There's LOTS of food. It is a street fair, but no rides. It's all food and crafts. They have a good amount of craft tables.
I grew up in Oyster Bay so I've been to plenty of them. There's no admission fee but parking is a pain. I use to take all the back roads and park by the high school. I would suggest going early in the day to avoid traffic and get decent parking.