We present and discuss, in the context of the drug discovery pipeline, recent computational developments that enable the virtual screening of massive databases of chemicals against a large number of protein structures. We present "ensemble docking" applications of virtual screening in multiple protein structures that identify new protein ligands and explore biochemical pathways. We also discuss fundamental and challenging aspects of these very large virtual screening approaches.