looks like a through body connector, are there wires connected on the bottom side under the trunk, possibly ABS... 2 twisted pairs of wires, I guess ABS.... , I'll look it up...

That's an ABS thru body connector, the wire colors match up to rear ABS sensors , I'd just clean around the area, make sure the ABS light doesn't stay on after replacing the battery