With another Chinese airline but similar situation, we change all our salary on the "black market" (which is more like a usual office downtown), no fee and very reasonable rates.
No problems at all, at least for USD and EUR.
We never even bothered with the official way, even though we get the tax certificates.
Plus you can use your UnionPay card abroad at many ATMs.