feather stitch means: Feather stitch is an embroidery technique that uses diagonal blanket stitches. They zigzag left to right. This technique uses looped stitches and was very popular during the 19th century. You can use feather stitching to decorate smocks and crazy quilting. (in Fashion Dictionary)