Yes, it's common. It is parallel with, and has the same meaning as, "due to." As is often the case, you should learn "owing to" as part of your passive vocabulary--you should know what it means when you see it--but there's no need to use it yourself; just use "due to."

Yes, i saw this preposition many times on TOEIC :D