Living with Machines rethinks the impact of technology on the lives of ordinary people during the Industrial Revolution. The project queries metadata for large-scale newspaper collections. This poster describes the workflow of building a database infrastructure that facilitates quicker and easier humanities research on heterogeneous and complex newspaper data.