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Skill

capacity_planning

assess Azure resource capacity and scaling

Covers Performance Operations Azure Capacity Planning

Description

Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, or growth projections.

SKILL.md

Capacity Planning

Purpose

Analyze current resource utilization, quota consumption, and growth trends to predict capacity risks and recommend scaling actions before limits are hit.

Procedure

Step 1: Quota utilization

az vm list-usage --location <region> -o table
az network list-usages --location <region> -o table

Check vCPU quotas (total and per-family), public IPs, load balancers, network interfaces, storage accounts per subscription, App Service plans per region, and AKS clusters. Flag resources > 70% utilized.

Step 2: Compute capacity

  1. VM utilization (last 14 days): average and P95 CPU/memory. Flag VMs > 80%.
  2. App Service plans:
    az appservice plan list --query "[].{name:name, sku:sku.name, workers:numberOfWorkers}" -o table
    
  3. AKS clusters:
    az aks list --query "[].{name:name, nodeCount:agentPoolProfiles[0].count, maxCount:agentPoolProfiles[0].maxCount}" -o table
    

Step 3: Data layer capacity

Check SQL Database DTU/vCore utilization, Cosmos DB RU consumption and 429 rates, Redis Cache memory and server load, storage account transaction rates.

Step 4: Networking capacity

Check ExpressRoute/VPN Gateway bandwidth, Application Gateway/Front Door connections, NAT Gateway SNAT utilization.

Step 5: Growth projection

Apply linear projection to estimate when each resource hits 80% and 100%. If the user specified a growth factor, multiply current usage and check against limits.

Step 6: Quota increase requests

az rest --method patch \
  --url "https://management.azure.com/subscriptions/<sub-id>/providers/Microsoft.Capacity/resourceProviders/Microsoft.Compute/locations/<region>/serviceLimits/<family>?api-version=2020-10-25" \
  --body '{"properties":{"limit":{"limitObjectType":"LimitValue","value":<new-limit>}}}'

Scoring

RiskUtilization
🟢 Low< 70%
🟡 Medium70-90%
🔴 Critical> 90%

Sample output

FieldValue
Subscriptioncontoso-prod-001
Region(s)East US, West Europe
Resources scanned47
At risk (>70%)5
Critical (>90%)2
ResourceCurrentAt 2x LoadAction
vCPUs East US85/100 (85%)170 ❌Quota increase
SQL DTU78% avg156% ❌Scale up tier
AKS nodes7/1014 ❌Increase max

References

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