Apple kills $599 Mac Mini as AI data centre DRAM demand drives record 90% memory price surge and global shortage.



TL;DR

Apple has discontinued the $599 Mac Mini with 256GB storage, raising the starting price to $799 with 512GB, as a global DRAM shortage driven by AI data centre demand causes record memory price increases. DRAM prices surged 90 per cent in Q1 2026 as Samsung, SK Hynix, and Micron shifted production toward high-bandwidth memory for AI servers, with IDC projecting 10-20 per cent consumer electronics price increases and an 11.3 per cent PC market contraction by year end.

Apple has discontinued the 256 gigabyte Mac Mini worldwide. The company’s cheapest desktop computer, the M4 Mac Mini with 16 gigabytes of RAM and 256 gigabytes of storage, was available for $599 until last week. It is gone. The Mac Mini now starts at $799 with 512 gigabytes of storage. The 256 gigabyte configuration has not been moved to a different price point. It has been removed from Apple’s configurator entirely. The most affordable entry into Apple’s desktop line-up has been eliminated, and the reason has nothing to do with product strategy. It has everything to do with the global memory market and the insatiable demand for DRAM from AI data centres.

The shortage

The Mac Mini and Mac Studio began going out of stock in April, with high-RAM configurations disappearing from Apple’s online store weeks before the discontinuation was made official. Apple CEO Tim Cook said during the company’s most recent earnings call that both products “may take several months to reach supply demand balance.” The Mac Studio’s 512 gigabyte RAM upgrade option has been removed entirely. The price of upgrading from 96 gigabytes to 256 gigabytes of RAM on the Mac Studio has increased from $1,600 to $2,000, a 25 per cent rise. These are not product refreshes. They are supply chain adaptations to a memory market that has moved sharply against consumer electronics.

DRAM contract prices surged approximately 90 per cent in the first quarter of 2026 compared with the fourth quarter of 2025, according to TrendForce, the largest quarterly increase on record. PC DRAM prices rose by more than 100 per cent in the same period. The cause is structural: Samsung, SK Hynix, and Micron, the three companies that manufacture nearly all of the world’s DRAM, have shifted the overwhelming majority of their production capacity toward high-bandwidth memory for AI servers. HBM now consumes 23 per cent of total DRAM wafer output, up from 19 per cent in 2025, and producing a single bit of HBM requires approximately three times the wafer capacity of standard DDR5. Every additional AI server that goes online takes memory away from laptops, desktops, tablets, and smartphones.

The cause

Oracle required PIMCO to anchor a $10 billion tranche of a $16.3 billion data centre financing deal after US banks retreated from the scale of commitment required, and that single transaction illustrates the magnitude of capital flowing into AI infrastructure. Combined capital expenditure across the five largest hyperscalers, Microsoft, Google, Amazon, Meta, and Oracle, is on track to exceed $650 billion in 2026. Nearly all of it goes to data centres, GPUs, custom silicon, and the networking infrastructure that connects them. The AI buildout is the largest corporate investment programme in history outside of wartime mobilisation, and it is consuming physical resources, electricity, land, water, and memory chips, at a rate that the supply chain was not built to sustain.

HBM demand is projected to grow 70 per cent year on year in 2026, driven by Nvidia’s next-generation AI accelerators and the expansion of data centre deployments across North America, Europe, and Asia. Google is assembling a multi-partner chip supply chain with Broadcom, MediaTek, and Marvell to build AI inference chips, and every one of those chips needs HBM. The memory manufacturers have responded rationally to the incentive structure: HBM commands significantly higher margins than consumer DRAM, so production has been reallocated accordingly. The consequence is that every device that uses standard DRAM, from the Mac Mini to the cheapest Android phone, now competes for a shrinking share of global wafer capacity.

The cost

IDC projects that PCs, tablets, and smartphones could see price increases of 10 to 20 per cent by the end of 2026, making this potentially the most expensive year for consumer electronics in recent memory. TrendForce estimates that a mainstream notebook with a $900 retail price could see its cost structure increase by nearly 40 per cent when accounting for both memory and CPU price increases, though the retail price passed to consumers would be somewhat lower due to manufacturer margin compression. The PC market faces an 11.3 per cent contraction in 2026, according to IDC, as rising component costs push average selling prices beyond what many consumers and businesses are willing to pay.

