AI infrastructure demand is likely to keep hardware pricing volatile into 2027, even as supply conditions begin to improve in parts of the market.
Memory remains the biggest pressure point. Forecasts suggest DRAM and AI-focused memory could remain constrained at least through the first half of 2027, while NAND supply may begin to loosen sooner.
For MSPs, resellers, and other channel partners, that uneven recovery could mean continued uncertainty around quotes, lead times, margins, and customer refresh plans.
AI infrastructure demand reshaped hardware pricing in 2026
One of the biggest factors behind the hardware market in 2026 was the continued growth of AI infrastructure spending. As enterprises and cloud providers invested more heavily in AI systems, demand increased for high-bandwidth memory (HBM), server DRAM, enterprise SSDs, high-capacity storage, and AI-optimized servers.
That demand also created broader pressure across the hardware supply chain. We previously reported that rising memory and storage costs were leading to longer lead times, shorter quote validity periods, and new margin challenges for partners.
We also observed significant increases in DRAM and NAND prices tied to ongoing memory shortages, with these higher component costs beginning to affect vendor pricing and hardware deals.
While GPUs remained one of the most visible parts of the AI infrastructure boom, the pressure in 2026 extended well beyond accelerators. Memory, storage, and server components increasingly became part of the same supply and pricing problem.
Memory shortages could persist through 2027
While some areas of the hardware market could begin to see relief in 2027, memory may remain one of the biggest pressure points.
IDC expects the memory market to remain tight through 2027 as server demand continues to grow faster than supply can respond. The research firm said the ongoing AI infrastructure buildout has created a different demand profile for memory, with hyperscalers and AI server deployments consuming more HBM and high-density DRAM.
That pressure is also spilling into the wider server market. IDC also reported that worldwide server spending increased 30.7% year over year in the first quarter of 2026, while unit shipments grew just 3.3%. According to the firm, memory and NAND availability were already limiting shipments of non-accelerated servers, with elevated pricing expected to continue through at least the first half of 2027.
Other forecasts point to similar challenges. According to TechRadar, KB Securities has warned that the memory shortage could worsen in 2027 as AI servers consume more HBM, DDR5 server memory, and enterprise SSD capacity.
NAND supply may begin easing sooner
At the same time, TrendForce expects NAND supply growth to begin outpacing demand in 2027, potentially easing constraints during the second half of the year.
Additional production capacity should eventually help, but that relief is unlikely to arrive all at once. New fabs, cleanrooms, and advanced packaging facilities can take years to build and ramp, meaning higher capacity announcements do not necessarily translate into immediate supply.
With all this being said, 2027 may be less of a clear recovery point and more of an uneven transition. DRAM and AI-focused memory could remain tight, while NAND supply may begin to improve sooner.
Why better supply may not mean lower hardware prices
Even if hardware availability improves in 2027, that does not necessarily mean pricing will return to previous levels.
IDC expects elevated memory and NAND pricing to continue through at least the first half of 2027, as AI infrastructure investment continues to drive demand for higher-value server and memory components.
Some of those pricing pressures were already evident throughout 2026, with shorter quote validity periods, longer lead times, and greater margin pressure as prices shifted between customer proposals and final deployments.
That could continue to make hardware deals less predictable in 2027. Pricing may vary depending on the vendor, configuration, and component mix, with memory-heavy systems remaining particularly exposed to higher costs. Better availability could help ease some of that pressure, but improved supply may not immediately translate into more stable pricing.
How channel partners can prepare for continued volatility
Partners heading into 2027 may need to plan around continued uncertainty rather than assume that hardware pricing and availability will normalize across the board.
Protect quotes and build flexibility into hardware deals
Continued pricing volatility could make quote protection and procurement planning more important for partners in 2027. With component costs and availability potentially shifting between proposal and deployment, MSPs and resellers may need to shorten quote-validity periods, confirm pricing closer to the point of purchase, and avoid committing to longer-term fixed hardware pricing without accounting for potential cost changes.
Partners can also build more flexibility into proposed configurations. Identifying alternative components, server models, or storage options before a deal reaches procurement could make it easier to adjust when a preferred product becomes constrained or its price increases. That could help keep projects moving without forcing customers to restart the purchasing process.
Earlier coordination with distributors and vendors will also be important, particularly for larger deployments and memory-heavy configurations. Partners should verify lead times and availability throughout the sales cycle rather than treating an initial estimate as fixed. Where appropriate, contracts and proposals may also need clearer language around quote expiration, component substitutions, and price changes so partners are not absorbing unexpected increases themselves.
Help customers rethink refresh timing
Higher hardware costs could also lead some customers to reconsider the timing or scope of planned refreshes.
That may create more conversations around which systems need to be replaced immediately and where existing infrastructure can be extended until pricing or availability improves. In some cases, customers may also choose to phase in upgrades over a longer period rather than complete a full refresh at once.
Watch the factors that could shift the market
Several variables could determine how quickly conditions improve in 2027. Continued hyperscaler AI spending could keep demand elevated, while new DRAM and NAND capacity may help ease some of the pressure as production ramps.
HBM demand will also be worth watching, particularly if AI infrastructure continues absorbing more memory capacity. Changes in enterprise spending could also matter, especially if higher hardware costs lead organizations to delay purchases or scale back planned infrastructure projects.
Bottom line: plan for uneven hardware recovery in 2027
Hardware supply conditions may improve in parts of the market in 2027, but partners should not expect pricing and availability to normalize at the same pace across memory, storage, and server infrastructure.
DRAM and AI-focused memory could remain constrained even as NAND supply begins to loosen, leaving some configurations more exposed to price swings and longer lead times than others.
For MSPs, resellers, and other technology providers, that makes flexibility the safer planning assumption. Partners that build alternatives into configurations, protect margins in their quotes, coordinate earlier with distributors, and help customers phase refresh projects will be better positioned to navigate a market that may improve without becoming predictable.