Semiconductor Market Dynamics
I. Industry Overview: AI Demand Holds, Foundry and Memory Stay Strong
AI infrastructure spending continues to lift the whole supply chain. Counterpoint puts the global foundry 2.0 market at $96.6 billion in Q2, up 25% YoY, with TSMC holding about 42% and growing 34%. SEMI expects the market to reach $2–3 trillion by 2035, having crossed $1 trillion in just eight months this year. China's September IC exports rose 136% YoY to $45 billion on only 1% volume growth, extending the "flat volume, surging value" pattern. Malaysia's September exports rose 54.5%, with electronics and electrical products making up over half.
TSMC's advanced-node capacity remains sold out, with the CoWoS gap seen at around 20% in 2026, narrowing to about 10% in 2027. Samsung was first to raise N4/N5 prices by 10%–15%. TSMC has already added up to 15% on N3 and is expected to raise N2/N3/N5 by another 5%–10% in early 2027, with mature nodes catching up by up to 10%. Non-memory IDMs grew 19%, though margins may face pressure if cost increases cannot be passed on.
II. Memory: Shortage Runs to 2028, DDR4 Sees Historic Inversion
DRAM: Gap keeps widening, contract tenors extend
Goldman Sachs sees a global DRAM gap of about 4.9% in 2026, widening to 5.9% in 2027, with tightness through 2028. Nomura expects the shortage to last to 2028 and considers sector valuations deeply undervalued. Samsung and SK Hynix inventories have fallen below 10 days. Micron's CEO says demand exceeds supply by 50%, with over 75% of 2027 capacity already committed and some deals running to around 2030.
Prices have inverted: 16Gb DDR4 averages $83.66 versus $57.83 for same-capacity DDR5, making DDR4 nearly 44% dearer than the newer generation. Barclays shows DDR4 contract prices up 24% over three months, outpacing DDR5's 20%, as suppliers shift capacity to HBM and DDR5 and cut legacy lines. Pricing terms are also changing—new agreements no longer use min/max price bands and track spot more closely.
Contract tenors keep stretching. Samsung has allocated about 70% of capacity through 2031 to LTAs, with some AI customers seeking up to 10 years; Alibaba, Tencent and ByteDance have approached Samsung and SK Hynix for server DRAM LTAs, some proposed to run to 2035. Micron's strategic agreements rose from 16 to 26, with commitments up from about $22 billion to $32 billion.
NAND: Kioxia sold out through 2027, Q2 contract prices up 55%
Kioxia says its flash output is essentially fully booked this year, with the upcycle likely extending into 2027. Global NAND fixed contract prices jumped 55% QoQ in Q2 on enterprise SSD demand. The shift from training to inference is driving a surge in KV cache data, making QLC enterprise SSDs essential in AI data centers.
Samsung led Q2 with 28% share, SK Hynix 19%, Micron 15%, while YMTC rose to 14% on Xtacking, narrowing the gap with Micron to 1 point. Macronix will exit ROM and stop NOR expansion, putting over NT$30 billion entirely into eMMC NAND, with first-phase capacity expected in H2 2027.
HBM and LPDDR: NVIDIA short 30%–40%, humanoid robots the next driver
NVIDIA expects only 60%–70% of next year's LPDDR5X needs, a 30%–40% shortfall, and has cut its Vera CPU LPCAMM2 module from 192GB to 96GB. TrendForce sees AI servers overtaking smartphones as the largest LPDDR demand source between 2028 and 2030. Counterpoint forecasts humanoid robot DRAM demand rising from about 8,300TB in 2026 to about 172,000TB in 2030, roughly 20x. Micron estimates high-performance humanoids may need about 200GB DRAM and 4TB storage.
Micron is developing EIM memory for humanoids, stacking low-power DRAM with logic dies to cut inference latency and boost bandwidth, with mass production seen in H2 2028.
III. CPU and GPU: Agentic AI Reshapes Demand, CPU Back in Focus
Agentic AI is structurally lifting CPU demand. Personal agents such as Meta's Muse and OpenAI's Dots lean heavily on CPU, with the CPU-to-GPU ratio expected to move from 1:8 or 1:4 toward 1:1 to 1:2. TrendForce shows CPU lead times nearly doubling from 16–20 weeks to 25–30 weeks; server CPU shipments should grow 31% in 2026 and over 40% in 2027. Arm share should top 20% in 2026 and could reach 30% in 2027.
