Azure with AI
Design, troubleshoot, and harden Azure with AI — RBAC and Entra ID, VNets and NSGs, AKS, App Service, Functions, Bicep and ARM, and cost management.
42 copy-paste prompts · 68 in-depth guides Jump to prompts Jump to guides
Prompts
- Advanced
AKS Cluster & Node Pool Upgrade Planning Review Prompt
Plan a safe AKS Kubernetes version upgrade by reviewing supported version skew, node pool surge settings, PodDisruptionBudgets, deprecated API usage, and add-on compatibility to sequence a zero-surprise control-plane and node-image upgrade.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
Azure Arc Hybrid Server Onboarding & Governance Review Prompt
Review an Azure Arc-enabled servers deployment for secure onboarding and consistent governance by analyzing Connected Machine agent health, identity and RBAC scope, policy/guest configuration assignments, and extension management across on-prem and multicloud machines.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure Blob Lifecycle & Immutability Policy Review Prompt
Review Azure Storage blob lifecycle management and immutability (WORM) policies to balance cost and compliance by analyzing tiering rules, expiration actions, versioning, soft delete, and time-based retention locks before they silently delete or over-retain data.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure ExpressRoute Circuit & Peering Connectivity Review Prompt
Review an ExpressRoute circuit and its peerings to explain why on-premises to Azure connectivity is failing or asymmetric by analyzing BGP session state, advertised/received routes, gateway SKU limits, and route filters for private and Microsoft peering.
- Claude
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Open prompt - Advanced
Azure Front Door WAF Policy Tuning Review Prompt
Review an Azure Front Door / Application Gateway WAF policy to reduce false positives without weakening protection by analyzing managed rule sets, custom rules, rate limits, and blocked-request logs, then recommending scoped exclusions.
- Claude
- ChatGPT
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Open prompt - Advanced
GitHub Actions OIDC to Azure Deployment Review Prompt
Review a GitHub Actions to Azure deployment that uses workload identity federation (OIDC) to eliminate stored secrets, checking federated credential subjects, Entra app permissions, and least-privilege role scope for a secure, non-secret pipeline.
- Claude
- ChatGPT
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Open prompt - Advanced
Terraform azurerm IaC Review Prompt
Review Terraform code using the azurerm provider for state safety, drift risk, and secure resource configuration, checking remote state locking, provider/version pinning, sensitive outputs, and lifecycle blocks before a plan reaches production.
- Claude
- ChatGPT
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Open prompt - Advanced
VM Scale Set Autoscale & Orchestration Review Prompt
Review an Azure Virtual Machine Scale Set for scaling correctness and resilience by analyzing autoscale rules, orchestration mode, upgrade policy, health probes, and zone balancing to stop flapping, slow scale-out, and unsafe instance replacement.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure VNet Peering & Transit Routing Review Prompt
Review VNet peering topology, gateway transit, and route propagation to explain why traffic between peered or hub-spoke VNets is dropping, and to design correct transitive routing without accidental full-mesh sprawl.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure Container Registry Security and Geo-Replication Review Prompt
Review an Azure Container Registry (ACR) configuration for network isolation, RBAC/token scoping, image signing and vulnerability scanning, retention/purge policy, and geo-replication topology before it backs production AKS clusters.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure Event Hubs Throughput and Partition Scaling Review Prompt
Review an Azure Event Hubs namespace for correct partition count, throughput-unit/processing-unit sizing, consumer-group and checkpoint design, and capture/retention settings before it ingests production event streams at scale.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure Landing Zone Management Group Hierarchy Design Review Prompt
Review an Azure landing zone management group hierarchy for correct policy and RBAC inheritance, subscription placement, and guardrail scoping against the Cloud Adoption Framework before onboarding workloads at scale.
