Techniques for sorting encrypted data within a software as a service (SaaS) environment. Data is encrypted on a per symbol basis with a symbol based encryption module. Sort and search functionality preserving encryption that allows other modules to sort tokens and to search for tokens is provided. Encrypted tokens that have been encrypted by the symbol based encryption module are stored in a database. Access to the encrypted tokens is provided through the SaaS environment.