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Latest / The Cloud Business Podcast with Fexingo: AWS, Azure, GCP, and Enterprise Infrastructure

Why Cloud Bills Surge When GPUs Go Idle

Lucas and Luna dig into the hidden cost eating enterprise cloud budgets: idle GPU compute. With AI workloads surging, companies are reserving NVIDIA H100 and B200 instances at $30-$50 per GPU-hour, then letting them sit idle 40-60% of the time due to provisioning delays, data pipeline bottlenecks, and over-provisioning for spikes. The hosts examine a real-world case from a mid-sized AI startup that burned $420,000 in three months on idle GPUs, and explore emerging solutions like preemptible spot instances, elastic Kubernetes autoscaling, and the rise of serverless GPU services from AWS…

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