Random Blood Sugar is essential because it provides immediate information about a patient's glucose level, which is critical in making quick clinical decisions. It helps in identifying hyperglycemia (high blood sugar) or hypoglycemia (low blood sugar), both of which can be life-threatening if not managed promptly.