Machine Learning Reshapes Database Query Optimization: The End of Manual Tuning

Traditional query optimizers rely on stale statistics and simplified cost models, leaving DBAs trapped in reactive tuning cycles. AI-driven optimization systems promise to shift database administration from manual firefighting to autonomous, intelligent optimization, becoming critical as cloud-native applications grow more complex and dynamic.