- Claude
- ChatGPT
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Open prompt - Advanced
AKS Workload Identity Federation Review Prompt
Review an AKS Workload Identity setup end to end — OIDC issuer, federated credential subject, service account annotations, and Entra ID role assignments — to fix AADSTS70021 / token exchange failures without falling back to secrets.
- Claude
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Open prompt - Advanced
Azure API Management Policy Review Prompt
Review Azure API Management policy XML across the global/product/API/operation scopes for correct inbound/backend/outbound ordering, safe base placement, auth validation, and rate-limit and caching correctness.
- Claude
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Open prompt - Advanced
Azure Firewall Hub-Spoke Ruleset Review Prompt
Review an Azure Firewall policy in a hub-spoke topology for correct rule collection ordering, least-privilege application/network/DNAT rules, and forced-tunneling gaps before promoting changes.
- Claude
- ChatGPT
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Open prompt - Advanced
AKS Node Pool & Cluster Autoscaler Capacity Debug Prompt
Diagnose AKS pods stuck Pending or nodes not scaling by correlating scheduler events, node pool config, cluster autoscaler logs, and resource requests to find the capacity, quota, or scheduling constraint blocking placement.
- Claude
- ChatGPT
Open prompt - Intermediate
Azure Backup & Site Recovery DR Readiness Review Prompt
Review Azure Backup policies and Site Recovery replication config against stated RPO/RTO and retention requirements to surface unprotected resources, recovery gaps, and failover risks before a real disaster tests them.
- Claude
- ChatGPT
Open prompt - Advanced
Bicep What-If Deployment & Drift Review Prompt
Review the output of an az deployment what-if against a Bicep/ARM template to catch unintended deletes, risky modifications, parameter drift, and configuration changes before a production deployment is applied.
- Claude
- ChatGPT
Open prompt - Advanced
Entra Conditional Access Policy Review Prompt
Review a set of Conditional Access policies for coverage gaps, conflicting grants, risky exclusions, and lockout hazards, and produce a prioritized hardening plan that strengthens access without breaking break-glass accounts.
- Claude
- ChatGPT
Open prompt - Intermediate
Defender for Cloud Secure Score Remediation Review Prompt
Triage Microsoft Defender for Cloud recommendations and secure-score controls into a prioritized remediation plan that maximizes score gain and real risk reduction while flagging false positives and exemption candidates.
- Claude
- ChatGPT
Open prompt - Advanced
Entra ID AADSTS Sign-In Failure Debug Prompt
Decode an Entra ID (Azure AD) AADSTS error and sign-in log entry to pinpoint why an authentication is failing — conditional access, consent, token audience, certificate, or clock skew — and produce a ranked, read-only remediation plan.
- Claude
- ChatGPT
Open prompt - Intermediate
Azure Load Balancer Health Probe Debug Prompt
Diagnose why backends behind a Standard Load Balancer are marked unhealthy or traffic isn't flowing by correlating probe config, NSG rules, backend pool membership, and outbound/SNAT settings into a ranked root-cause analysis.
- Claude
- ChatGPT
Open prompt - Advanced
Azure UDR & Hybrid Route Table Connectivity Review Prompt
Review user-defined routes, VNet peering, and forced-tunneling config across a hub-and-spoke topology to find the route that blackholes traffic or bypasses the firewall, and explain the effective-route resolution causing the connectivity break.
- Claude
- ChatGPT
Open prompt - Intermediate
Azure VM Right-Sizing & Cost Optimization Review Prompt
Analyze VM utilization metrics, SKU pricing, and reservation/savings-plan coverage to recommend right-sizing, SKU family moves, and commitment purchases that cut compute spend without starving workloads.
- Claude
- ChatGPT
Open prompt - Advanced
Application Gateway & Front Door Routing Debug Prompt
Debug Azure Application Gateway and Front Door routing, health probes, TLS, and WAF behavior when requests 404, 502, or fail TLS, then propose a verified fix.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure Container Apps Config & Scaling Review Prompt
Review an Azure Container Apps configuration for scaling rules, ingress, secrets, and revision strategy, then propose a reliable, cost-aware setup with safe rollout.
