dt-obs-azure
Azure cloud resources including VMs, VMSS, SQL Database, Storage, AKS, App Service, Functions, VNet networking, load balancers, Event Hubs, Container Apps, and Key Vault. Monitor Azure infrastructure, analyze resource usage, audit security posture, and manage organizational hierarchy across subscriptions and resource groups.
Overview
Azure Cloud Infrastructure
Monitor and analyze Azure resources using Dynatrace Smartscape and DQL. Query Azure services, audit security, manage organizational hierarchy, and plan capacity across your Azure infrastructure.
When to Use This Skill
Use this skill when the user needs to work with Azure resources in Dynatrace. Load the reference file for the task type:
| Task | File to load |
|---|---|
| Inventory and topology queries | (no additional file — use core patterns below) |
| Query Azure metric timeseries (CPU, latency, throughput) | Load references/metrics-performance.md |
| VNet topology, subnets, NSGs, public IPs, VPN, peering | Load references/vnet-networking-security.md |
| Azure SQL, Cosmos DB, PostgreSQL, Redis investigation | Load references/database-monitoring.md |
| Functions, App Service, AKS infrastructure, Container Apps | Load references/serverless-containers.md |
| Azure LB, Application Gateway, Front Door, API Management | Load references/load-balancing-api.md |
| WAF rule analysis, false-positive investigation | Load references/load-balancing-api.md |
| Event Hubs, Service Bus, Event Grid | Load references/messaging-integration.md |
| Storage Accounts, Blob, File, Queue, Table | Load references/storage-monitoring.md |
| Unattached resources, tag compliance, lifecycle | Load references/resource-management.md |
| Cost savings, unused resources, SKU analysis | Load references/cost-optimization.md |
| Capacity headroom, VMSS scaling, quotas | Load references/capacity-planning.md |
| Security audit, encryption, public access, Key Vault | Load references/security-compliance.md |
| NSG rule analysis (0.0.0.0/0, open ports) | Load references/security-compliance.md |
| Storage account encryption/public access audit | Load references/security-compliance.md |
| Cost allocation, chargeback, ownership | Load references/resource-ownership.md |
| Determine orchestration context (AKS, VMSS, standalone) | Load references/workload-detection.md |
Core Concepts
Entity Types
Azure resources use the AZURE_* prefix and can be queried using the smartscapeNodes function. All Azure entities are automatically discovered and modeled in Dynatrace Smartscape. Entity type names are derived from the ARM resource provider path: /Microsoft.Compute/virtualMachines becomes AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES. Sub-resources append with underscores: /Microsoft.Sql/servers/databases becomes AZURE_MICROSOFT_SQL_SERVERS_DATABASES.
Compute: AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES, AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS, AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS_VIRTUALMACHINES, AZURE_MICROSOFT_COMPUTE_DISKS, AZURE_MICROSOFT_COMPUTE_SSHPUBLICKEYS, AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES_EXTENSIONS Networking: AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKS, AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKS_SUBNETS, AZURE_MICROSOFT_NETWORK_NETWORKSECURITYGROUPS, AZURE_MICROSOFT_NETWORK_PUBLICIPADDRESSES, AZURE_MICROSOFT_NETWORK_NETWORKINTERFACES, AZURE_MICROSOFT_NETWORK_LOADBALANCERS, AZURE_MICROSOFT_NETWORK_APPLICATIONGATEWAYS, AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKGATEWAYS, AZURE_MICROSOFT_NETWORK_CONNECTIONS, AZURE_MICROSOFT_NETWORK_EXPRESSROUTECIRCUITS Database: AZURE_MICROSOFT_SQL_SERVERS, AZURE_MICROSOFT_SQL_SERVERS_DATABASES, AZURE_MICROSOFT_CACHE_REDIS, AZURE_MICROSOFT_CACHE_REDISENTERPRISE, AZURE_MICROSOFT_DOCUMENTDB_DATABASEACCOUNTS Storage: AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS, AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_BLOBSERVICES_CONTAINERS, AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_FILESERVICES_SHARES, AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_QUEUESERVICES_QUEUES, AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_TABLESERVICES_TABLES Kubernetes/Containers: AZURE_MICROSOFT_CONTAINERSERVICE_MANAGEDCLUSTERS, AZURE_MICROSOFT_CONTAINERSERVICE_MANAGEDCLUSTERS_AGENTPOOLS, AZURE_MICROSOFT_CONTAINERREGISTRY_REGISTRIES, AZURE_MICROSOFT_APP_CONTAINERAPPS, AZURE_MICROSOFT_APP_MANAGEDENVIRONMENTS, AZURE_MICROSOFT_APP_JOBS App Service: AZURE_MICROSOFT_WEB_SITES, AZURE_MICROSOFT_WEB_SERVERFARMS, AZURE_MICROSOFT_WEB_SITES_FUNCTIONS Messaging: AZURE_MICROSOFT_EVENTHUB_NAMESPACES, AZURE_MICROSOFT_EVENTHUB_NAMESPACES_EVENTHUBS, AZURE_MICROSOFT_SERVICEBUS_NAMESPACES, AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_QUEUES, AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_TOPICS, AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_TOPICS_SUBSCRIPTIONS Security/Identity: AZURE_MICROSOFT_KEYVAULT_VAULTS, AZURE_MICROSOFT_MANAGEDIDENTITY_USERASSIGNEDIDENTITIES Monitoring: AZURE_MICROSOFT_OPERATIONALINSIGHTS_WORKSPACES, AZURE_MICROSOFT_INSIGHTS_COMPONENTS API Management: AZURE_MICROSOFT_APIMANAGEMENT_SERVICE
