Capital & Compute

Why Are RAM and GPU Prices Spiking? The RAMpocalypse

RAM and GPU prices are spiking because AI data centers locked up DRAM supply. A 32GB DDR5 kit costs 7x more than in 2025, and RTX 50 cards rise again this week.

· hardware· pricing· ai· economics· By Capital & Compute
SK hynix display of DDR5 server memory modules, the DRAM now being pulled into AI data centers
Photo: SK Hynix DDR5 form factors by 4300streetcar, CC BY 4.0, via Wikimedia Commons. Cropped.

RAM and GPU prices are spiking because AI data centers claimed the world’s DRAM first. A 32GB DDR5 kit now costs about 7 times its 2025 price, and RTX 50 cards rise again this week.

That is the RAMpocalypse, and the first week of November 2026 delivered it all at once. Graphics card makers in China pushed through RTX 50 increases of up to 3,300 yuan (nearly $500) a card. Amazon started cancelling GPU orders, and Epic Games CEO Tim Sweeney says his were among them. Days earlier, OpenAI CEO Sam Altman said on a podcast that the RAM in your computer is a “quite terrible” use of the world’s memory supply. The same company signed letters of intent in 2025 for a reported 40% of global DRAM output.

PC builders have noticed. This piece pulls every thread together: what is rising, by how much, who is behind it, whether Altman has a point, and what to do if you need hardware now.

How much have RAM and GPU prices actually gone up?

Far more than the headline percentages suggest, because the rises have compounded for a year. Measured against pre-shortage prices, memory chips cost about 9 times more, consumer RAM kits 5 to 7 times more, and graphics cards 1.6 to 2.5 times their official MSRP.

How many times more memory and GPUs cost now than before the shortageEach row shows the latest price as a multiple of the pre-shortage price on a log scale. DDR5 16Gb spot chip 9.0x ($61.50 against $6.84 in September 2025). Cheapest 32GB DDR5-6000 kit 7.3x ($429 against $59 in April 2025). GDDR6 spot per gigabyte 5.0x ($12.45 against $2.50). Average 32GB DDR5 kit listing 4.9x ($617 against $125). RTX 5090 street price 2.5x its $1,999 MSRP. RTX 5070 street price 1.6x its $549 MSRP.Better for youWorse for youPre-shortage price = 1x1x2x4x8xDDR5 16Gb spot chip8.99xCheapest 32GB DDR5 kit7.27xGDDR6 spot per GB4.98xAverage 32GB DDR5 kit4.94xRTX 5090 street vs MSRP2.50xRTX 5070 street vs MSRP1.64x
How many times more memory and GPUs cost now than before the shortage
MetricNovember 2026 as a multiple of Pre-shortage priceValues
DDR5 16Gb spot chip8.99x$61.50 vs $6.84
Cheapest 32GB DDR5 kit7.27x$429 vs $59
GDDR6 spot per GB4.98x$12.45 vs $2.50
Average 32GB DDR5 kit4.94x$617 vs $125
RTX 5090 street vs MSRP2.50x$4,999 vs $1,999
RTX 5070 street vs MSRP1.64x$900 vs $549
Price multiples, latest reading against the pre-shortage price, log scale. Sources: TrendForce spot data (DDR5 chip, GDDR6), WhereIsMyRAM DDR5 tracker (kits, read November 3, 2026), Tom's Hardware (GPU street prices, August and September 2026).

The numbers behind each row:

The live versions of these readings sit on the memory price tracker and the GPU price tracker.

When did RAM prices start rising?

In October 2025, and the turn is sharp enough to see on a chart. The cheapest DDR5 kit hovered between $50 and $63 for six months. Then, within weeks of OpenAI’s Korean memory agreements, it began a climb that has not stopped.