- Claude
- ChatGPT
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Open prompt - Advanced
Cosmos DB Partition Key & Data Modeling Prompt
Design or review an Azure Cosmos DB data model — partition key choice, embedding vs referencing, and indexing — to avoid hot partitions and runaway RU cost.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure DevOps Pipeline YAML Review Prompt
Review an Azure DevOps YAML pipeline for security, reliability, and speed — secret handling, service-connection scope, caching, and stage gating — then propose a safer, faster version.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Managed Identity Pattern Review Prompt
Review how an Azure workload authenticates to other services and replace secrets and account keys with the right managed-identity pattern, scoped to least privilege.
- Claude
- ChatGPT
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Open prompt - Advanced
Private Endpoint & Private Link DNS Review Prompt
Review Azure Private Endpoint and Private Link setups for the DNS, network, and approval issues that cause silent fallbacks to public endpoints, then propose a verified fix.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure Resource Graph Query Builder Prompt
Build Azure Resource Graph (KQL) queries to inventory resources at scale, find misconfigurations across subscriptions, and answer governance questions fast and read-only.
- Claude
- ChatGPT
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Open prompt - Advanced
Azure Service Bus Messaging Debug Prompt
Debug Azure Service Bus issues — dead-letter buildup, lock-duration timeouts, ordering, and duplicate processing — and fix queue/subscription config and consumer logic.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
Azure SQL Performance Tuning Prompt
Diagnose a slow Azure SQL Database from query plans, wait stats, and index usage, then propose tuning — indexes, query rewrites, and the right service tier — with safe rollout.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
AKS Troubleshooting Deep-Dive Prompt
Systematically diagnose AKS issues across networking, workload identity, and pod scheduling by correlating kubectl output with Azure-side configuration.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
App Service & Functions Cold-Start and Failure Debug Prompt
Diagnose slow cold starts, 5xx errors, and startup failures on Azure App Service and Functions using app settings, logs, and platform behavior.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure Cost Anomaly & Rightsizing Triage Prompt
Investigate an unexpected Azure cost spike and produce a prioritized rightsizing and cleanup plan grounded in actual Cost Management and Advisor data.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
Key Vault Access & Secret-Rotation Review Prompt
Review a Key Vault's access model and secret lifecycle, then propose tighter access, rotation, and monitoring without breaking the apps that depend on it.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure Monitor & Log Analytics KQL Query Builder Prompt
Turn a plain-language investigation question into a correct, efficient KQL query against the right Log Analytics tables, with the joins, time windows, and aggregations you actually need.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Azure NSG & VNet Connectivity Debug Prompt
Diagnose why traffic is being dropped between Azure subnets, VNets, or out to the internet by reasoning through NSG rules, effective routes, and peering.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
Azure Policy Authoring & Remediation Review Prompt
Author or review an Azure Policy definition and its remediation so it enforces the intended guardrail accurately, with the right effect and a safe rollout.
- Claude
- ChatGPT
- Cursor
Open prompt - Advanced
Entra ID & Azure RBAC Least-Privilege Review Prompt
Audit a subscription's role assignments and Entra ID privileged access, then propose tighter, scoped, least-privilege replacements without breaking running workloads.
- Claude
- ChatGPT
- Cursor
Open prompt - Intermediate
Storage Account Security & Access-Tier Review Prompt
Review an Azure Storage account for public-exposure risk, weak access controls, and cost-inefficient tiering, then propose a hardened, right-tiered configuration.
- Claude
- ChatGPT
- Cursor
Open prompt
Guides
- · 9 min read
AADSTS7000215 'Invalid client secret provided': How to Fix in Entra ID
Fix the AADSTS7000215 invalid client secret error in Entra ID, covering expired secrets, secret ID vs value, wrong tenant, and encoding issues.
