Out of the blue: Without any warning, by surprise
突如其来：没有任何先兆，措手不及
 

I haven’t heard from Amy in over ten years, but yesterday she called me out of the blue.

我有十年多没听到艾米的消息，但昨天她突如其来地打电话给我。