I removed my rear spoiler once. Took about 2 seconds.
Backing into a garage.
Since it was obviously meant to be I said "screw it". Removed the remnants and filled the holes. It looked naked though and my rear window got a lot more dust & snow on it.
Bought a replacement and put it back to normal.