Read guide - · 9 min read
AADSTS50105 'User not assigned to a role': How to Fix in Entra ID
Fix the AADSTS50105 user-not-assigned-to-role Entra ID error: app role assignment, assignment-required enterprise apps, and group-based access.
Read guide - · 7 min read
Azure Error: 'AADSTS7000222: The provided client secret keys are expired' — Cause, Fix, and Troubleshooting Guide
Fix Entra ID AADSTS7000222: the client secret keys are expired. Rotate the app registration secret, update Key Vault, or switch to federation.
Read guide - · 7 min read
Azure Error: 'AADSTS65001: The user or administrator has not consented to use the application' — Cause, Fix, and Troubleshooting Guide
Fix Entra ID AADSTS65001: no consent to use the application. Grant admin consent for the app's permissions or complete the user consent flow.
Read guide - · 7 min read
Azure Error: 'AADSTS90002: Tenant not found' — Cause, Fix, and Troubleshooting Guide
Fix Entra ID AADSTS90002: tenant not found. Verify the tenant id/domain in your authority URL and check the sovereign cloud endpoint.
Read guide - · 9 min read
Azure Error: AKS 'CrashLoopBackOff' — Cause, Fix, and Troubleshooting Guide
Fix AKS CrashLoopBackOff: a pod's container keeps exiting and Kubernetes backs off restarts. Read logs, exit codes, and probes to find why it dies.
Read guide - · 8 min read
Azure Error: AKS 'FailedScheduling: 0/3 nodes are available: insufficient cpu' — Cause, Fix, and Troubleshooting Guide
Fix AKS FailedScheduling '0/N nodes are available: insufficient cpu/memory': right-size requests, scale the node pool, or enable the cluster autoscaler.
Read guide - · 9 min read
Azure Error: AKS node 'NotReady' — Cause, Fix, and Troubleshooting Guide
Fix AKS nodes stuck in NotReady: kubelet/CNI failures, disk or memory pressure, and broken egress to the API server. Diagnose with kubectl and az aks.
Read guide - · 8 min read
Azure Error: 'DeploymentFailed: At least one resource deployment operation failed' — Cause, Fix, and Troubleshooting Guide
Fix Azure DeploymentFailed: 'At least one resource deployment operation failed'. Read the nested inner error to find the failing resource and real cause.
Read guide - · 8 min read
Azure Error: 'InUseNetworkSecurityGroupCannotBeDeleted' — Cause, Fix, and Troubleshooting Guide
Fix Azure InUseNetworkSecurityGroupCannotBeDeleted: the NSG is still attached to a subnet or NIC. Find the references, dissociate them, then delete the NSG.
Read guide - · 7 min read
Azure Error: 'InvalidApiVersionParameter' — Cause, Fix, and Troubleshooting Guide
Fix Azure InvalidApiVersionParameter: the api-version is invalid. Use a supported api-version for the resource type from az provider show.
Read guide - · 7 min read
Azure Error: 'InvalidAuthenticationTokenTenant' — Cause, Fix, and Troubleshooting Guide
Fix Azure InvalidAuthenticationTokenTenant: the access token is from the wrong tenant. Acquire a token for the resource's tenant and correct subscription.
Read guide - · 8 min read
Azure Error: 'NoRegisteredProviderFound' — Cause, Fix, and Troubleshooting Guide
Fix Azure NoRegisteredProviderFound: no provider found for the location and API version. Register the provider or use a supported region/api-version.
Read guide - · 7 min read
Azure Error: 'PrincipalNotFound: Principal does not exist in the directory' — Cause, Fix, and Troubleshooting Guide
Fix Azure PrincipalNotFound on a role assignment: the principal id was not found in the directory, usually replication lag or a wrong object id.
Read guide - · 8 min read
Azure Error: 'PublicIPCountLimitReached' — Cause, Fix, and Troubleshooting Guide
Fix Azure PublicIPCountLimitReached: you hit the public IP quota for the subscription/region. Diagnose usage, free unused IPs, or request a quota increase.
