Major cloud operators (AWS, Azure, GCP, Meta, Oracle, Alibaba, Tencent, Baidu, Naver) and tier-2 / neocloud providers (DigitalOcean, OVHcloud, Rackspace, Kingsoft) tracked as a demand signal across multiple theses (photonics, HBM, AI accelerators, power, cooling). Excludes SaaS apps, telcos, REITs, and IT services firms.