An unprecedented explosion of new data, driven by connected devices and emerging workloads such as machine learning and artificial intelligence, is reshaping datacenter needs and creating new network demands. In response, large-scale data centers are rapidly evolving their network infrastructure to achieve the next level of efficiency and scale. This presentation will identify the factors driving these shifts, and will explore network scale-out, acceleration, and offload strategies that are emerging to address these new challenges.