Some questions regarding Tarot

The fundamental meanings of the cards are basically the same, but there are obviously discrepancies between some of the symbology.
No doubt about it. Some occultists have made "improvements" to the cards which have completely changed the meanings. Nothing wrong with making a new set, but not all sets correspond to one another.