Apple’s response has been to eliminate the configurations that are most sensitive to component cost increases. A 256 gigabyte Mac Mini at $599 was already Apple’s lowest-margin desktop product. With DRAM prices doubling and storage costs rising in parallel, maintaining that price point would have required either selling the product at a loss or reducing the specification below what Apple considers acceptable. Apple chose to remove the product entirely rather than raise its price or degrade its quality. The result is a $200 increase in the minimum cost of buying a Mac desktop, absorbed entirely by the customer.

Mark Zuckerberg told Meta employees that the company’s May layoffs were driven by AI capital spending, not by AI productivity gains, and the dynamic playing out in consumer hardware is the other side of the same equation. The companies building AI infrastructure are spending hundreds of billions of dollars on the chips, memory, and compute that power their models. The companies building consumer products are paying the price in higher component costs, constrained supply, and the disappearance of affordable configurations that were possible when memory was cheap and plentiful.

The trajectory

The DRAM shortage is not expected to ease in 2026. New fabrication capacity takes two to three years to come online, and the memory manufacturers have signalled that their investment priorities will continue to favour HBM and server DRAM over consumer products for the foreseeable future. The US government’s CHIPS Act investments, including a stake in Intel now worth $36 billion, are aimed at expanding domestic semiconductor manufacturing capacity, but the near-term effect on DRAM supply is minimal. The CHIPS Act funds are directed primarily at logic chip fabrication, not memory. The three DRAM manufacturers are all headquartered in South Korea and Japan, and their capacity expansion plans are driven by AI server demand, not by government incentives to produce cheaper laptop memory.

Apple is better positioned than most to absorb the shock. The company designs its own chips, controls its supply chain with unusual precision, and has the negotiating leverage to secure memory allocations that smaller manufacturers cannot. If Apple is discontinuing products and raising prices, the rest of the PC industry is in worse shape. Dell, HP, Lenovo, and every other Windows PC manufacturer faces the same DRAM cost increases without Apple’s margin structure or supply chain control. The $599 Mac Mini was not a product that Apple wanted to kill. It was the most accessible computer the company made, the machine that brought new customers into the Mac ecosystem at the lowest possible price. Its disappearance is not a business decision. It is a consequence of a memory market that has been reshaped by AI infrastructure spending at a scale that the consumer electronics industry cannot absorb without passing the cost to the people who buy its products.

The AI boom has produced extraordinary financial returns for the companies building it: trillion-dollar valuations, record revenues, and capital expenditure programmes that dwarf the GDP of most countries. It has also, quietly and without much public attention, made computers more expensive. The $599 Mac Mini is gone. The memory that would have gone into it is in a data centre somewhere, helping train a model that might one day be useful. Whether that trade-off is worth it depends on which side of the transaction you are on.



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Recent Reviews


The first computer my family owned was an 80286 IBM clone, and it had lots of ports, none of which looked the same. There was a big 5-pin DIN for the keyboard, a serial port, a parallel port, a game port for our joystick, and of course, the VGA port for the monitor.

In comparison, a modern computer has much less diversity in the port department. Not only are there fewer types of ports, but the total number may be quite low as well. When we move to modern laptops, it can be much more minimalist. Some laptops have just a single port on the entire machine! Is this a bad thing? As with anything, the extremes are rarely ideal, but I’d say overall, this has been a pretty positive development for PCs.

The port explosion era was never sustainable

It was more like a port infection

You see, the reason we had so many ports for so long is that people kept inventing new interfaces to make up for the shortcomings of existing ones. However, instead of the newer, better interfaces making the old ones obsolete, they just became additive as perfectly summarized in this classic XKCD comic.

A comic illustrates how competing standards multiply: first showing 14 competing standards, then people agreeing to create one universal standard, followed by a final panel showing there are now 15 competing standards. Credit: Randall Munroe (CC-BY-NC)

In laptops, the need for so many ports reached ridiculous heights. In this video posted by X user PC Philanthropy, you can see his Sager/Clevo D9T absolutely packed with all the trimmings leading to a rather massive laptop.

