The Gills have gone 13 League Cup games without a clean sheet.
Newcastle have won their last seven League Cup Round 2 games.
Gillingham last made it into Round 3 of the League Cup in 2005.
Newcastle's last League Cup elimination against lower league opposition came in 2003. They've been beaten by teams from the same division in each of the last 10 seasons.