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Cloud & Infrastructure Orchestration

Cloud Orchestration

Elastic Multi-Cloud GPU Management

Managing high-demand GPU workloads across heterogeneous cloud environments requires sophisticated orchestration to avoid compute starvation and spiraling cloud bills. WOVEN DATA’s Kubernetes-native GPU controller dynamically shifts AI workloads between AWS H100s, GCP A100s, and bare-metal GPU clusters based on real-time spot pricing and workload urgency.

Core Features

Dynamic GPU Bin-Packing & Sharing Partition single H100 GPUs into MIG instances to maximize hardware utilization up to 92%.
Intelligent Spot Instance Auto-Checkpointing Automatically save model checkpoints every 60 seconds to resume training instantly if spot instances get reclaimed.