Since the implementation of the General Data Protection Regulation (GDPR), businesses in Europe, including both online and brick-and-mortar establishments, must comply with regulations to protect the personal data of EU residents, potentially facing significant penalties for non-compliance. The use of video surveillance, such as CCTV, is not prohibited by GDPR but comes with strict stipulations, including obtaining clear consent and having a lawful purpose for data collection. Computer vision (CV) technologies like face redaction and facial recognition offer businesses potential solutions to balance surveillance needs with privacy rights. Face redaction can obscure faces captured on video, helping to protect individuals' privacy, while facial recognition can efficiently process surveillance footage to identify and provide access to relevant individuals. These technologies may assist businesses in maintaining necessary surveillance operations while adhering to GDPR requirements, ensuring the privacy of customers and employees is respected.