Data linkage aims to link data from different sources in a meaningful way. This is difficult to achieve in real-world applications since the semantics of data are often ambiguous or implicitly encoded into the data level. Capturing human knowledge acquired from different sources in a reusable and collaborative way will enable us to improve quality and efficiency of data linkage over time.