Ranaudo was selected 39th overall in the supplemental First Round of the 2010 Major League Baseball draft by the Boston Red Sox. He signed with them for a $2.55 million signing bonus shortly before the signing deadline on August 16, 2010. Ranaudo was assigned first to the Red Sox minor league affiliate Lowell Spinners where he did not pitch in 2010.