Azure Organizational Hierarchy
Azure organizes resources in a three-level hierarchy: Tenant > Subscription > Resource Group. Every resource belongs to exactly one resource group within one subscription. Use these fields to scope queries:
filter azure.subscription == "08b9810e-..."filter azure.resource.group == "my-rg"filter azure.location == "eastus"Combine these filters for precise scoping:
smartscapeNodes "AZURE_*"
| filter azure.subscription == "<SUBSCRIPTION_ID>"
and azure.resource.group == "<RESOURCE_GROUP>"
and azure.location == "<REGION>"
| summarize count = count(), by: {type}
| sort count descTo see the organizational breakdown across your environment:
smartscapeNodes "AZURE_*"
| summarize resource_count = count(), by: {azure.subscription, azure.resource.group}
| sort resource_count descCommon Azure Fields
All Azure entities include:
azure.subscription— Azure subscription GUIDazure.resource.group— Resource group nameazure.location— Azure region (e.g.,eastus,polandcentral)azure.resourceType— ARM resource type (e.g.,microsoft.compute/virtualmachines)azure.provisioning_state— Provisioning state (e.g.,Succeeded)azure.object— Full ARM resource JSON (see Configuration Parsing)cloud.provider— Alwaysazuretags— Resource tags (usetags[`key`])
Some entity types also have:
azure.resourceId— Full ARM resource ID (VMs and some others)azure.resourceName— Resource name (VMs and some others)azure.availabilityZones— Availability zone list (VMs)
Relationship Types
Azure entity relationships can be traversed using traverse. The dt.traverse.relationship field is not populated for Azure entities, so you must use "*" as the relationship name in all traversal commands.
Key traversal pairs:
- VM → Disks:
traverse "*", "AZURE_MICROSOFT_COMPUTE_DISKS" - VM → NICs:
traverse "*", "AZURE_MICROSOFT_NETWORK_NETWORKINTERFACES" - VM → VMSS:
traverse "*", "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS" - VM → Availability Zones:
traverse "*", "AZURE_MICROSOFT_RESOURCES_LOCATIONS_AVAILABILITYZONES" - VM ← Extensions:
traverse "*", "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES_EXTENSIONS", direction:backward - VMSS → AKS Clusters:
traverse "*", "AZURE_MICROSOFT_CONTAINERSERVICE_MANAGEDCLUSTERS" - VMSS → Subnets:
traverse "*", "AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKS_SUBNETS" - VMSS → NSGs:
traverse "*", "AZURE_MICROSOFT_NETWORK_NETWORKSECURITYGROUPS" - VMSS → LB Backend Pools:
traverse "*", "AZURE_MICROSOFT_NETWORK_LOADBALANCERS_BACKENDADDRESSPOOLS" - Subnet → VNet:
traverse "*", "AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKS" - Subnet → NSG:
traverse "*", "AZURE_MICROSOFT_NETWORK_NETWORKSECURITYGROUPS" - Subnet ← VMSS:
traverse "*", "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS", direction:backward - NSG ← NICs:
traverse "*", "AZURE_MICROSOFT_NETWORK_NETWORKINTERFACES", direction:backward - NSG ← Subnets:
traverse "*", "AZURE_MICROSOFT_NETWORK_VIRTUALNETWORKS_SUBNETS", direction:backward - LB → Backend Pools:
traverse "*", "AZURE_MICROSOFT_NETWORK_LOADBALANCERS_BACKENDADDRESSPOOLS" - LB → Frontend IPs:
traverse "*", "AZURE_MICROSOFT_NETWORK_LOADBALANCERS_FRONTENDIPCONFIGURATIONS" - LB → LB Rules:
traverse "*", "AZURE_MICROSOFT_NETWORK_LOADBALANCERS_LOADBALANCINGRULES" - SQL Server ← SQL Databases:
traverse "*", "AZURE_MICROSOFT_SQL_SERVERS_DATABASES", direction:backward - Storage Account ← Blob Containers:
traverse "*", "AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_BLOBSERVICES_CONTAINERS", direction:backward - Storage Account ← File Shares:
traverse "*", "AZURE_MICROSOFT_STORAGE_STORAGEACCOUNTS_FILESERVICES_SHARES", direction:backward - AKS ← VMSS:
traverse "*", "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS", direction:backward - AKS ← Agent Pools:
traverse "*", "AZURE_MICROSOFT_CONTAINERSERVICE_MANAGEDCLUSTERS_AGENTPOOLS", direction:backward - AKS ← NSGs:
