Introduction: A ceiling-embedded persons counting procedure provides real-time foot visitors insights, integrating with retail platforms to optimize staffing, promotions, occupancy compliance, and operations. Many retail supervisors deal with the frustrating obstacle of juggling several concerns: incomplete visibility into foot targeted traffic, i