Database performance under AI workloads is fundamentally different from human-paced transactional load. AI agents compress think time, expand query fan-out and introduce feedback loops that traditional capacity models were never designed to handle.

Cloud infrastructure adds a further layer of tension: uniform, elastic compute interacts with non-uniform, deterministic database behaviour in ways that become more visible as AI tightens the coupling between them.