18.6.2026
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@@ -230,6 +230,10 @@ Conclusion: 8 DIMMs per CPU (1DPC) = highest performance
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| AI training (CPU preprocessing) | 2-4 GB/core | 128-512 GB | 8× 32-64 GB RDIMM, 1DPC |
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| HPC | 1-2 GB/core | 64-128 GB | 8× 16 GB RDIMM, 1DPC, high-speed |
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| In-memory DB (SAP HANA) | 8-32 GB/core | 1-6 TB+ | 16× 128-256 GB LRDIMM/3DS |
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| Big Data — Spark worker | 4-8 GB/core | 128-512 GB | 8-16× 32-64 GB RDIMM, 1DPC, NVMe scratch |
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| Big Data — Flink worker | 8-16 GB/core (incl. managed state) | 128-512 GB | 8-16× 32-64 GB RDIMM, 1DPC, RocksDB on NVMe |
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| Big Data — Trino worker | 4-8 GB/core | 64-256 GB | 8× 16-32 GB RDIMM, 1DPC |
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| Big Data — HDFS DataNode | 1-2 GB/core (metadata cache) | 64-256 GB | 8× 16-32 GB RDIMM, 1DPC, max storage density |
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## PCIe
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@@ -324,7 +328,7 @@ Socket 0 (NUMA node 0) Socket 1 (NUMA node 1)
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## Server connectivity
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Detailed chapter on network and storage connectivity: [CONNECTIVITY.md](CONNECTIVITY.md)
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Detailed chapter on network and storage connectivity: [CONNECTIVITY.en.md](CONNECTIVITY.en.md)
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## Storage controllers
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@@ -346,8 +350,51 @@ Detailed chapter on network and storage connectivity: [CONNECTIVITY.md](CONNECTI
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| **Use case** | SDS (Ceph, MinIO), ZFS | VMware VMFS, Windows, legacy |
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| **Battery/Backup** | Not needed | Write-back cache requires BBU |
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## Pricing (2026)
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### CPU pricing (2026)
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| CPU | Cores | TDP | 1ku price | $/core |
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|-----|-------|-----|----------|--------|
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| AMD EPYC 9965 (Turin) | 192 | 500 W | ~$11,988 | $62 |
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| AMD EPYC 9655 (Turin) | 96 | 400 W | ~$6,500 | $68 |
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| AMD EPYC 9475F (Turin) | 48 | 360 W | ~$5,000 | $104 |
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| Intel Xeon 6980P (Granite Rapids) | 128 | 500 W | ~$12,460 | $97 |
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| Intel Xeon 6980P (Granite Rapids-AP) | 128 | 500 W | $13,955 | $109 |
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| Intel Xeon 6767P (Granite Rapids) | 64 | 350 W | ~$7,000 | $109 |
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Sources: AMD 1ku pricing, Intel RCP, Newegg verified.
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### DDR5 RDIMM pricing (2026 — AI-driven price surge)
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| Capacity | Speed | Price 2025 | Price Q2 2026 | Change |
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|----------|---------|-----------|-------------|-------|
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| 32 GB (2R×8) | DDR5-5600 | ~$95 | ~$400–550 | +400–500 % |
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| 64 GB (2R×4) | DDR5-4800 | ~$180 | ~$700–900 | +400 % |
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| 96 GB (2R×4) | DDR5-6400 | ~$300 | ~$1,200–1,600 | +400 % |
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| 128 GB (2R×4) | DDR5-6400 | ~$450 | ~$1,800–2,500 | +450 % |
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| 256 GB (LRDIMM) | DDR5-6400 | ~$900 | ~$4,000–5,000 | +450 % |
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Trend: DDR5 prices have risen ~400–500 % since mid-2025 due to AI-driven demand. Further increases expected in H2 2026. Source: Counterpoint, TrendForce.
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### NVMe SSD pricing (enterprise, 2026)
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| Capacity | Type | Price 2024 | Price Q2 2026 | Change |
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|----------|-----|-----------|-------------|-------|
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| 1.92 TB | NVMe U.3 (read-intensive) | ~$200 | ~$500–600 | +150 % |
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| 3.84 TB | NVMe U.3 (mixed-use) | ~$400 | ~$1,000–1,200 | +150 % |
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| 7.68 TB | NVMe U.3 (mixed-use) | ~$800 | ~$2,000–2,500 | +150 % |
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| 15.36 TB | NVMe U.3 (mixed-use) | ~$1,500 | ~$4,000–5,000 | +170 % |
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Trend: NAND flash prices have risen ~100–200 % since 2025, average enterprise SSD now costs 2–3× more. Source: TrendForce, Xinnor.
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### Total server cost (example configurations)
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| Configuration | CPU | RAM | Storage | Estimated Price |
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|-------------|-----|-----|------|-----------|
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| DB server (OLTP) | 2× EPYC 9655 (96C) | 1 TB DDR5 | 6× 1.92 TB NVMe | ~$45,000–60,000 |
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| GPU server (AI) | 2× Xeon 6980P | 2 TB DDR5 | 4× 3.84 TB NVMe | ~$80,000–120,000 (w/o GPU) |
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| Hypervisor host | 2× EPYC 9475F (48C) | 512 GB DDR5 | 2× 1.92 TB NVMe + 4× 16 TB HDD | ~$25,000–35,000 |
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| Storage server (Ceph) | 1× EPYC 9655 (96C) | 256 GB DDR5 | 24× 15.36 TB NVMe | ~$60,000–80,000 |
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## Sources
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Links, books and standards: [sources/infrastructure/sources.md](sources/infrastructure/sources.md)
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Links, books and standards: [sources/infrastructure/sources.en.md](sources/infrastructure/sources.en.md)
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*Last revision: 2026-06-03*
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