FedScale provides high-level APIs to implement federated learning algorithms and deploy them at scale across diverse hardware and software backends. It includes the largest FL benchmark with tasks spanning image classification, object detection, language modeling, and speech recognition. The platform also provides datasets to faithfully emulate realistic FL training environments.