Experience with cloud platforms (AWS, Azure, or GCP) combined with a clear perspective on how cloud infrastructure, AI-enabled workflows, or agent-based architectures are changing how enterprises consume and act on data - backed by something concrete (shipped product, internal strategy, published thinking, or direct experience). Firms are rethinking how they build market data platforms, moving more workloads to the cloud, modernizing legacy infrastructure, adopting API-first architectures, and exploring how AI-enabled and agent-based workflows can change the way financial professionals interact with data.