There are concerns about the authenticity of olive oil, with some reports suggesting that what is in the bottle may not be genuine. The issue of olive oil fraud appears to be part of a broader problem of food fraud that affects grocery shoppers. Experts are weighing in on how to identify and avoid fake or mislabeled olive oil, but the extent and nature of the problem are not entirely clear.