A longstanding open problem is that of how to get high quality statistics through direct queries to databases containing information about individuals without revealing information specific to those individuals. Diffix is a framework for anonymous database query that adds noise based on the filter conditions in the query. A previous paper described the first version, called diffix-aspen. This version, diffix-birch, extends that description to include a wide variety of common features found in SQL. It describes attacks associated with various features, and the anonymization steps used to defend against those attacks. This paper describes diffix-birch, which was used for the bounty program sponsored by Aircloak starting December 2017.