Welcome to the forum.
The first thing to do is clean all the wheels and the pickup rollers with 'Q' tips dipped in Naphtha to get them nice and clean. The next step is to clean all the track with a cloth wetted with Naphtha.
These procedures should limit the sparking that you see. Some sparking is normal.
Larry