AMD is a key beneficiary, with 2027 capacity for its sixth-gen EPYC "Venice" sold out and 2028 orders already coming in. Morgan Stanley sees Venice shipments reaching 6.75 million units in 2027, ahead of NVIDIA's Vera at 5.75 million, implying nearly $51 billion in revenue. AMD's Q2 data center revenue hit $6.72 billion, up 107.3% YoY. NVIDIA's Vera has landed AI cloud startup Modal, with at least $20 billion in sales expected this fiscal year.
CPU price hikes continue: Intel adjusted prices by line from September, with Panther Lake high-end parts up 15%–20%; Qualcomm raised PC processor prices about 10% from October 1; AMD plans roughly 10% across-the-board hikes in Q4. The root cause is TSMC's ongoing advanced-node increases, with Goldman Sachs and Morgan Stanley both expecting another 5%–10% in 2027.
GPU shortages have spread to older models. NVIDIA's VP admits consumer GPU shortages are "beyond our control," rooted in GDDR7 sharing advanced-node capacity with HBM. RTX 5090 trades in Korea at up to five times MSRP, with US street prices of $4,300–$10,000. NVIDIA denied discontinuing the RTX 5090, calling it a core product. a16z data shows GPU rentals broadly above a six-year depreciation baseline, with H200 at a 143% premium, B200 at 111% and A100 at 9%.
IV. Analog and Power: TI Hikes Three Times, Analog Tighter Than Embedded
Texas Instruments launched its third price hike this year on September 1. Q3 revenue was $6.1 billion, up 28% YoY, with operating margin around 47%. Industrial revenue grew over 40% YoY, topping its 2022 peak for the first time; data center revenue grew about 95% YoY and 20% QoQ, now about 13% of total. The CEO noted that apart from mainland China and Taiwan, almost no new analog capacity has been added in four years, with some foundries shifting to non-analog products, making analog tighter than embedded. The company has committed capacity through 2027 and beyond.
UBS reports a strong analog upcycle: distributor inventories fell 7%–10% QoQ while prices rose 9%–12%; 70% of distributors and 76% of direct buyers worry about shortages over the next six months; 73% are securing supply via preorders or LTAs. Buyers now prioritize supply stability over price.
In power, onsemi's second hike took effect October 10. Its Power Solutions Group posted Q2 revenue of $829 million, up 19% YoY, with AI data center guidance upgraded from "doubling" to "more than doubling." onsemi says semiconductor content per AI rack from grid to chip will rise from about $15,000 today to over $115,000 in future architectures, roughly 8x. Allegro raised prices from October 1, and Taiwanese suppliers Panjit, Taiwan Semiconductor and Eris plan 10%–15% hikes from October.
V. Passive Components: Japanese Shipments at Record High, Murata Invests ¥9 Billion in Ceramics
Japanese electronic component makers' global shipments rose 23.2% YoY to ¥428 billion in July, a record since fiscal 2014; passive shipments reached ¥265.7 billion, up 27%, with capacitors up 31% to ¥195.6 billion, growing for 18 straight months.
Murata told customers in September it will discontinue selected GRM, GRJ and GRT part numbers in fiscal 2026, freeing capacity for high-capacitance AI server parts at the cost of extending automotive lead times to 40 weeks. Its Okayama Murata unit plans about ¥9 billion in new lines for MLCC ceramic materials, breaking ground in October 2026 with output from April 2028, reinforcing vertical integration from powder to components.
Samsung Electro-Mechanics raised all MLCC prices 30% on August 1, cut September shipments about 20% from August, and will raise Q4 consumer X5R by another 25%–30% and AI server X6S by 10%–20%; on September 1 it signed a KRW 1.07 trillion AI server MLCC deal, its largest single order ever. Yageo's full capacitor hike took effect October 23, with high-capacitance parts up 50% or more and mid-to-low-capacitance up 10%–30%, locked through Q1 2027, with some customers already reserving 2028 capacity.
Lead times keep extending: MLCC at 24–30 weeks generally and up to 52 weeks for some parts, tantalum over 50 weeks, aluminum electrolytic 18–36 weeks. Spot prices have diverged—AI server high-capacitance parts are up 60%–80% at OEM level, while the common consumer 0603-104 part has fallen from RMB 30 in late June to around RMB 10.
