This reflects a core shift in modern cloud infrastructure - ICP’s cloud engines build on principles already present in cloud architecture. As the 'Site Reliability Engineering: How Google Runs Production Systems' handbook puts it: “Hope is not a strategy. Automation is.” Autoscaling and infrastructure abstraction separate application code from infrastructure capacity, meaning scaling happens at the infrastructure layer, not inside the code itself.