Hi Dana, Yes, it can be. Might be one of the few surfaces that exist that when you remove the tape, it won't pull the paint and suface off on the back side of the tape. 3M Delicate tape sold by Home Depot is a far superior option than this tape.
won't work well on brick, works well on flat surfaces. Might as well use the regular blue tape.