Beijing winters are bone-chillingly cold, but they don’t feature much in the way of snow. So when weather forecasts called for some snow over the weekend, along with freezing temperatures, few expected anything more than a light dusting of powder.

Instead, residents of the Chinese capital woke up to a surprisingly heavy snowfall Sunday morning that continued into the early afternoon.

But...