These are Autumn Olive berries. They look like little apples. They are edible and are known to be tart, some sweet and some sour. They can be used in jellies and wine. The seeds are even edible. I have them growing all over the place here and they are an invasive species that once you have one they spread like wildflowers.
Steepshot