MaNebula - AI/ML, Storage and Analytics Optimised for Private Workloads
Purpose-built, high-throughput private cloud infrastructure. Eliminate public cloud egress tax, protect sovereign proprietary data, and accelerate compute-intensive workloads with bare-metal tiering and sub-millisecond fabric performance.
Engineered for Mission-Critical Data Workloads
A unified architecture bridging ultra-fast compute, petabyte-scale storage, and sovereign analytics on private hardware.
AI & Machine Learning
Optimized for deep learning model training, LLM fine-tuning, and low-latency inference. Direct GPU-to-GPU interconnects and automated checkpoint offloading eliminate training stalls.
- PyTorch, vLLM, TensorRT-LLM ready
- High-density GPU clustering
- Low-jitter distributed checkpoints
High-Throughput Storage
Software-defined NVMe-over-Fabrics (NVMe-oF) delivering multi-million IOPS. Parallel file systems seamlessly scale from terabytes to petabytes without throughput degradation.
- NVMe-oF & parallel distributed tiering
- POSIX & S3-compatible endpoints
- Zero data degradation / bit-rot protection
Real-Time Analytics
Integrated lakehouse querying with vector databases and stream pipelines. Run Spark, Trino, ClickHouse, and Milvus directly on fast local NVMe caches with zero remote transmission delay.
- Vector embeddings & semantic search
- Zero egress queries on sovereign data
- Sub-second response across billions of rows
Why Private Workloads Outperform Public Cloud
Designed from the physical tier upward for predictable latency, guaranteed hardware allocation, and zero recurring egress tax.
| Capability | Generic Public Cloud | MaNebula Private Workloads |
|---|---|---|
| Data Egress & Transfer | $0.05 - $0.09 per GB (Compounding tax) | $0.00 — Zero Egress Overhead |
| Storage I/O Latency | 5ms - 15ms (Network attached EBS/PD) | < 0.8ms direct NVMe-oF fabrics |
| Compute Consistency | Multi-tenant noisy neighbor contention | Dedicated bare-metal GPU & CPU pinning |
| Data Sovereignty & Air-Gap | Shared control planes & multi-region exposure | 100% sovereign & air-gapped compliant |
| Interconnect Bandwidth | Throttled per-instance burst limits | Symmetric 100/400 Gbps non-blocking RDMA |
Ready to benchmark your private AI and data workloads?
Engage with MaNebula systems engineers to calculate TCO reductions and evaluate reference architectures customized for your workload throughput.