Arbitrage is beneficial only if both exchanges have opened their wallet of that particular coin which you want to transfer from one exchange to other. If one exchange wallet not opened and you send coin from opened wallet exchange but that not reached there due to wallet offline then you have no option.
The only coin that arbitrage worked that I know of is when Doge was traded on Cryptsy and was a different price in Bittrex exchange.