An Azure service that is used to provision Windows and Linux virtual machines.
This error indicates a platform capacity constraint—Azure currently does not have available GPU (T4) capacity for this VM size in the selected region/availability zone. Quota increase only allows usage but does not reserve physical GPU hardware.
This commonly occurs with NC‑series GPU VMs, especially when a VM is started from a deallocated state, as Azure must re‑allocate actual GPU resources at that time.
Recommended actions:
- Try starting the VM in a different availability zone
- Resize to an alternative compatible GPU SKU
- Deploy/start the VM in a different region
- For production workloads, consider On‑demand Capacity Reservations to guarantee GPU availability
- This is expected Azure platform behavior and not a configuration or subscription issue.
Microsoft documentation:
- Troubleshoot Azure VM allocation failures: https://learn.microsoft.com/en-us/troubleshoot/azure/virtual-machines/windows/allocation-failure
- Improve likelihood of allocation success: https://aka.ms/allocation-guidance
- Capacity reservations overview: https://learn.microsoft.com/en-us/azure/virtual-machines/capacity-reservation-overview