Price of a 32GB DDR5-6000 kit, April 2025 to November 2026Two lines. The cheapest kit sits between $50 and $63 from April to October 2025, rises to $150 by January 2026, jumps to $360 in June 2026, and reaches $429 on November 3, 2026. The average listing rises from $125 to about $530 by January 2026 and $617 by November 2026.$0$200$400$600$800Jul 2025Oct 2025Jan 2026Apr 2026Jul 2026Oct 2026Average listing$617Cheapest kit$429
Price of a 32GB DDR5-6000 kit, April 2025 to November 2026
DateAverage listingCheapest kit
2025-04-04$125$59
2025-06-15$127$50
2025-08-08$132$55
2025-10-01$139$53
2025-12-12$449$126
2026-02-04$569$150
2026-04-17$539$150
2026-06-10$570$360
2026-08-03$571$390
2026-10-14$600$396
2026-11-03$617$429
Cheapest and average US price for a 2x16GB DDR5-6000 CL30 kit, April 2025 to November 3, 2026, sampled monthly. Source: WhereIsMyRAM (DropReference) US DDR5 price chart, read November 3, 2026; excludes Amazon listings.

Two phases stand out. The average listing jumped first, from $139 on October 1, 2025 to $449 by mid-December, as retailers repriced stock. The cheapest kit held at $150 through spring 2026, then more than doubled in June when the last low-priced inventory sold through. Timing is not proof of cause: the memory market was already tightening on AI server demand. But the sequence of a 40%-of-supply announcement followed by a fourfold price jump is exactly what the forums are angry about.

Why are GPU prices going up again this week?

Because the GDDR7 memory on every RTX 50 card keeps getting more expensive, and board partners are passing it on. TechPowerUp reported that RTX 50 prices are scheduled to rise this week, with the largest increase, up to 3,300 yuan or nearly $500, on RTX 5090 D V2 cards sold in China. Wccftech’s November 3, 2026 report gives the model-by-model cost-price changes from Colorful’s partner sources:

Model Reported increase (USD) Cost-price change (yuan) Where
RTX 5090 D V2 $330 to $550 2,200 to 3,300 China
RTX 5080 $380 to $450 2,500 to 2,800 China
RTX 5070 Ti about $150 1,000 China
RTX 5070 $90 to $135 600 to 900 China
RTX 5060 Ti 16GB $37 to $60 250 to 400 China
RTX 5060 8GB $22 to $30 150 to 200 China (GALAX also about $30)

Two cautions apply. These are partner cost-price changes reported through unnamed industry sources, not an Nvidia announcement, and they are China-market figures. Price changes in China have been an early signal for the rest of the world all year, but a US card will not automatically cost $500 more next week. TechPowerUp notes retail prices may take a week or two to reflect the change.

The pattern behind it is not new. Tom’s Hardware reported RTX 50 prices jumping up to 30% in South Korea, with GDDR7 modules at about $20 each. Over the year, a 2026 PC Guide analysis of 3DCenter’s German price data puts the average rise from November 2025 to October 2026 at 66% for Nvidia, 46% for AMD and 38% for Intel.

Average GPU price rise by vendor, November 2025 to October 2026Bar chart. Nvidia cards up 66 percent, AMD up 46 percent, Intel up 38 percent in average German retail price over the year.+0%+20%+40%+60%+80%Nvidia+66%AMD+46%Intel+38%
Average GPU price rise by vendor, November 2025 to October 2026
ItemValue
Nvidia+66%
AMD+46%
Intel+38%
Average graphics card price rise by vendor, November 2025 to October 2026, German retail market. Source: 3DCenter data as reported by PC Guide (2026).

One likely reason Nvidia rose most: the RTX 50 series uses GDDR7, the newest and scarcest graphics memory, while most current AMD and Intel boards use GDDR6. The full story of how a $1,999 card reached $5,000 is in why the RTX 5090 sold out at $5,000, and the outlook for next year is in will GPU prices go up in 2027.

Is Amazon cancelling GPU orders?

