Trade Surveillance involves the processes and technology that financial firms employ to monitor trading activities, ensuring compliance with regulatory requirements and identifying potentially fraudulent or manipulative behavior. It is crucial in maintaining market integrity and protecting investors by detecting suspicious patterns and preventing market abuse.