Yes, golden retriever puppies do lose their puppy fur beginning around 4-6 months old. Golden puppy fur is extra thick, fluffy, and warm to keep them safe and healthy during their puppy phase. As they begin to lose it, it will be replaced by individual hairs that are thicker, less fluffy, and more coarse to the touch.