Given that the most important information resides in databases, organizations are increasingly turning their focus toward databases security technologies. To defend databases from attackers using stolen credentials, the industry is beginning to adopt a new security paradigm based on machine learning and behavior analysis. This white paper discusses that paradigm shift and the issues that go along with it.