Computational biology is undergoing a revolution from a traditionally compute-intensive science conducted by individuals and small research groups to a high-throughput, datadriven science conducted by teams working in both academia and industry. It is this new biology as a data-driven science in the era of Grid Computing that is the subject of this chapter. This chapter is written from the perspective of bioinformatics specialists who seek to fully capitalize on the promise of the Grid and who a