability for high performance applications.