Apparently, only SpongeBob is known to have had purchased this product. It was a big purple glove with some tiny blue and green glove candies inside of it. They were somewhat edible, but apparently the tiny glove candies tasted bad and SpongeBob comments that they were "glove-flavored."
The Candy Glove appeared to be purple in color and had four fingers (including a thumb) on it. The candy was dispensed from the thumb after squeezing it.