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It seems like wallet information is public except for identity, but that would be forfeited once I make a transfer, right?
What do you mean by forfeited?
If that's your balance then yes, exactly it moved after it was sent. Whereas the transaction details history will never be forfeited from the blockchain, it is immutable.