For some buyers, yes, and nobody knows why. On November 2, 2026, Wccftech reported that Amazon was cancelling orders for compute hardware and, in rare cases, closing accounts. Two cases anchor the story:

  • AI educator Nick Saraev says Amazon cancelled his four Nvidia DGX Spark orders, placed October 31, and then closed his account after a “verification process.” Tom’s Hardware’s headline on the case counts seven units. His own post on X reads: “Update: Amazon just closed my account. Buying even modest amounts of compute immediately puts you on a watchlist. Be careful!”
  • Epic Games CEO Tim Sweeney says his account was not closed, but after he tried to buy two Nvidia GPUs, Amazon kept accepting his regular orders and cancelling them shortly before they were due to arrive.

Whatever the cause, the timing makes it explosive. When a GPU or a DGX Spark is scarce enough that one buyer ordering a handful looks like reselling, the hardware has stopped behaving like a consumer product.

Did OpenAI lock up 40% of the world’s RAM?

On paper, it signed for up to that much. In October 2025, Altman met Samsung and SK Group leadership in Seoul, and both chipmakers signed letters of intent to supply OpenAI’s Stargate build-out, as Bloomberg reported. The target was up to 900,000 DRAM wafer starts a month, which outlets such as The Deep Dive put at up to 40% of global DRAM output.

Three caveats keep this accurate:

  1. They are letters of intent, not purchase orders. As The Deep Dive’s headline puts it, OpenAI has “no obligation to buy any of it.”
  2. 40% is a ceiling and a press estimate, based on planned capacity, not a confirmed volume OpenAI has taken.
  3. The “80%” on social media has no source. No primary report found for this piece supports it.

Even the honest version is enormous. A single customer reserving a large share of the industry’s wafer starts tells every memory maker where the next two years of capacity should go, and it is not to the retail shelf.

How does the AI memory shortage actually work?

Every DRAM chip, whether it ends up in a gaming PC, a phone or an Nvidia AI accelerator, is cut from the same silicon wafers in the same handful of fabs, run mainly by Samsung, SK hynix and Micron. When a wafer is assigned to AI memory, it is not making your RAM.

AI memory is also far hungrier per bit. High-bandwidth memory (HBM) stacks many DRAM dies on top of each other and loses yield in the process. TrendForce estimates HBM takes about 22% of DRAM wafer input in 2026 while producing only about 9% of the bits, and expects about 30% of wafers for 13% of bits by the end of 2027. Micron has described HBM as consuming roughly three units of DDR5 capacity for each unit of HBM, as covered in why RAM is so expensive. So every shift toward AI removes about three times as much ordinary memory as it adds.

The makers are choosing that trade on purpose, because it pays. On September 30, 2026, Micron reported record quarterly revenue of $54.23 billion, against $11.32 billion a year earlier, at a gross margin near 87%. In December 2025, it announced it was exiting the Crucial consumer business altogether, to “improve supply and support for our larger, strategic customers in faster-growing segments.” One of the three big DRAM makers stopped selling RAM to consumers under its own brand. That is the shortage in one sentence.

Graphics cards sit right in the blast radius. GDDR6 and GDDR7 are DRAM too, made by the same three companies, so when memory makers raise prices, board partners raise theirs.

What did Sam Altman say about your RAM?

On the Cheeky Pint podcast with Stripe co-founder John Collison, published October 29, 2026, Altman said this, from the official episode transcript:

From a global allocation perspective, actually, it's quite terrible to have everybody have a bunch of the world's limited supply of DRAM sitting in their own computer. And, being used 5% of the time. You want maximum utilization in the cloud if you're trying to deal with this very supply constrained environment.
Sam Altman, CEO, OpenAI, on Cheeky Pint with John Collison, October 29, 2026

Coming from the CEO whose company signed for a reported 40% of global DRAM output, it landed badly. Tom’s Hardware headlined it as “quite terrible for your PC to have RAM.” PC Gamer ran it as Altman arguing “it’s bad you want DRAM in your computer and not a data center, actually.” Futurism went further: “Sam Altman Absolutely Hates the Idea of People Running Their Own AI Models at Home.” Windows Central’s columnist called him a sociopath. Elon Musk replied on X that “the people deserve to have their RAM too,” as summarized in X’s trending note on the backlash.

Why are PC gamers so angry about the RAM shortage?

