It's not necessarily dangerous if a bug bite turns purple. Sometimes, bug bites can bruise from the injury. However, in some cases, it can be cause for concern, because it can be a sign of necrosis (skin and tissue death). If purple skin is accompanied by infection or allergy symptoms, seek medical attention.