This guide is for those working in NSOs who are involved in managing access to statistical data, and who wish to explore the possibility of using synthetic data as a possible method for users to access it. The guide highlights some recent successful applications of synthetic data by a number of different NSOs, and introduces some of the different approaches that can be taken to creating synthetic data, including recommendations on which approaches to use in different situations, as well as practical tips and resources for getting started for practitioners.