As far as grapes and raisins go, no one is sure why they’re harmful. It’s been confirmed that even grapes grown without fertilizers or pesticides can be toxic to dogs. But not to every dog, and not every time. It’s also not known whether small amounts eaten over a long time period could have a cumulative effect.