Artificial intelligence is transforming how database teams diagnose and optimize performance. But there’s a pattern behind the most successful outcomes: AI accelerates clarity when it’s built on unified, trustworthy data. Where telemetry is fragmented, siloed, or incomplete, and workflows are reactive, even sophisticated models struggle to produce insights that teams can actually act on.