Read guide - · 7 min read
Azure Error: 'ResourceGroupBeingDeleted: resource group is in deprovisioning state' — Cause, Fix, and Troubleshooting Guide
Fix Azure ResourceGroupBeingDeleted: the group is in deprovisioning state and cannot accept operations. Wait for the delete to finish or clear a stuck delete.
Read guide - · 7 min read
Azure Error: 'ResourceGroupNotFound: Resource group could not be found' — Cause, Fix, and Troubleshooting Guide
Fix Azure ResourceGroupNotFound: the resource group could not be found. Check the active subscription, exact name/casing, and that the group was not deleted.
Read guide - · 7 min read
Azure Error: 'RoleAssignmentExists: The role assignment already exists' — Cause, Fix, and Troubleshooting Guide
Fix Azure RoleAssignmentExists: the role assignment already exists. Make grants idempotent with a deterministic GUID or detect the existing assignment first.
Read guide - · 9 min read
Azure Error: 'Server failed to authenticate the request' — Cause, Fix, and Troubleshooting Guide
Fix Azure Storage 'Server failed to authenticate the request': signature mismatch, clock skew, wrong key, expired SAS, or shared-key-disabled accounts.
Read guide - · 9 min read
Azure Error Guide: 'unauthorized: authentication required' — Fix ACR Pull Auth
Fix the Azure Container Registry 'unauthorized: authentication required' error on docker pull and AKS ImagePullBackOff: refresh ACR tokens, attach the registry to AKS, and grant the AcrPull role correctly.
Read guide - · 9 min read
Azure Error Guide: 'Container didn't respond to HTTP pings on port' — Fix App Service Startup
Fix the Azure App Service 'Container didn't respond to HTTP pings on port, failing site start' error for Web App for Containers: bind to the right port, honor WEBSITES_PORT, speed up startup, and read container logs.
Read guide - · 9 min read
Azure Error Guide: 'DefaultAzureCredential failed to retrieve a token' — Fix the Credential Chain
Fix the Azure SDK 'DefaultAzureCredential failed to retrieve a token from the included credentials' error: enable managed identity, set the right environment variables, log in locally, and scope RBAC so token acquisition succeeds.
Read guide - · 9 min read
Azure Error Guide: 'ExpiredAuthenticationToken' — Refresh the Access Token
Fix the Azure ExpiredAuthenticationToken / InvalidAuthenticationTokenTenant error in the CLI, SDK, and pipelines: refresh the bearer token, fix clock skew, and re-scope tokens to the right tenant so ARM calls stop returning 401.
Read guide - · 9 min read
Azure Error Guide: 'InUseSubnetCannotBeDeleted' — Remove Subnet Dependencies First
Fix the Azure InUseSubnetCannotBeDeleted error when deleting or shrinking a subnet: find the NICs, private endpoints, delegations, and service associations still using it, remove them, then delete the subnet safely.
Read guide - · 9 min read
Azure Error Guide: 'InvalidResourceReference' — Fix the Broken Resource ID
Fix the Azure InvalidResourceReference error when a resource points at a missing or deleted dependency: repair subnet, NSG, public IP, and load balancer references, correct resource IDs, and resolve deployment ordering.
Read guide - · 9 min read
Azure Error Guide: 'ParentResourceNotFound' — Create the Parent First
Fix the Azure ParentResourceNotFound error in ARM, Bicep, and Terraform: create or reference the parent resource, fix resource IDs and dependsOn ordering, and resolve deployment race conditions so child resources deploy cleanly.
Read guide - · 9 min read
Azure Error Guide: 'PrivateIPAddressInReservedRange' — Pick an Allowed Subnet IP
Fix the Azure PrivateIPAddressInReservedRange error when assigning a static IP: avoid the five Azure-reserved addresses in every subnet, choose an in-range free host IP, and check for PrivateIPAddressNotInSubnet or already-allocated conflicts.
