To go long is to buy an instrument because you expect its price to go up. If you buy at 100 and the price rises to 110, you can close for a profit; if it falls to 90, you take a loss.
Going long is the most intuitive kind of trade — buy low, sell high. It is the opposite of going short, where you profit from a falling price.