The straight stitch foot is often used on very fine or very heavy fabrics. This particular foot is flat on the underside to provide an even pressure against the feed dogs and it has a rounded needle hole which offers the benefit of more support around the needle to prevent skipped stitches and puckering.
This is for heavy duty machines below
