An Apache Spark-based analytics platform optimized for Azure.
AZURE_QUOTA_EXCEEDED_EXCEPTION means the cluster launch would exceed the Azure subscription quota for the requested VM family. The Databricks guidance is to check quota usage, identify the exceeded VM family, review running VMs and clusters, and then either request a quota increase, terminate unused resources, or switch to a VM type with available quota.
Because the portal shows Estimated available: 0, requested: 4 for Standard_D4ds_v5, the immediate checks are:
- In Azure portal, go to Subscriptions > Usage + quotas.
- Check both of these quota tiers for each attempted region:
- Total Regional vCPUs
- The specific VM family quota for the node type, such as the D-series family.
- Confirm whether either quota is already fully used. Azure requires both the regional quota and the VM family quota to have available capacity.
- Review any running or deallocated VMs and clusters in the subscription. Quota is calculated from cores in use by both allocated and deallocated VMs.
To verify from CLI, run:
az vm list-usage --location "East US" -o table
az vm list-usage --location "Germany West Central" -o table
If quota is exhausted, the supported fixes are:
- Request a quota increase for the affected region and VM family.
- In Azure portal, open Quotas.
- Select Microsoft.Compute.
- Filter by the target Location.
- Find the out-of-quota record.
- Select the pencil icon.
- In Request quota increase, enter the New limit and submit.
- If the issue is the Total Regional vCPU quota, request a regional vCPU quota increase or use another region.
- If there are unused VMs or clusters, delete them to free quota.
- If one VM family is exhausted, choose a different VM type that has available quota.
A Pay-As-You-Go subscription does not guarantee that every region or VM family has available quota by default. Quota is enforced per subscription and per region, and Azure checks both quota and actual capacity separately. Even after quota is increased, deployment can still fail if the selected VM size has no capacity in that region. In that case, try a different VM size, zone, or region.
For the regions listed, the required action is to inspect the quota records for East US and Germany West Central and submit quota increase requests for the exhausted Microsoft.Compute regional or VM-family quotas. If the Databricks error message includes the minimum new limit required, request at least that amount.
References: