In this talk we present two similarity-based operators to extend SPARQL: the similarity join and clustering. We provide syntax and semantics, as well as an open inplementation. We present use-case queries and compare our implementation with other similar systems and provide evidence that our proposal outperforms them in terms of execution time and scalability.