Pace of play in hockey is crucial, affecting game outcomes. Teams and players influence pace differently across the ice, periods, and leagues. Faster play leads to more high-quality shots but also more turnovers. Speedy passes are linked to failed receptions. NHL teams and players vary in how they handle pace. Tracking pace using spatio-temporal data is valuable for understanding hockey and other team sports.