It is undeniably a cool machine, but obviously goes against the principle of portable computing. Also, every port you install means power and space that could have been taken up by something else. That’s true for laptops and desktops.



















Quiz
8 Questions · Test Your Knowledge

PC ports and motherboard I/O
Trivia challenge

Think you know your USB from your PCIe? Put your connector knowledge to the test.

PortsStandardsHardwareConnectorsMotherboards

Which USB connector type is fully reversible, meaning it can be plugged in either way?

Correct! USB Type-C features a symmetrical oval design that lets you insert it in either orientation. Introduced in 2014, it has become the dominant connector for modern devices and supports everything from data transfer to video output and fast charging.

Not quite — the answer is USB Type-C. The older USB Type-A connector (the flat rectangular one) famously required you to flip it at least twice before getting it right. USB Type-C’s reversible design was one of its biggest selling points when it launched in 2014.

What does the ‘x16’ in a PCIe x16 slot refer to?

Exactly right! PCIe x16 means the slot has 16 data lanes, allowing significantly more bandwidth than smaller x1 or x4 slots. This is why discrete graphics cards almost always use x16 slots — they need that extra throughput to feed pixel data to your display.

Not quite — the ‘x16’ refers to the number of data lanes. More lanes mean more simultaneous data paths between the CPU and the card. Graphics cards use x16 slots because their massive data demands require all 16 of those lanes working together.

Which port on a motherboard is most commonly used to connect a display directly to the CPU’s integrated graphics?

That’s correct! The HDMI and DisplayPort connectors found on a motherboard’s rear I/O panel are wired directly to the CPU’s integrated graphics unit. If you have a discrete GPU installed, you should use that card’s outputs instead for best performance.

The right answer is the HDMI or DisplayPort connectors on the rear I/O panel. These ports bypass the discrete GPU entirely and tap into the CPU’s built-in graphics. It’s a common troubleshooting trap — plugging a monitor into the motherboard instead of the GPU and wondering why nothing works.

What is the primary function of the 24-pin ATX connector on a motherboard?

Spot on! The 24-pin ATX connector is the main power connector that delivers multiple voltage rails — including 3.3V, 5V, and 12V — from the power supply to the motherboard. Without it seated properly, your PC simply won’t power on at all.

The correct answer is delivering power from the PSU to the motherboard. The 24-pin ATX connector is the big wide plug you’ll find on every modern motherboard. It supplies several different voltage levels that the board distributes to components. PCIe cards get their supplemental power from separate 6- or 8-pin connectors directly from the PSU.

Which of the following rear I/O ports transmits both audio and video in a single cable and is most commonly found on modern motherboards?

Correct! HDMI carries both high-definition audio and video over a single cable, making it one of the most convenient display connectors available. It became standard on motherboards as integrated graphics improved, and modern versions support 4K and even 8K resolutions.

The answer is HDMI. VGA is analog-only and carries no audio, DVI-D is digital video only without audio, and S-Video is an older analog format. HDMI bundles both audio and video digitally, which is why it became the go-to connector for TVs, monitors, and motherboard rear panels alike.

What maximum theoretical data transfer speed does USB 3.2 Gen 2×2 support?

Impressive! USB 3.2 Gen 2×2 achieves 20 Gbps by using two 10 Gbps lanes simultaneously — that’s what the ‘2×2’ means. It requires a USB Type-C connector and is most commonly found on high-end motherboards, making it ideal for fast external SSDs.

The correct answer is 20 Gbps. The ‘2×2’ in the name is the key clue — it bonds two 10 Gbps channels together. USB naming got notoriously confusing around this era, with the same physical port potentially supporting very different speeds depending on the generation label printed in the spec sheet.

What is the role of the M.2 slot found on most modern motherboards?

Well done! M.2 is a compact form-factor slot that most commonly hosts NVMe SSDs, which connect via PCIe lanes for blazing-fast storage speeds. Some M.2 slots also support SATA-based SSDs and Wi-Fi/Bluetooth combo cards, making the slot surprisingly versatile.

