One of the easiest ways to assess parcel data visually is to place parcel boundaries over aerial imagery.
That can be useful for identifying something worth investigating, but it can also be misleading.
The imagery used by a local source to georeference parcels is not always mapping-grade orthorectified imagery. Positional error can therefore sometimes be introduced when the parcel geometry is created or maintained.
The imagery used later to view the parcel can also contain positional error.
As a result, a parcel boundary may appear offset from a fence, building, road, or other visible feature even when the apparent problem is partly or entirely caused by the imagery.
People naturally tend to trust what they see in an aerial image, which makes this kind of misalignment easy to overinterpret. A visible disagreement is a reason to investigate further, but it does not establish which dataset is incorrect.