Long-term deployments of wireless sensor networks so far have been focused on the periodic gathering of simple sensor readings. However, technological advances allow working with more complex types of data that also create larger data volumes. In this paper we use a real world engineering application to identify a series of challenges related to complex data processing in sensor networks. We present a classification of these challenges and outline a set of preliminary solutions that we are currently in the process of developing for our motivating application.