Chinese ghost cities have made headlines for nearly a decade, with huge new real-estate developments sitting mostly empty for years. Some see them as a sign China is heading for a real-estate crash.

China’s ghost cities are far more common than one might think. Take the State Guest Mansions, a development envisioned as the palatial homes for the upper crust of society. Now their only ...