In neonates, atopic dermatitis typically appears as red, scaly, and itchy patches on the cheeks, scalp, and extensor surfaces of the limbs. Unlike older children and adults, the rash in neonates is more likely to be weepy and crusty. It can cause significant discomfort, leading to increased irritability and disrupted sleep patterns.