Read guide - · 9 min read
Azure Error Guide: 'Error 40613: Database is not currently available' — Restore SQL Connectivity
Fix Azure SQL error 40613 'Database is not currently available': handle transient failovers and reconfiguration, add retry logic, check paused serverless and DTU/vCore limits, and resume the database.
Read guide - · 9 min read
Azure Error Guide: 'AuthorizationPermissionMismatch' — Fix Blob Data-Plane RBAC
Fix Azure Storage 'AuthorizationPermissionMismatch' (403): grant a data-plane role like Storage Blob Data Contributor, not control-plane Contributor, and verify with az role assignment on the right scope.
Read guide - · 9 min read
Azure Error Guide: 'LinkedAuthorizationFailed' — Grant Cross-Resource Access
Fix Azure 'LinkedAuthorizationFailed' during ARM/Bicep deployments: understand the linked-scope permission check, grant the missing role on the referenced resource, and verify with az role assignment.
Read guide - · 8 min read
Azure Error Guide: 'PropertyChangeNotAllowed' — Update Immutable Resource Fields
Fix Azure 'PropertyChangeNotAllowed' errors: identify the immutable property (VM zone, disk, subnet), stop trying to update it in place, and recreate or migrate the resource the supported way.
Read guide - · 9 min read
Azure Error Guide: 'MissingSubscriptionRegistration' — Register the Resource Provider
Fix Azure 'MissingSubscriptionRegistration': register the resource provider namespace on the subscription, find which namespace a deployment needs, and prevent it from blocking Bicep and Terraform runs.
Read guide - · 8 min read
Azure Error Guide: 'ScopeLocked' — Remove or Work Around the Resource Lock
Fix Azure 'ScopeLocked' delete failures: find the CanNotDelete or ReadOnly lock, identify its scope, remove it safely with the right RBAC role, and prevent locks from blocking deployments.
Read guide - · 8 min read
Azure Error Guide: 'StorageAccountAlreadyTaken' — Resolve the Global Name Conflict
Fix Azure 'StorageAccountAlreadyTaken': storage account names are globally unique DNS labels — check availability, apply a naming convention, and stop Bicep and Terraform deployments failing on name clashes.
Read guide - · 9 min read
Azure Error Guide: 'AllocationFailed' Unable to Allocate Compute Capacity
Fix the Azure AllocationFailed / ZonalAllocationFailed error when capacity is unavailable for a VM size in a region or zone: change SKU, zone, or constraints.
Read guide - · 9 min read
Azure Error Guide: 'Conflict' Another Operation Is Already in Progress
Fix the Azure Conflict / AnotherOperationInProgress error caused by concurrent ARM deployments and overlapping resource updates with diagnostics and prevention.
Read guide - · 9 min read
Azure Error Guide: 'NicInUse' Network Interface Cannot Be Deleted While Attached
Fix the Azure NicInUse error when a network interface is still attached to a VM, scale set, or private endpoint — diagnose and dissociate before deleting.
Read guide - · 9 min read
Azure Error Guide: 'OperationNotAllowed' Regional vCPU Quota Exceeded
Fix the Azure OperationNotAllowed vCPU/cores quota error when creating VMs or scale sets, with quota checks, diagnostic commands, and increase requests.
Read guide - · 9 min read
Azure Error Guide: 'RequestDisallowedByPolicy' Resource Blocked by Azure Policy
Fix the Azure RequestDisallowedByPolicy error when a policy deny effect blocks a deployment: read the policy details, make the resource compliant, or create an exemption.
Read guide - · 9 min read
Azure Error Guide: 'ResourceNotFound' The Requested Resource Was Not Found
Fix the Azure ResourceNotFound ARM error: wrong subscription, deleted resources, name casing, api-version mismatches, and propagation delays.
