Preparing applications for Single Sign-On (SSO) server integration involves the setup of critical parameters and configurations that allow the Resource and SSO servers to communicate remotely with each other. This process entails setting endpoints, configuring OAuth2 protocol preferences and settings, optimizing security choices, picking the preferred theme, and customizing variety of features to match the specific objectives of your applications.