It is possible but to make a significant profit you need to have a good amount of funds and time to observe the market. Also people and exchanges are using bots to find any arbitrage opportunity to make profit so it becomes harder for retail investor to make money by doing arbitrage trading. Still some people manage to find opportunity from the market but to make profit from arbitrage you need to be very fast because the opportunity can last for only few minutes or seconds.