I have cut out some stars and moon shapes out of Acrylic and want to glue in some metal rivets/studs into cut holes.

The Rivets are almost a snug fit but move from side to side a little. What adhesive should I use to keep them in place? I hear super glue isn't ideal due to melting the Acrylic.

Thank you for any advice,