Data Science is revolutionizing the sports industry by providing scientific insights that enhance player performance, team strategy planning, and injury prevention. From player recruitment to match strategy, decisions are increasingly driven by data analysis rather than instincts. Advanced tools in data science are used to predict player abilities, track player fitness, customize game tactics, and even predict match outcomes. Innovative applications are found in various sports, such as Basketball, Soccer, Cricket, American Football, Golf, High Jump, Swimming, and Motorsports. As technology continues to advance, we can expect an intensified role of data science, leading to a new era of data-driven sports competitions.