In order to standardize, streamline and support our processes of collecting equality data we are building an survey ecosystem including a data pipeline to increase our capacities, both in quality and quantity, for equality data research. In the last year we have developed a product vision, conducted internal UX workshops, developed technical concepts and mapped the research process. The ecosystem shall cover the process from developing the survey, to deploying the survey to stakeholders, to clean and analyse the data, to allow for deeper exploratory data analysis (EDA), to visualise results and finally providing text for the report. In the past we have been collaborating with CorrelAid and Aleri GmbH. Parts of the ecosystem are already in use for current collection processes in a federal ministry.