ServiceNow provides cloud computing solutions that manage and automate services for enterprises worldwide. In doing so, ServiceNow manages large amounts of client data from many sources, and protecting this data is a top priority. The goal of this project is to develop a flexible, general, and principled data anonymization service. Our application provides the tools and knowledge to make informed decisions about data privacy, and will be available to all ServiceNow clients.