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Sure. The 5D mkII is a little more sensitive than mine 60D. It has a full frame sensor also... You DO have to try astrophotography with it ;)

The only thing i tried are those startrails. I guess i have to get me some more equipment for tracking the stars ^^

Yes, the movement of the sky is the greatest enemy for the astrophotographers... :/