New Caledonia is generally a safe location for solo female travelers. The major towns like Noumea have a strong law enforcement presence and locals are generally friendly and helpful to visitors. However, it's recommended to stay aware of your surroundings, especially at night, and to use common sense like avoiding isolated areas and not displaying wealth openly. Strangers might be curious but are usually harmless, and common tourist scams are quite rare.