Because, from where a PC builder sits, the story has a villain, a motive and a punchline. The same company that reserved a reported 40% of the world’s DRAM wafers is now saying the RAM people already own is the waste. On r/pcmasterrace, users quoted by Futurism called Altman a “self-centered POS” with a “cult leader mentality,” and one argued that the idea of people owning their own computers seems to be “an alien concept to him.” On r/LocalLLaMA, the clip became a thread summed up as “Guy selling product”. As each round of price rises lands, r/pcmasterrace greets it with posts like this one, simply titled “Anytime now”.

The threads are reader sentiment, not evidence. But the sequence they are reacting to is documented:

  1. October 1, 2025

    OpenAI signs Korean memory letters of intent

    Samsung and SK hynix target up to 900,000 DRAM wafers a month for Stargate, reported as up to 40% of global output.

  2. November 2025

    DDR5 spot up 307% since September

    TrendForce reports the jump; the average 32GB DDR5 kit listing passes $240, from $139 in early October.

  3. December 3, 2025

    Micron exits the Crucial consumer business

    One of the three big DRAM makers stops selling consumer RAM and SSDs to focus on strategic customers.

  4. June 2026

    The last cheap RAM sells through

    The cheapest 32GB DDR5 kit jumps from $150 to $360.

  5. September 2026

    RTX 5090 hits $5,000

    The $1,999 card sells for $4,999 or more at US retailers.

  6. September 30, 2026

    Micron books $54 billion quarter; TrendForce sees more rises

    Record revenue at a gross margin near 87%. DRAM contract prices forecast up 10% to 15% in 4Q26.

  7. October 29, 2026

    Altman: your RAM is a "quite terrible" allocation

    The OpenAI CEO argues DRAM belongs in high-utilization data centers.

  8. November 2, 2026

    Amazon cancels GPU orders

    Reports that Amazon is cancelling GPU and DGX Spark orders; Tim Sweeney says his were hit.

  9. November 3, 2026

    RTX 50 rises of up to $500 in China

    Partner sources report cost-price increases of up to 3,300 yuan on the RTX 5090 D V2, effective this week.

Is Sam Altman right that home RAM is wasted?

Half right. The economics part holds: hardware that sits idle most of the day makes each unit of work cost more, and a data center running memory near full time gets more out of each gigabyte. Running the numbers in is local AI a waste of DRAM? shows a home rig at personal volume can cost up to 13 times more per token than the same machine kept busy.

The scarcity part does not hold. Home PCs are not what is draining supply; HBM for AI accelerators is, and it burns about three times the wafer per gigabyte that desktop RAM does. Altman also gave no source for his 5% utilization figure, and RAM in a PC does far more than run AI: games, browsers and everyday multitasking all lean on it. Reallocating consumer RAM would not dent the shortage. Building fewer AI accelerators would, and nobody in the industry is proposing that.

Who is affected beyond PC gamers?

Almost everyone who buys a device with memory in it:

  • PCs and laptops. Gartner expects combined DRAM and SSD prices to rise about 130% across 2026, lifting average PC prices by roughly 17% and cutting PC and smartphone shipments. PC makers including Dell, Lenovo, HP, Acer and ASUS have warned of 15% to 20% price increases, per Tom’s Hardware.
  • Phones. IDC expects smartphone average selling prices to rise as memory costs pass through, and TrendForce reported phone and notebook brands raising prices and downgrading specs to cope.
  • Storage. NAND flash is caught in the same squeeze; SSD prices have followed RAM up.
  • Local AI users. Anyone hoping to run models at home needs exactly the large RAM and VRAM pools that cost the most now. The trade-offs are in how much RAM you need to run a local LLM.

When will RAM and GPU prices come down?

Not this year, and probably not next. TrendForce’s September 30, 2026 release projects conventional DRAM contract prices up another 10% to 15% quarter on quarter in the fourth quarter. TrendForce has also raised its 2027 HBM price outlook, with the blended HBM average selling price up 121% year on year, which keeps memory makers’ incentives pointed at AI.

