This document discusses challenges in measuring cloud performance and provides recommendations. It notes that in the cloud, control and visibility are limited due to shared resources. It recommends measuring performance from an end-user perspective, benchmarking cloud providers, and making performance an integral part of SLAs. New metrics like cost-per-visitor-second are also needed to adequately capture cloud performance.