I tend to use a double blanket stitch with a 40 wt or 50 wt thread, depending on how much I want the thread to show. I start with a few stitches straight along the edge of the applique and sew over them at the end and add a few more straight stitches when finished, to secure the stitches.
I use very light weight Steam a Seam.