If you take azithromycin without eating anything, it can increase the risk of stomach upset which can lead to nausea, vomiting, diarrhea, or pain in the abdomen. It is always recommended to take azithromycin with food or at least with a full glass of water to avoid these stomach related side effects. azithromycin supplier