Capacity planning in the cloud presents new challenges compared to traditional systems. Cloud resources are priced based on usage so capacity can be dynamically scaled without long lead times. However, cloud systems are distributed across data centers so visibility and control is reduced. Monitoring tools need to be stateless to handle cloud volatility and gather metrics without predefined assets.