The seven-inning game at the Florida Auto Exchange Stadium serves as an appetizer for Toronto's start of Grapefruit League play Tuesday.
The Jays host the Pittsburgh Pirates on Tuesday and then visit Pittsburgh and Baltimore before hosting the Orioles on Friday.
After Dickey, Drew Hutchinson, Brett Cecil, Jeff Francis, Juan Oramas, Preston Guilmet and Matt West are scheduled to pitch for the Blue team Monday.
Aaron Loup, Chad Jenkins, Daniel Norris, Roberto Osuna, Scott Copeland and Jayson Aquino follow Buehrle on the Grey team.
Aaron Sanchez is slated to start Tuesday against Pittsburgh.