Depends, which version of Gandalf and does Dumbledore have the elder wand?
English
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Gandalf the white and yes
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If Dumbledore has the Elder Wand he wins. That's it.
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Gandalf is a demi-god, literally. Dumbledork is nothing without his wand.
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That's why he only wins with the wand. Otherwise he wouldn't stand a chance.