I put a small (2 pixel) surround to my web pics as it provides a seperation from the webpage backdrop. Occasionally, will use white but it depends on the shot - very occasionally, colour but that's when I want to pick up on a colour I've got in the shot
Don't watermark but then what I consider to be a reasonable shot doesn't go into public webpages!