This document discusses the security and privacy issues in analytics, specifically focusing on the challenges faced by Dumnonia, a financial company. It explores the organizational drivers, technology solutions, and the implementation of k-anonymity for protecting privacy. The document also provides insights on the comparison of two publicly available implementations and offers a guide for Dumnonia to protect the privacy of its organizational data.