Agentic AI and inference reshape workloads, lifting server CPU demand. Shipments surge as CSP in-house Arm CPUs erode x86 share.
Inference demand drives CSP ASIC growth past GPUs; Google's next TPU adopts EMIB-T, with substrate yield key to cost.
Hyperscaler Capex keeps rising on price hikes and shortages; pricier AI racks drive server value growth over volume.
US hyperscalers keep expanding, but midterm-driven backlash may raise costs and delay permits for later-stage projects.
NVIDIA shipments stay Blackwell-led as Rubin's ramp slips into next year on HBM4 snags, keeping HBM the key bottleneck.
AI chip makers weigh downgrading HBM capacity, hitting capacity for KV cache, lifting offload memory demand, as 8hi stays mainstream.
AI compute surges in 2026 as ASICs rise, NVIDIA defends its ecosystem, and bandwidth becomes the bottleneck.
AI agents are driving up demand for KV cache and token storage, reshaping memory architecture. Cost considerations are pushing token storage down from expensive HBM and DRAM to SSDs. NAND suppliers ar...
Consumer DRAM remains undersupplied, with contract prices still rising but decelerating as buyer cost tolerance tightens, while spot trading stays subdued. On technology, focus centers on open softwar...
The market once expected 5G to become the universal connectivity standard for the Internet of Things (IoT) and believed that AI would drive computing power toward the network edge. However, as of 2026...
Global Server Market – Trends and Outlook for 3Q26
Huang backs Korea robotics as memory and manufacturing strengths align with the K-Humanoid Alliance, advancing Physical AI while edge computing and AI chip gaps remain to be closed.
In January 2026, NVIDIA introduced the CMX Context Memory Storage Platform, managed by the BlueField‑4 DPU, to extend the memory hierarchy between local SSD and shared storage and address the massive...
Driven by AI expanding into inference, cloud providers are accelerating data center buildouts, triggering a surge in server memory orders. This has caused contract prices to skyrocket and fueled robus...
The explosion in global AI service demand has triggered a severe supply-demand imbalance in the enterprise SSD market, driving quarterly revenue and contract prices to historic highs. Major suppliers...
