Social Web communities produce trace of the interactions in electronic form and in many cases also some content data is available. Data analysis of such content and interactions can be performed with different methods coming from social network analysis, data mining, text mining, cross-modal data anlysis. The analysis enable addressing of interesting problems including analysis of opinion makers, understanding of social network properties, cross-modal data analysis for recommendation systems or user profiling, community dynamics etc.