Back your light fabric with fusible, the lightest weight that will work?
Cut a piece of light fabric the finished size of the appliqué and stitch over it?
I guess it depends on which technique you are using and what you are comfortable with.
I'm not a very experienced Appliquéist, I'm sure others with more knowledge than me will have a good answer!