Autonomous hyper-personalisation does not emerge from a single clever algorithm. It is the product of a carefully engineered data architecture — a layered infrastructure that continuously collects, processes, models, and acts on individual consumer signals in real time. Understanding that architecture is essential for any ecommerce leader evaluating whether to make the shift from segmented to ML-driven email.