If you thought the GPU shortage of 2021 was a headache, we are currently watching hardware OEMs feed the insatiable hunger of artificial intelligence. AI isn't fun chatbots and image generation trends anymore, because it is worryingly vacuuming up every silicon wafer usable for RAM available on Earth, well into 2026. It has directly caused fabs to retool and pump out HBM (High Bandwidth Memory) frantically for Nvidia’s latest accelerators because that’s where the profits are greatest, so much so that Micron, the company behind the Crucial brand of SSDs, shut its consumer-facing operations to focus on AI hardware demand.

As a result, the production capacity for standard DDR5 and the low-power LPDDR memory that lives in literally everything else is evaporating, and simple 2x16GB DDR4 kits, which aren't even current cost, are as much as a mid-range GPU used to be. The Big Three in the memory fab world — Samsung, SK Hynix, and Micron — have flipped the average consumer the proverbial bird. Specifically, Micron's exit removes a massive RAM supply buffer from the supply chain for most consumer tech products, and we must now put up with the surviving duopoly. While we’re all groaning about the price of desktop upgrades, there are massive categories of tech that are about to get hit hard, and nobody seems worried about them yet.

The NAS and routers powering your home lab

Soon to become a very expensive privilege

For the past five years, the home lab community has thrived on the abundance of cheap, high-density memory. We got used to stuffing 64GB of RAM into a Synology NAS or a custom TrueNAS build just because we could. Those days are officially over. Network-attached storage devices and high-end consumer routers run on thin margins and rely heavily on standard DDR4 and DDR5 SODIMMs. With spot prices doubling, manufacturers like QNAP and Ubiquiti will soon face a grim choice: raise prices significantly or ship hardware with anemic memory configurations that choke on basic Docker containers. Following the flak Synology took for hardware lock-in and shrinking features, price hikes seem certain in this segment.

If you were planning to build that killer pfSense router or upgrade your Plex server's cache, do it yesterday. The era of "over-provisioning just to be safe" is dead, at least in the short term. Reuters reports that SK Hynix predicts this shortage will last until late 2027, and Micron has already pre-sold its entire HBM production capacity for 2026. As for routers, they don't seem to require much RAM at all, but they use under a gigabyte of typically DDR SDRAM each, and that's among the segments affected. If you need a router in the next three years, we suggest copying one immediately to ensure you won't see "Out of Stock" when it becomes an immediate need.

Raspberry Pi and SBCs

Raiding the tinkerer's arsenal

Single-board computers look cheap until you remember what they really are: a tightly integrated SoC + RAM design that relies on predictable component availability. When memory allocation gets ugly upstream, low-margin boards are the first to get treated like background noise. Unfortunately, the Raspberry Pi has always been a low-cost board, making the foundation uniquely vulnerable in the coming months. These boards rely on LPDDR (Low-Power DDR) memory soldered directly to the PCB, just like the ones smartphone OEMs are already struggling to stockpile.

When Samsung and SK Hynix allocate their LPDDR production lines to Apple and Samsung Mobile, niche players like Raspberry Pi get deprioritized. We are likely looking at a return to the dark ages of 2021-2022, where finding a Pi in stock at MSRP was rare.

Refrigerators and smart TVs

This is frightening

Modern appliances are terrifyingly dependent on compute, and your next fridge could be costlier because the manufacturer paid more than usual to outfit it with enough RAM for smart features. Smart TVs are mini PCs in disguise with a bloated OS lock-in, and they need way more memory per unit than a fridge. A smart TV OS relies on RAM for responsiveness, and as costs rise, they will protect their bottom line by raising prices or cutting corners.

We will see a wave of premium home appliances with the bare minimum memory, leading to sluggish interfaces, crashing apps, and worsening of the smart interfaces we don't think of highly.

Cars

More electric, more RAM

Modern vehicles are essentially data centers on wheels. Between the infotainment system, digital dashboard replacements, and ADAS or self-driving systems, a new EV packs more DRAM than your average gaming PC. Automakers rely on the same LPDDR4x and LPDDR5 chips that power AI accelerators and premium smartphones. However, their rigid supply chain demands will force automakers to strip features as the shortage worsens, or push prices higher if they secure supply somehow.

The argument for software-first vehicles sounds fun until the hardware running that software becomes too expensive to justify.

Handheld gaming consoles

They are essentially miniaturized gaming PCs

The steam gathered by the handheld market in recent years—pun intended—could fizzle out quickly amidst this memory shortage. PC-grade GPUs are already in short supply in a crisis like it's 2021 again, GPUs may ship to board partners sans memory, and modern handhelds also need memory to perform the same way. With LPDDR prices skyrocketing, the next generation of handhelds faces an existential crisis. Manufacturers will have to launch at significantly higher price points, potentially killing the mass-market appeal these devices finally achieved, or delay their launches until the memory market stabilizes. The dream of a $400 powerhouse handheld is fading fast, and you can blame AI for it.

Medical equipment

A real pain point

This is the one that actually hurts. Ultrasound machines, MRI scanners, and smart patient monitors are increasingly computerized, relying on standard PC architectures and, you guessed it, RAM. Unlike consumer tech, this sector cannot compromise on quality or reliability, meaning they will pay whatever the market demands to secure supply. However, because their volume is low compared to that of a smartphone giant, they have zero leverage. Customers availing healthcare services at new establishments may bear the brunt of cascading cost spikes.

It seems dystopian when a diagnostic imaging machine becomes a few thousand dollars costlier because it's rivaling chatbot farms for memory modules.

Paying more for the same, for two years to come

The RAM shortage guarantees that your next laptop, PC upgrade, or even your next car is going to cost more, and you'll likely get less for your money. The silent victims — routers, appliances, and healthcare — will degrade the quality of our daily tech life in subtle, annoying ways. From a buyer’s perspective, the choices are annoyingly unromantic: pay the already-rising prices for what you need now, or wait and hope for a mix of capacity expansion, saner allocation, and maybe some regulatory scrutiny to cool the AI-driven supply chain frenzy.

Someone, somewhere, had to pay for the memory, and it won't be Big Tech.