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Our Use Cases:

Virtualization, Containerisation, Orchestration

Introduction
For hypervisors (Proxmox, VMware) or container clusters (Kubernetes). Multi-tenant with flexible resources.

Customer Values
High core, multithreading, memory stability, redundancy, virtualization.

Rule of Thumb
RAM 4–8GB/VM; Storage 100–300GB SSD/workload; CPU 1–4 cores/VM

Websites and Applications

Introduction
For websites, APIs, SaaS hosting.

Customer Values
Strong per-core, fast I/O, balanced memory, stable bandwidth.

Rule of Thumb
RAM 1–2GB/user; Storage 50–100GB/site; CPU 2–4 cores/site.

Gaming (Streaming/Hosting)

Introduction

For game servers, multiplayer hosting, GPU streaming.

Customer Values

Low latency, high clock speed, fast SSDs, GPU for video.

Rule of Thumb
RAM 2–4GB/10 players; Storage 500GB–2TB SSD; CPU 1–2 high-speed cores/game.

Hyperconverged Infrastructure (HCI)

Introduction

Clustered compute + software-defined storage (vSAN, Ceph).

Customer Values

Balanced compute/memory/storage, high-speed interconnects.

Rule of Thumb
RAM 8GB/vCPU; Storage 2TB NVMe + 10–100TB HDD/node; CPU ≥32 cores.

Storage and Backup

Introduction

Backup, cold storage, archival. Cost-effective capacity.

Customer Values

High storage, redundancy, energy efficiency.

Rule of Thumb
RAM 1–2GB/TB; Storage 40–100TB HDD+; CPU 6–12 low-power cores.

Big Data and Analytics

Introduction

For Hadoop, Spark, ClickHouse, ingestion/processing.

Customer Values

Compute density, memory throughput, fast I/O, bandwidth.

Rule of Thumb
RAM 4–8GB/core; Storage 2–4TB NVMe + HDD; CPU 32–64 cores.

AI, Machine Learning, Deep Learning

Introduction

For training/deploying ML models (TensorFlow, PyTorch).

Customer Values

GPUs, large RAM, NVMe, PCIe bandwidth.

Rule of Thumb
RAM 32GB/GPU + dataset; Storage 2–8TB NVMe; GPU A100/H100/RTX6000.

Database (SQL, NoSQL)

Introduction

For PostgreSQL, MySQL, MongoDB.

Customer Values

Low latency, high IOPS, strong per-core.

Rule of Thumb
RAM ≥ working set; Storage 4–8TB NVMe; CPU 16–32 cores.

High Performance Computing (HPC)

Introduction

For simulation, physics, parallel research clusters.

Customer Values

Max cores, multi-GPU, fast scratch storage, ultra-fast networking.

Rule of Thumb
RAM 8–16GB/core; Storage 4–8TB NVMe scratch; GPU 2–4 A100s/node.

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