Take the Tyne and Wear Metro from South Shields Interchange (Yellow Line) northbound toward South Gosforth, then transfer at South Gosforth to the branch that continues to Newcastle Airport. https://www.newcastleairporttransfers.com/south-shields-to-newcastle-airport