It is understood 78 Newcastle season tickets or memberships have been cancelled this season for unauthorised selling.
About 4,500 membership accounts are on an internal watchlist because of suspicious activity, while about 750 supporters are being actively monitored for potential touting.
Newcastle are purchasing unauthorised tickets in an attempt to identify the sellers.
More than 130,000 bot attempts have also been foiled for the Barcelona game.