The correct answer is housing compact storage drives or wireless cards. M.2 replaced the older mSATA standard and supports both PCIe NVMe drives and SATA drives depending on the slot’s keying. NVMe M.2 drives can achieve sequential read speeds many times faster than traditional SATA SSDs.

Which audio connector color on a standard PC rear I/O panel is designated for the main stereo line output to speakers or headphones?

That’s right! The green 3.5mm jack is the standard line-out port used for speakers and headphones in the PC audio color-coding scheme. Blue is line-in for recording, and pink is the microphone input — a color system that’s been consistent across PC motherboards for decades.

The correct answer is green. PC audio jacks follow a long-standing color convention: green for headphones and speakers, blue for line-in (recording from external sources), and pink for the microphone. It’s one of those legacy standards that has quietly persisted even as USB and digital audio have become more common.

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USB-C (almost) solved the problem

So close, but not quite there yet

Released to the public in the mid ’90s, USB came to the rescue. The “U” is for “Universal” and for the most part USB has lived up to that promise. Now there was one port that handled data and power. More importantly, USB is fully backwards compatible. So if you plug a USB 1.1 device into a modern USB port, it should work. Whether you can get software drivers for it is another story, but it will talk to the host device.

USB-C has proven to be less universal than I’d like, and the situation is still far better than it used to be. A single USB-C port on one of my laptops can act as a video output for just about anything, even an old VGA monitor.

A Macbook, CRT monitor, and iPad connected together. Credit: Sydney Louw Butler/How-To Geek

My smaller laptops don’t need special chargers anymore, and the latest laptops can pull 240W over USB-C, which is enough for all but the beefiest desktop replacement machines. There is no type of peripheral I can think of that doesn’t give you the option to use it over USB.

But the complaints aren’t so much that we only get USB these days, it’s more that we get so little of it.

Minimal I/O enables better hardware design

Harder, better, faster, stronger

When you only put a handful of USB-C ports on a mobile computer, you reap numerous benefits. The low profile of USB-C means the laptop can be thinner, and the frame can be a stronger and more rigid unibody design. Internally, you have room for more battery, larger performance components, or better cooling.

A green Apple MacBook Neo on display on a wooden table with a product sign behind it. Credit: Patrick Campanale / How-To Geek

It also means the internals can be simpler, and cheaper to design and fabricate, though whether those savings are passed on to customers is another story altogether.

Wireless and cloud-first workflows reduce physical dependency

I guess they are “air” ports

Perhaps the first sign of major change was when smartphones dropped headphone jacks, but the fact is that wireless technologies are now good enough for most peripheral and data connections. So, there’s no need to connect them directly to a port on a computer. Which, in turn, means that there’s no reason to have as many ports on the computer in the first place.

I can’t remember the last time I used a wired mouse or keyboard, and I only use Ethernet for devices that need extremely high speeds, low latency, or improved reliability. For normal day-to-day use, modern Wi-Fi is just fine. So while your laptop might not have as many wired ports on the outside, those wireless chips on the inside still give it numerous connectivity options for audio, input, and data transfer.

You could even make the same argument about storage to some extent, with many thin and light systems leaning on cloud storage to make up for a lack of ports to connect external storage.

MacBook Neo colors on a white background.

Operating System

macOS

CPU

A18 Pro

The MacBook Neo with the A18 Pro chip is Apple’s most affordable laptop yet, with all-day battery life and buttery-smooth performance in a thin and light profile.



The dongle backlash misses the bigger picture

The last bit of the port protest centers around dongles, but I never understood the complaints. Having one port that can be broken out into whatever ports you need using a little box is amazing. It makes ports optional and gives you the choice. If you never plug your laptop into anything, why deal with all the ports you’ll never use?

Likewise, if you only ever use ports with your laptop when you dock it at a desk, then you can just leave your dongle ready to go on your desk, but throwing a small dongle in your laptop sleeve or bag in case you might need it is a small price to pay for all the benefits of minimal IO.



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