I do it all the time!! I bought a roll of the iron on tape but I haven't used it - it's easier to me to set the zip zag stitch length as wide as it goes and stitch them together. It the pieces have uneven edges, you can overlap them slightly and cut with a rotary cutter and they will then fit together perfectly. Quick and easy!!