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Layer 2 — Memory & storage

Position in the die→grid hierarchy: inside the server.

Memory and storage attached to the accelerators and servers: HBM stacked on the package, DDR5 on the board, the interface silicon between them, and the NAND, SSDs and nearline drives that hold checkpoints and training data.

Layer 2 covers everything that stores or holds data for an AI system, from the memory stacked on the accelerator package down to the bulk drives that hold training sets and checkpoints. The chain runs in order of proximity to compute: HBM sits directly on the accelerator package for the fastest, most capacity-constrained tier; DRAM and memory modules serve the host CPU a step further out, assembled with buffer chips that keep signal integrity as module capacity rises; CXL controllers and PCIe/CXL switches extend that memory beyond a single board when a platform chooses to pool it; and NAND flash, packaged into enterprise SSDs, forms the fast local storage tier that stages data and checkpoints ahead of the bulk, lower-cost HDD tier. AI storage systems sit above all of it as the software and appliance layer that aggregates drives into throughput a large GPU cluster can actually consume. The investable choke points cluster at the two ends of this chain: HBM, where a small number of qualified suppliers sell into an accelerator roadmap they do not control, and the storage-system layer, where specialized vendors built around GPU-direct access patterns compete against both enterprise storage incumbents extending existing lines and hyperscalers building in-house. In between, buffer chips, memory expanders, and SSD controllers are narrower, qualification-driven niches that reset with every new platform generation.

Parts in this layer

Public plays in this layer

Listed companies with the most part placements in layer 2. Placement count is breadth, not revenue exposure.

CompanyTickerParts herePriceMkt cap
Samsung Electronics005930.KS7260000 KRW1707.31T
MicronMU7935 USD1.06T
SK Hynix000660.KS61703000 KRW1208.88T
MicrochipMCHP375.49 USD41.0B
MarvellMRVL3241 USD217.0B
Kioxia285A.T350320 JPY27.54T
SeagateSTX2847 USD192.3B
SanDiskSNDK21485 USD217.4B
RambusRMBS291.11 USD9.9B
Phison8299.TWO22135 TWD472.2B
Montage688008.SS2220 CNY268.3B
Astera LabsALAB2304 USD52.8B
Winbond2344.TW1185 TWD832.5B
Western DigitalWDC1462 USD166.6B
SupermicroSMCI138.46 USD24.9B
Silicon MotionSIMO1255 USD8.6B
Renesas6723.T13447 JPY6.30T
Pure StoragePSTG1
Penguin Solutions/SMARTPENG152.45 USD2.7B
NetlistNLST16.09 USD2.1B
NetAppNTAP1191 USD37.4B
Nanya2408.TW1543 TWD1.68T
IBMIBM1239 USD225.0B
HPEHPE154.41 USD72.0B
Hanmi Semiconductor042700.KS1218500 KRW20.73T