Painting or staining wood veneer on furniture or cabinets is a great way to change the color to suit your home decor. Unlike solid wood, wood veneer is delicately thin and can be easily chipped and damaged if subject to aggressive sanding and stripping, so extra care is required in refinishing a wood veneer piece.