In reality, arbitrage is not that simple. One of your limiting factor is how fast you can transfer your coins from one exchange platform to another exchange platform.

Many exchange platforms have daily withdrawals. This means by the time you clear your coin transfer, the arbitrage opportunity is already long gone. You also carry significant delta exposure during the transfer process.