1. A method of preparing large scale processing framework (LSPF) service images for large data processing environments, the method comprising: identifying a first LSPF service image for a LSPF service; identifying metadata that defines runtime requirements for deploying the LSPF service in data processing environments; generating scripts for deploying the LSPF service based on the metadata; generating a second LSPF service image for the LSPF service, wherein the second LSPF service image includes the scripts.