The correct difference is: Glucose is not used to give structure to plants' cell walls while cellulose is.
Cellulose is a polysaccharide made up of long chains of glucose molecules and provides structural support in plant cell walls, while glucose is a simple sugar (monosaccharide) used primarily as an energy source.