Talk at the Building Web Observatories workshop at WebSci'13. Paris, France. 1st May 2013. http://eprints.soton.ac.uk/352465/ The data contained within the web is inherently multimedia; consisting of a rich mix of textual, visual and audio modalities. Prospective Web Observatories need to take this into account from the ground up. This paper explores some uses for the automatic analysis of multimedia data within a Web Observatory, and describes a potential platform for an extensible and scalable multimedia Web Observatory.