Intel CEO Lip-Bu Tan has said the memory industry told him there is no relief until 2028. SK hynix’s CEO has called 2027 the worst year of the shortage, per a Reuters interview reported by Tom’s Hardware. The earliest credible inflection anyone names is late 2027, as laid out in the 2027 memory shortage forecast, and the new fabs that could actually fix it mostly come online in 2028 and 2029, per the memory capex build-out. Even then, relief is likely to mean prices that stop rising, not a return to $59 kits.

Should you buy RAM or a GPU now or wait?

The verdict depends on how urgently you need it:

  • You need it in the next six months: buy now. Waiting has cost money in every quarter of 2026, contract prices are still rising, and another round of RTX 50 increases is already under way in China.
  • You can wait a year or more: waiting is reasonable, but plan for flat prices in late 2027 at best, not a crash. When will RAM prices drop tracks the signals worth watching.
  • You already own enough RAM: keep it, run whatever you like on it, and ignore anyone who calls it wasted.

How to buy RAM or a GPU during the shortage

  1. Size the purchase to your real need. How much RAM for gaming has the per-game detail. Buying 64GB “for the future” costs about $1,360 at the RAM Prices USA median of $21.25 per gigabyte.
  2. Check the floor, not the average. The gap between the cheapest and the average 32GB kit is close to $190. The memory price tracker shows both.
  3. Consider DDR4 if your platform allows it. A 16GB DDR4 kit runs about $130 against roughly $297 for 16GB of DDR5, per RAM Prices USA Amazon medians from October 2026.
  4. Buy GPUs from first-party or major retailer stock, and expect order limits. If you are buying more than one high-end card or AI box, the Amazon reports suggest splitting orders or buying direct from the maker.
  5. Look beyond the RTX 50 series. AMD and Intel cards, which mostly use GDDR6, rose less than Nvidia’s over the past year (46% and 38% against 66%). More savings ideas are in how to save money on RAM.

Frequently asked questions

Why are RAM and GPU prices so high in November 2026?
AI data centers are absorbing DRAM supply, especially high-bandwidth memory, which uses about 22% of DRAM wafers in 2026 for roughly 9% of the bits. The cheapest 32GB DDR5 kit rose from $59 in April 2025 to $429 in November 2026, and GPU makers pass higher GDDR7 costs to buyers.
How much are RTX 50 prices going up this week?
Partner sources reported by TechPowerUp and Wccftech put China-market cost-price increases at up to 3,300 yuan (nearly $500) on the RTX 5090 D V2, up to 2,800 yuan on the RTX 5080, about 1,000 yuan on the RTX 5070 Ti and 150 to 200 yuan on the RTX 5060. These are China figures, not an Nvidia announcement.
Did OpenAI buy 80% of the world RAM supply?
No primary report supports 80%. OpenAI signed non-binding letters of intent with Samsung and SK hynix in October 2025 for up to 900,000 DRAM wafers a month, reported as up to 40% of global DRAM output.
What did Sam Altman say about RAM in PCs?
On the Cheeky Pint podcast on October 29, 2026, Altman said it is "quite terrible" from a global allocation perspective for everyone to keep part of the world's limited DRAM supply in their own computers, used about 5% of the time, and that the cloud offers better utilization.
Why is Amazon cancelling GPU orders?
Amazon has not said. Since early November 2026, buyers including Epic Games CEO Tim Sweeney report cancelled GPU orders, and AI educator Nick Saraev says his account was closed after ordering DGX Spark units. A purchase limit, a fraud filter or a system error would all fit the evidence.
When will RAM prices go down?
TrendForce expects DRAM contract prices to rise another 10% to 15% in 4Q26. The earliest credible relief point is late 2027, with new fab capacity arriving mostly in 2028 and 2029, and relief is likely to mean prices that stop rising rather than fall back to 2025 levels.

Sources

Get each breakdown before it makes the rounds

You get one email when a new source-backed analysis goes live: what AI agents actually cost, which models are worth running, and what the benchmarks really mean. No hype.

No spam. Unsubscribe anytime.

← Back to Local AI & hardware