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Automated scalper bots are overwhelming online DDR5 memory listings as supply shortages and rising prices intensify competition for inventory. DataDome research cited across the reports said one unnamed retailer saw 91% of traffic to DDR5 product pages come from bad bots, with bot activity now outnumbering human shoppers by roughly 10 to 1, up from about 6 to 1 in earlier measurements across multiple e-commerce sites.
The traffic appears designed to monitor stock and pricing at high frequency so operators can reserve or buy scarce memory before legitimate customers. Researchers said the bots repeatedly polled dozens of DDR5 listings every few seconds, including cache-busting requests that hit pages about every 6.5 seconds, while market pressure pushed some 32GB kits from $72 to $392 and broader DDR5 pricing up sharply. The reports link the sustained bot pressure to ongoing DRAM scarcity, retailer anti-scalping efforts, and demand dynamics expected to keep supply constrained into 2027.
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In March, DataDome published research showing bad bots outpaced legitimate traffic on DDR5 product pages by roughly 6 to 1 across several e-commerce sites. The research also documented a single bot operation that generated more than 10 million blocked requests.
Jérôme Segura disclosed that 91% of traffic hitting one unnamed retailer's DDR5 RAM product pages was bad bots, with newer measurements putting the bot-to-human ratio at roughly 10 to 1. DataDome's cited sample showed 91 DDR5 listings being polled about 551 times each in one hour, or roughly once every 6.5 seconds per listing, using cache-busting parameters.
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A tightening **DRAM/SSD supply** is projected to materially raise PC build costs and depress demand, with Gartner forecasting a **130% increase in combined DRAM and SSD prices by end of 2026** and an associated **17% rise in PC prices vs. 2025**. Gartner expects this component inflation to drive a **10.4% decline in global PC shipments** as buyers extend refresh cycles, and to make sub-$500 entry-level laptops economically unviable as memory’s share of bill-of-materials rises (projected from **16% to 23%**), potentially eliminating the **sub-$500 PC segment by 2028**; higher-memory *AI PCs* are expected to be particularly impacted. Separately, DataDome reported a large-scale **web-scraping bot** operation targeting e-commerce inventory pages to locate scarce DRAM for resale, submitting **10+ million requests** and polling some sites roughly **every 6.5 seconds**. The activity was characterized by **cache-busting** query parameters to bypass cached responses and by request-rate tuning to avoid rate limits; DataDome also assessed that operators are increasingly using **AI-assisted tooling** to automate scraping tasks and potentially reverse-engineer anti-bot defenses, amplifying supply-chain pressure by enabling faster, more efficient scalping of constrained memory inventory.
Jun 29, 2026
Dell executives said the rapid buildout of **AI infrastructure** has created near-unlimited demand for memory, advanced semiconductors, and power, turning memory capacity into a major supply-chain constraint. They said the shortage reflects both years of underinvestment in fabrication capacity and the sudden acceleration of AI workloads, with system architecture changes and supply-chain adaptation now necessary to manage persistent bottlenecks. U.S. retail pricing data shows the pressure is already hitting downstream buyers, with **32GB DDR5 kits** reportedly disappearing quickly and lower-cost options largely vanishing as prices climb to around **$359.99**. The consumer market impact aligns with broader industry signals that AI data centers are absorbing large shares of global memory supply, while a separate report on Oracle and OpenAI's Abilene data center expansion concerns infrastructure financing and buildout decisions rather than the memory shortage itself.
Jun 29, 2026
A surge in **AI data center** demand is tightening global supply of critical memory components and reshaping hardware roadmaps. Reporting cited by *Security Online* says NVIDIA is prioritizing higher-margin AI accelerators over consumer GPUs amid constrained capacity and a shift of memory manufacturing toward **HBM** for AI, reducing availability of **GDDR** used in gaming graphics cards; this is described as a key factor behind a rumored delay of RTX 50-series “Super” refreshes. Separately, Qualcomm reported record quarterly revenue but warned that **memory chip shortages** are constraining near-term growth expectations, contributing to weaker guidance and a sharp after-hours stock drop; the company attributed the shortfall to OEMs (notably in China) adjusting inventories due to limited memory supply and rising prices. Other hardware supply and product-delivery signals point to broader constraints and downstream impacts. Tenstorrent disclosed that a firmware change (`v19.5.0`) will reduce available tensor/Tensix cores on **Blackhole p150** accelerator cards from 140 to 120 for both new shipments and existing customer units, potentially affecting software that depends on grid layout while the vendor claims only a ~1–2% typical performance impact. In parallel, analysis of Tesla’s robotics ambitions highlights **geopolitical and supply-chain concentration risk**—with critical materials and suppliers heavily located in China—underscoring how US–China trade dynamics and access to components/materials can become gating factors for scaling AI/robotics manufacturing.
Jul 12, 2026