Abstract The availability of both survey and non-survey data sources, such as administrative data, social media digital trace has grown rapidly over the past decade. With this expansion in statistical, methodological, computational, ethical challenges around integrating multiple sources have also grown. This special issue addresses these by highlighting recent innovations applications integrati...