On domestic substitution, Sanhuan's high-capacitance utilization exceeds 90% and has entered Huawei and Inspur server supply chains; Fenghua Advanced runs at 82% with high-capacitance parts still sampling; Yuyang's strength is ultra-miniature 01005/0201 parts. Domestic suppliers can already replace consumer-grade general-purpose parts at 20%–30% lower prices, but AI server high-capacitance parts remain in ramp-up.
VI. Cloud and End Demand: AWS Sold Out Through 2027, Memory Costs Squeeze Consumer Electronics
Amazon's CEO says AWS has sold out its 2026 large-scale compute capacity entirely, is essentially sold out for 2027, and has already sold a substantial portion of 2028. Amazon's capex will reach about $220 billion this year, still short of demand, with some component constraints potentially lasting years. 99% of AWS's top 1,000 EC2 customers use in-house Graviton chips, which offer about 40% better price-performance than x86.
SoftBank plans $50 billion in Malaysian AI data centers; NVIDIA says Kazakhstan will become an AI compute hub serving Europe, with Firebird licensed to export 45,000 Grace Blackwell GPUs. On TSMC's call, CEO C.C. Wei confirmed agentic AI CPU demand keeps rising, with actual demand still far above supply capability.
Memory costs are squeezing consumer electronics: sub-$200 smartphone shipments should fall about 40%, from 570 million this year to 340 million by 2030; 12+256G handset BOM costs have risen from RMB 500 to RMB 2,200, with memory now 30%–40% of device cost and above SoC, while entry-level share has fallen from 22% to under 3%. Taiwan's four major motherboard makers have all cut 2026 targets, with memory now over 30% of PC BOM costs, up from about 15%.
Manufacturer Updates
Spot Market Insights
Memory
eMMC: The eMMC market stayed flat in October, with prices relatively stable. Sandisk shipped little from its fabs, keeping prices firm and clearly above Samsung and Kioxia; Kioxia supply was ample, with room to negotiate. Winbond small-capacity NOR Flash saw some demand pick-up, with steady prices, limited swings and active trading. MXIC and Micron Flash were volatile — thin fab arrivals and thin market supply left suppliers holding back goods, with steep premiums. Domestic GD stayed tightly controlled by its fab, with very little reaching the market, so prices rose easily on incoming orders.
NAND Flash: The market stayed polarized. Winbond products traded dully with soft, even inverted prices amid ample inventory; small-capacity NOR Flash, facing EOL, saw lower fab shipments but steady prices and active trading. Micron NOR/NAND Flash was volatile — thin fab arrivals, thin market supply, suppliers holding back goods, and steep premiums.
NOR Flash: Supply stayed tight. Winbond small-capacity held flat early on, with demand picking up and trading active in mid-to-late October; Micron small-capacity quotes loosened but stayed too high to close deals. 32M/64M parts got no fab allocation on EOL, pushing supply to the spot market. Some high-capacity and automotive-grade parts were critically short at high prices. Customers began stocking for next quarter, likely worsening the imbalance.
DDR3 & DDR4: In DDR3, Samsung 4G saw weak demand and steady prices, Micron 4G held stable, and industrial-grade parts drew stockpiling that lifted prices. DDR4 4G/8G demand was dull but prices edged up; Samsung 8G was volatile with active trading, while Micron and Nanya kept sliding, with Nanya roughly level with Samsung. DDR4/DDR5 8G/16G×8 chips firmed upward at high prices on thin supply. DDR5 16G traded heavily with prices firming upward.
LPDDR: After Samsung announced EOL for LPDDR4/4X, supply was limited and prices relatively stable; bottom-priced goods were largely snapped up, hoarders holding high-cost stock were unwilling to sell at a loss, and some Micron models edged up. On LPDDR5/5X, some models rose on thin supply; low-capacity held flat but traded more actively than before. Overall: low-end supply contracting, high-end firm to slightly up.
Server Memory (DIMM): Demand trended down. Prices for hot DDR5 64G/96G were cut with ample spot supply; 96G saw little trading, with prices nearly level with or even slightly below 64G. Prices loosened and fell after overseas end customers finished buying, leaving the market "overseas demand leading, domestic buyers sidelined."
Storage
SSD: Samsung/Solidigm SSD diverged clearly. Small-capacity models (especially B7C suffix) had ample supply, steady prices and wide negotiating room; some fell as channels dumped goods to raise cash, with PM893 480G B7C quotes continuing to slide. Large-capacity 15.36T stayed tight, but PM9A3 15.36T also eased on weaker demand. S4620 480G was very short. Interest stayed centered on PCIe 5.0 (Samsung PM9D3A/Solidigm PS1010); demand for domestic brands picked up somewhat.
