The exact toxic compound in grapes that causes harm is currently unknown. However, both grapes and their dried counterparts, raisins, have been shown to cause acute kidney failure in dogs. Toxicologists have speculated that compounds such as tannins, flavonoids, or pesticides could be responsible, but no definitive evidence has been found.