For Scotch Tape? Any Tape? WD-40.
It's not agressive. Goo Gone CAN be too aggressive. I've seen it mar an old lacquer finish.
Try WD-40 First. Goo Gone if not successful.
Let the WD-40 wet the surface for a bit, then remove with a PLASTIC spatula.
LJB
PS: Good catch!