HDD: The enterprise market polarized. 20T/24T shortages continued, with prices expected to rise another 3%-5% in October; Toshiba 20T/24T was tightest, with Toshiba 24T trading around USD 1,080 after the holiday. 30T/32T demand emerged but spot was scarce and pricey. 16T and below saw weak demand and continued declines. Trading was light; released supply came mainly from quota allocations in batches rather than large-scale new fab output, leaving spot inventory thin overall.
CPU
Server CPU: Intel and AMD both adjusted prices after the holiday, edging down overall. Domestic CPU demand was sluggish, with only limited overseas inquiries and deals mostly in small lots of 2-5 units. AMD traded relatively more, including 9475F, 9355, 9454, 9554 and 9124; on Intel, 4510 traded more. Graphics card hikes delayed procurement, but new server projects should roll out from late October into November — demand is only temporarily suppressed by high prices, not gone. Intel 6th-gen large-volume supply needed double confirmation; AMD 5th-gen high-end models kept sliding as overseas supply flowed in, though domestic supply had a cost edge. Near term, Intel 4th/5th/6th-gen remain on a downtrend; some AMD 5th/4th-gen models saw extreme spreads as overseas orders arrived alongside OEM supply flooding in — fab pricing and market levels are badly disconnected, with clear inversion. Inquiries for 9015 and 9135 were numerous but both remain very short.
Mobile Platform CPU: Consumer CPU trading was light but demand rose, with inquiries mostly for chipsets and low-end desktops; recent deals included H110 and H310. H310 low-priced supply kept flowing out, signaling easing demand and saturated end-user baseline needs. 1154G7, 1185G7 and X6425E drew many inquiries but almost no supply. Quotes for X-series pure industrial models stayed scarce. Late in the month, some chipset quotes met feedback that demand was already filled and no purchases were needed for now.
RAID/NIC
Broadcom RAID demand was moderate, with main inquiries on 9560-16i (05-50077-00) and 9500-8i (05-50134-01), both trending down versus the prior two months; 9560-16i 8G also drew inquiries, with other models little changed. NIC demand was stronger, with hot Broadcom and Mellanox models all trending up — BCM957504-P425G and BCM957504-N425G remained short, while BCM957608-P2200GQF00, BCM957608-P1400GDF00, BCM957508-P2100G and BCM957508-N2100G all saw demand.
GPU
emand was generally light but supply kept tightening. Pro5000 48G/72G began to run short, with 72G already up; PRO6000 Server was short early on, then a large shipment arrived in mid-October easing the gap temporarily, but Pro6000 Workstation began running short with demand rising. Late in October, overseas 5090 inquiries were heavy with fast shipments and steadily rising prices; market talk that Nvidia will formally discontinue the 5090 in Q1 pushed up prices across the overseas 50 series, including 5060 and 5070.
November Market Outlook
Memory Chips (DDR/LPDDR): High-end large-capacity DDR5, HBM and enterprise SSD should stay strong, with contract prices grinding higher; consumer-grade commodity DRAM and NAND remain suppressed by high prices, with demand unlikely to recover and spot likely to stay under pressure. Watch Q4 contract settlements and how the spot-contract gap corrects.
NOR Flash: High-capacity (256Mb and above) automotive/industrial parts stay supply-constrained with more upside; small/mid-capacity (128Mb and below) enter high-level bargaining as domestic capacity ramps, with wider quote divergence and emerging negotiating room.
HDD: 20T/24T shortages persist with another 3%-5% upside; 30T/32T demand is emerging but spot is scarce and pricey; 16T and below face weak demand and price pressure.
CPU: Intel 4th/5th/6th-gen stay on a near-term downtrend; some AMD 5th/4th-gen models show clear inversion with spreads likely to widen; shortages of 9015 and 9135 are hard to resolve near term. New server projects should roll out from late October into November.
Server market: Enterprise high-end memory and SSD remain robust, with procurement shifting toward long-term contracts; consumer PC modules have far less upside than the server segment.
GPU: High-end professional cards stay tight, and 5090 EOL expectations could push the 50 series higher.
Broadcom cards: 9500/9600 series demand is rising with modest price gains; the new 9700 series shows early overseas demand but no domestic scale yet; buyers of the 9300 series should guard against refurbished/pull-out risk.