Usually the "opportunities" in arbitrage that sites like this highlight ignore the fact that the targetted coin on one of the exchanges has abysmally low volume, so you'll be unlikely to be able to buy and sell it in time to take advantage.
Other gotchas include: time to transfer the coin between exchanges, fees involved (both in transfer and on the exchanges through buy/sell fees), and exchanges where deposits and withdrawals aren't fully automated (some Chinese exchanges were like this).