Ch 4 ยท Compute Engine
Sequence
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When signals disagree, the autoscaler always takes the larger one.

A bias toward availability over cost โ€” and a health check tuned too tight causes the exact flapping it's meant to prevent.

1
CPU signal: scale to 32Utilization at 78%, target 60%
2
Queue-depth signal: scale to 28Custom Cloud Monitoring metric
3
Autoscaler takes the LARGER: 32Never averages โ€” biases toward availability
GPUs require --maintenance-policy=TERMINATE โ€” live migration isn't supported for GPU-attached VMs. TPUs are their own dedicated resource type, not an accelerator bolted onto a general VM.