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