Stock market analysis

Why is HDD supply tightening? This article explains how AI data centers, nearline HDDs, exabyte shipments, long-term purchase agreements, and the pricing power of Western Digital and Seagate affect stocks.

HBM3E is the mainstream high-bandwidth memory used in today’s AI servers, while HBM4 is designed for next-generation AI accelerators. This article compares HBM3E and HBM4 across bandwidth, capacity, power efficiency, packaging, and production timelines, and explains what they mean for Micron, AI servers, and investment analysis.

Learn the difference between DRAM contract prices and spot prices, how they affect memory makers’ revenue, gross margins, inventory cycles, and stock performance, and which indicators investors should track.

Does ASMPT 0522.HK benefit from HBM? This article explains ASMPT’s role in advanced packaging equipment, TCB, Flip Chip, Hybrid Bonding, CoWoS, and the AI memory supply chain, while outlining key investment indicators and risks.

Why does AI compute growth drive storage demand? This article explains how HBM, DRAM, enterprise SSDs, nearline HDDs, object storage, and data center storage are affected by AI workloads across training, inference, and data retention.

AI servers are reshaping storage demand. This article explains how HBM, server DRAM, enterprise SSDs, QLC SSDs, and HDDs support AI training, inference, data lakes, and archiving, and how to analyze the AI storage supply chain.

What does the AI storage supply chain include? This article analyzes AI training, inference, and data retention across HBM, DRAM, NAND, enterprise SSDs, nearline HDDs, CoWoS advanced packaging, testing equipment, and enterprise storage systems from Dell, IBM, NetApp, Pure Storage, and others.

Is SMIC 0981.HK a memory chip stock? This article explains SMIC’s role as a foundry, its relationship with DRAM, NAND, HBM, embedded non-volatile memory, mature nodes, and the memory cycle.

Cloud provider capital expenditure is a key signal for the AI infrastructure cycle, but the total spending number is not enough. This guide explains how Microsoft, Amazon, Alphabet, and Meta’s CapEx can flow through to Micron, Western Digital, Seagate, and enterprise storage stocks, and what investors should track across orders, margins, inventory, cash flow, and trading costs.