Thank you for the suggestion of double sided tape - I have a red coloured glue "mouse", is that the same thing?
The design was specifically for cardstock, so has sewn nicely. I've one or two others to try as well, but need some stabiliser - I'm quite sure it was interfacing I used as it was quite thick!!