Both the games use similar balls. However, the major difference is inbuilt bias.The balls used in bowls have inbuilt bias that allow the balls to turn while traveling to the jack.
Whereas, the balls used in Bocce ball have no bias or curve. They travel in straight direction towards the Pallino.