No, do not remove the labels from the pharmacy. Removing the labels may damage the box, and damaged boxes will affect your reimbursement or prevent us from accepting your shipment. If you are concerned for your privacy or the privacy of the individual for whom the supplies were prescribed, you may use a Sharpie or other felt-tip permanent marker to mark through their name.