For the band, the correct spelling is Band Aid. For the medical dressing, the correct spelling is band-aid. Most other English-speaking countries outside the US call the medical dressing a plaster.
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In common usage both bandage and dressing mean the same thing. A
bandage is a piece of material used to dress a wound. A medical
professional may observe that there is a difference, however
small.