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Barcodes on products only have UPC/EAN information, which identifies a product, but not its expiration or batch.

Furthermore, I find that barcodes are a bit more picky w.r.t. how to scan them, while RFID is easier.

Depends of the orientation of the tag and the background interference from other sources (or other tags).