Blog

PCIe lane budget and topology directly shape the performance and scalability of GPU- and NVMe-based servers. This guide explains PCIe generations and link width, CPU vs PCH lanes, NUMA effects, PCIe switches and oversubscription, and provides a practical method to design balanced server configurations without hidden bottlenecks.

A practical guide to ECC memory: real failure modes, monitoring corrected/uncorrected errors, and how to choose the right DIMMs so ECC works as intended.

A practical deep dive into when hybrid transactional-analytical systems actually make sense — and how to design balanced, workload-driven server infrastructure to support them without creating bottlenecks.

⚙️ Build infrastructure that survives failures and maintenance: A/B power, clean airflow, and drill-based verification.

🚀 Average numbers lie—tail latency doesn’t. See where hybrid shines (capacity/throughput) and where it hurts (mixed I/O, random writes), plus a clear decision flow for virtualization, OLTP databases, VDI, and backups in 2026.

RAID is about uptime, not backups. This guide breaks down RAID levels, compares hardware RAID, software RAID, and ZFS, highlights hidden risks (cache, write hole, rebuild, SMR), and provides checklists to keep storage predictable in production.

⚙️ Confused by NVMe vs “M.2”, SATA vs SAS, U.2/U.3 and compatibility traps? This guide breaks it down so you can buy the right drives for your workload—without surprises.

A practical breakdown of how database architectures behave under real workloads — and how the wrong choice can turn data growth into a liability.

⚙️ Why a “powerful gaming GPU” can fail in 2U production. Learn ECC/VRAM, NVLink, MIG/vGPU, throttling risks, and a 2026 decision matrix for AI & VDI.