Read guide - · 9 min read
Azure Error Guide: 'VMExtensionProvisioningError' Extension Failed to Provision
Fix the Azure VMExtensionProvisioningError when a VM extension or custom script returns a non-zero exit code, with diagnostics and a step-by-step resolution.
Read guide - · 10 min read
Azure Container Apps Scaling With AI: Tame KEDA and Skip the Cold-Start Surprise
Container Apps promises serverless simplicity, then pages you for cold starts or a doubled bill. Here's how AI helps you get KEDA scale rules, ingress, and revisions right on Azure.
Read guide - · 10 min read
Reviewing Azure DevOps Pipelines With AI: Secrets, Scope, and Safe Deploys
Azure DevOps pipelines accumulate quiet risk — leaked secrets, over-scoped service connections, ungated prod deploys. Here's how AI helps you review pipeline YAML before it bites.
Read guide - · 9 min read
AADSTS700016 & AADSTS50076 in Entra ID: Fix App-Not-Found and MFA-Required
Fix Entra ID AADSTS700016 (application not found in directory) and AADSTS50076 (MFA required): diagnose wrong tenant, missing service principal, bad client ID, and conditional access.
Read guide - · 10 min read
Azure Error Guide: 'ImagePullBackOff' AKS Failing to Pull from ACR
Fix ImagePullBackOff / ErrImagePull 401 Unauthorized on AKS pulling from ACR: diagnose missing AcrPull role, kubelet identity, ACR firewall, image tags, and cross-tenant pulls.
Read guide - · 10 min read
Azure Error Guide: 'AuthorizationFailed' RBAC Action Not Permitted Over Scope
Fix the Azure AuthorizationFailed RBAC error: diagnose missing role assignments, wrong scope, deny assignments, Azure Policy denials, stale tokens, and wrong tenant context.
Read guide - · 10 min read
Azure Error Guide: 'InvalidTemplateDeployment' ARM/Bicep Failures
Fix Azure InvalidTemplateDeployment and DeploymentFailed: diagnose ARM/Bicep schema errors, policy denials, bad parameters, dependsOn ordering, and API versions.
Read guide - · 10 min read
Azure Error Guide: 'Forbidden' Key Vault Secrets Get Permission Denied
Fix the Azure Key Vault Forbidden / 'does not have secrets get permission' error: diagnose access policies vs RBAC, wrong identity, firewall rules, and tenant mismatches.
Read guide - · 9 min read
Azure Error Guide: 'QuotaExceeded' Operation Exceeds Approved Quota
Fix the Azure QuotaExceeded error: diagnose exhausted vCPU family quotas, regional vCPU limits, spot quota, public IP limits, resource caps, and pending increase requests.
Read guide - · 9 min read
Azure Error Guide: 'SkuNotAvailable' VM Size Not Available in Region or Zone
Fix the Azure SkuNotAvailable error: diagnose SKUs not offered in a region or zone, capacity allocation failures, subscription enablement, retired sizes, and policy restrictions.
Read guide - · 9 min read
Azure Error Guide: 'SubnetIsFull' Out of Subnet IP Addresses
Fix Azure SubnetIsFull: diagnose exhausted subnet CIDR, the 5 reserved IPs, private endpoints, AKS CNI pod IPs, delegated subnets, and orphaned NICs holding addresses.
Read guide - · 10 min read
Azure 429 TooManyRequests (ARM throttling): Fix with Retry-After and Backoff
Fix Azure 429 TooManyRequests throttling: diagnose ARM read/write limits, resource-provider throttling, Retry-After headers, Terraform parallelism, and backoff.
Read guide - · 9 min read
Azure Resource Graph Queries With AI: Inventory the Whole Estate Without Clicking
Answering governance questions by clicking the Azure portal doesn't scale. Resource Graph does. Here's how AI helps you write correct KQL — and avoid the silent null that lies to you.
