Characteristics of hyperscale

Massive scale: a single facility is typically tens of thousands of square meters with tens of megawatts of power. Standardized design: modular construction for fast deployment. Automated operations: heavy automation minimizes human intervention. Custom hardware: tailored servers and network gear to optimize cost and performance.

Operation and maintenance challenges

Failure-domain management: at scale, a single point of failure has huge impact. Energy efficiency: chasing extreme PUE (such as below 1.1). Cooling technology: liquid cooling, free cooling, and other advanced approaches. Supply chain: large-scale procurement and spares management. Key advantages: automated failure detection, cross-domain correlation analysis, and elastic capacity management.