Amgen makes biologic medicines, made of cells and proteins. The cultures can take months to grow. One wrong move and whole manufacturing lots can be ruined. Using statistical analysis of data points collected in real time during the process, Amgen identifies "weak signals" that could indicate brewing problems in the manufacturing cycle. Scientists then delve deeper, taking corrective steps if necessary. The analytics system includes virtualized data warehousing tools from Denodo.