Disclosed herein provides enhancements for generating images for deployment in processing environments. In one implementation a method of preparing service images for large scale data processing environments includes identifying a first service image, and identifying metadata that defines runtime requirements for deploying the service in data processing environments. The method further provides generating scripts for deploying the service based on the metadata, and generating a second service image for the service, wherein the second service image includes the scripts.