Windows Virtual Desktop scaling issues for high-DPI devices

Recently I deployed Windows Virtual Desktop (WVD) to replace our Remote Desktop Services environment. The deployment of WVD was done without any issues however when the users lunched one of our legacy applications the scaling of the font was all messed up. This was due to the application not supporting