With the victory, Boston pulled into a first-place tie with idle Toronto in the American League East.
The play of the game came in the eighth when Red Sox left fielder Andrew Benintendi robbed Steven Souza Jr. of a two-run homer down the left-field line -- nearly flipping over the short-porch wall in the process.
It temporarily preserved the shutout for Price, who let the Rays have few other chances.