In this position paper we discuss the effect of open data on privacy. In order to reduce privacy issues due to the publication of open data, we suggest to build a database which overviews open data in a structured way with a special focus on privacy. This database could be enhanced with tools which automatically try to link existing datasets and allow publishers to check potential de-anonymization risks.