If I buy a Kindle off amazon.cn, can I link it with my amazon.com account and continue reading the books I already own as well as buying new ones off amazon.com?

Yes, you can. When you buy it, buy it as a gift, so it won't register any account.

I bought kindle from amazon.cn but use with US kindle account. No problem for me

Thanks!