A shutout in Baseball is when a pitcher prevents the opposing team from scoring any runs during the entire game. To achieve a shutout, the pitcher must pitch effectively by throwing strikes, getting batters out, and not allowing any runs to score. This requires skill, focus, and good teamwork with the catcher and defense.