It is in the nature of things that neither data nor methods are perfect. Demo and hands-on sessions are intended as starting points for exchanges among participants about links between research infrastructures and the needs of the researcher community. This with the goal to identify and document strengths, shortcomings, opportunities and aspirations for future work against the background of real-world needs, pragmatics and restrictions.