How does credit union work?

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So, how does credit union work? Does it work like a regular bank, accepting customers deposit, withdraw, and offer higher interest rate for you saving account or CD? I never join a credit union before, and wonder if it would be better than those gian banks like wachovia and Bank of America. Sometimes, they charge too much junk fees with a reasonable purpose. They seems trying to rip people off.