Description: Native execution in distributed computing frameworks refers to the ability to run applications directly on the underlying hardware, without the need for additional layers of abstraction or virtualization. This approach allows applications to fully leverage system resources, significantly improving performance and efficiency. By eliminating the overhead that can be introduced by an additional execution environment, native execution enables better management of memory and processing, resulting in faster response times and more efficient data processing. Furthermore, native execution facilitates integration with other systems and technologies, allowing developers to build more robust and scalable applications. This feature is particularly relevant in real-time data processing environments, where latency and performance are critical. In summary, native execution represents a significant advancement in how data is managed and processed, providing developers with powerful tools to optimize their applications and enhance the end-user experience.