Read guide - · 11 min read
Azure SQL Performance Tuning With AI: Stop Scaling Up the Problem
The reflex when Azure SQL is slow is to scale up the tier. It's usually wrong. Here's how AI helps you tune from execution plans and wait stats before you pay for more capacity.
Read guide - · 11 min read
Cosmos DB Data Modeling With AI: The Partition Key Is the Whole Game
Cosmos DB punishes a bad partition key with hot partitions and runaway RU cost — and you can't change it later. Here's how AI helps you model from access patterns, not a relational schema.
Read guide - · 10 min read
Debugging Azure Service Bus With AI: Read the Dead-Letter Reason First
Service Bus messages pile up, duplicate, or vanish in confusing ways. The dead-letter reason tells you which. Here's how AI helps you debug Azure Service Bus from the evidence.
Read guide - · 10 min read
Managed Identity Patterns on Azure With AI: Delete the Secrets, Scope the Roles
Connection strings and account keys are liabilities. Here's how AI helps you pick the right managed-identity pattern on Azure and scope roles to least privilege without breaking the app.
Read guide - · 10 min read
Azure Private Link and Private Endpoints With AI: It's Always DNS
Your private endpoint shows Approved and Connected, but traffic still hits the public IP. It's almost always DNS. Here's how AI helps you debug Azure Private Link the right way.
Read guide - · 11 min read
Routing Azure Front Door and Application Gateway With AI Without Breaking Traffic
Front Door and Application Gateway fail in confusing ways: healthy backends returning 502, phantom 404s, WAF blocks. Here's how AI helps you debug L7 routing on Azure safely.
Read guide - · 11 min read
Azure Cost Management With AI: Rightsizing, Reservations, and Killing Waste
Most Azure overspend is idle resources and on-demand VMs that should be reserved. Here's how AI reads cost exports, finds rightsizing wins, and models reservations before you commit.
Read guide - · 11 min read
Azure Key Vault Secrets and Rotation With AI as a Second Set of Eyes
Stale secrets and over-broad Key Vault access policies are quiet liabilities. Here's how AI helps audit access, draft rotation, and migrate to RBAC without breaking your apps.
Read guide - · 11 min read
Azure Policy as Guardrails With AI: Write the Rules, Not Just the Wiki Page
A wiki page saying 'always tag resources' is not a control. Here's how AI helps you author Azure Policy definitions, decode compliance results, and turn standards into enforced guardrails.
Read guide - · 11 min read
Debugging Azure App Service and Functions With AI
A 500 with no stack trace, a Function that won't trigger, a cold start that times out. Here's how AI helps you read App Service logs, decode binding errors, and find the real cause.
Read guide - · 11 min read
Debugging NSG and VNet Connectivity on Azure With AI
Half of Azure networking tickets are an NSG rule, a missing route, or a subnet you forgot. Here's how AI helps you read rule tables, decode Network Watcher output, and stop guessing.
Read guide - · 11 min read
Least-Privilege Entra ID and Azure RBAC With AI as Your Reviewer
Owner on a subscription is a liability, not a convenience. Here's how AI helps you draft scoped Azure RBAC, decode role definitions, and find the over-privileged principals you forgot about.
Read guide - · 11 min read
Securing Azure Storage Accounts With AI Before They Leak
Public blob access, shared keys, and open firewalls are the classic Azure storage leaks. Here's how AI audits storage config, decodes network rules, and drafts the lockdown safely.
Read guide - · 12 min read
Troubleshooting AKS With AI: From CrashLoopBackOff to Root Cause
AKS failures hide across kubectl, Azure node pools, and the platform layer. Here's how AI helps you read events, decode CNI errors, and trace a pod failure to its real cause.
Read guide - · 10 min read
Writing Azure Monitor KQL Queries With AI Without Shipping Garbage Dashboards
KQL is powerful and the schema is huge. Here's how AI drafts Azure Monitor queries fast while you verify the columns, joins, and time grain so your alerts are actually correct.
Read guide