I bought onesies for the babies that came to DD1's first birthday. I got Sprout summer onesies on special at Myer.

Another good idea are mini maracas. You can get super cute ones for babies. Have a look online, a few party supplies places stock them at a reasonable price. The only reason I didn't do that is all the babies who were going to be at DD's party already had a set each.