Dial hand soaps and bar soaps are on sale at Walgreens. I also found some soap on clearance! Use a printable Dial coupon, and get two hand soap pumps for just $1.25 each. (Share the coupon to enable printing.) Or use newspaper coupons to get bar soap for as low as $0.29 per bar.
Note: Keep in mind that clearance varies by store.