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Yes, it does make one feel sad but I love listening to it too.
Elvis Presley recorded it in 1957 for his Elvis' Christmas Album. It wasn't released as a single until 1964. Marina McBride was added into this recording digitally. She was about 2 yrs. old when Elvis recorded it.