traverse "*", "AZURE_MICROSOFT_NETWORK_NETWORKSECURITYGROUPS", direction:backward - AKS ← Public IPs:
traverse "*", "AZURE_MICROSOFT_NETWORK_PUBLICIPADDRESSES", direction:backward - AKS → Public IPs:
traverse "*", "AZURE_MICROSOFT_NETWORK_PUBLICIPADDRESSES" - Web Site → App Service Plan:
traverse "*", "AZURE_MICROSOFT_WEB_SERVERFARMS" - Web Site ← Functions:
traverse "*", "AZURE_MICROSOFT_WEB_SITES_FUNCTIONS", direction:backward - Container App → Managed Environment:
traverse "*", "AZURE_MICROSOFT_APP_MANAGEDENVIRONMENTS" - EventHub Namespace ← Event Hubs:
traverse "*", "AZURE_MICROSOFT_EVENTHUB_NAMESPACES_EVENTHUBS", direction:backward - ServiceBus Namespace ← Queues:
traverse "*", "AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_QUEUES", direction:backward - ServiceBus Namespace ← Topics:
traverse "*", "AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_TOPICS", direction:backward - ServiceBus Topic ← Subscriptions:
traverse "*", "AZURE_MICROSOFT_SERVICEBUS_NAMESPACES_TOPICS_SUBSCRIPTIONS", direction:backward - Use
fieldsKeep:{field1, field2}to carry fields through multi-hop traversals - After a single-hop traverse, use
dt.traverse.history[0][id]to get the source entity ID, thenlookupto resolve the source entity name:| fieldsAdd sourceId = dt.traverse.history[0][id] | lookup [smartscapeNodes "SOURCE_TYPE" | fields name, id], sourceField: sourceId, lookupField: id, prefix: "src." - After multi-hop traversals,
dt.traverse.history[-N]works for fields carried viafieldsKeep
Azure Metric Naming Convention
Dynatrace ingests Azure Monitor metrics and exposes them using this naming pattern:
cloud.azure.<provider_namespace>.<resource_type>.<MetricName>The <provider_namespace> uses underscores within the namespace (e.g., microsoft_compute) and <resource_type> is lowercase (e.g., virtualmachines). Hierarchy levels are dot-separated: microsoft_sql.servers.databases. <MetricName> is the Azure Monitor metric name.
Examples:
| Azure Monitor metric | Dynatrace metric key |
|---|---|
VM Percentage CPU | cloud.azure.microsoft_compute.virtualmachines.PercentageCPU |
SQL DB cpu_percent | cloud.azure.microsoft_sql.servers.databases.cpu_percent |
Storage Ingress | cloud.azure.microsoft_storage.storageaccounts.Ingress |
Event Hub IncomingMessages | cloud.azure.microsoft_eventhub.namespaces.IncomingMessages |
Service Bus IncomingMessages | cloud.azure.microsoft_servicebus.namespaces.IncomingMessages |
App Service HttpResponseTime | cloud.azure.microsoft_web.sites.HttpResponseTime |
Load Balancer ByteCount | cloud.azure.microsoft_network.loadbalancers.ByteCount |
AKS node_cpu_usage_percentage | cloud.azure.microsoft_containerservice.managedclusters.node_cpu_usage_percentage |
Cosmos DB TotalRequestUnits | cloud.azure.microsoft_documentdb.databaseaccounts.TotalRequestUnits |
Redis serverLoad | cloud.azure.microsoft_cache.redis.serverLoad |
App Gateway TotalRequests | cloud.azure.microsoft_network.applicationgateways.TotalRequests |
To query a metric:
timeseries cpu = avg(cloud.azure.microsoft_compute.virtualmachines.PercentageCPU),
by: {dt.smartscape_source.id},
from: now()-1h
| limit 10Important: Never refer to these as "Azure Monitor alerts" or "Azure Monitor metrics" in output. Dynatrace monitors Azure resources natively through its Azure integration — these are Dynatrace metrics ingested from Azure.
Configuration Parsing with azure.object
The azure.object field contains the full ARM resource JSON. Parse it with the azjson alias:
parse azure.object, "JSON:azjson"The JSON is wrapped in a configuration key:
{
"configuration": {
"id": "<ARM resource ID>",
"name": "<resource name>",
"type": "<ARM resource type>",
"location": "<region>",
"sku": { ... },
"properties": { ... },
"zones": [...]
},
"tags": { ... }
}Access patterns:
- Properties:
azjson[configuration][properties][field] - SKU:
azjson[configuration][sku][name] - Kind:
azjson[configuration][kind] - Zones:
azjson[configuration][zones]
Common configuration fields by service:
- VM:
properties.hardwareProfile.vmSize,properties.storageProfile.imageReference.offer,properties.storageProfile.osDisk.osType,properties.extended.instanceView.powerState.displayStatus - VMSS:
sku.name(VM size),sku.capacity(instance count),tags.aks-managed-poolName - NSG:
properties.securityRules[](custom rules array),properties.securityRules[].properties.direction,properties.securityRules[].properties.access,properties.securityRules[].properties.sourceAddressPrefix - Storage Account:
kind(e.g., StorageV2),sku.name,properties.accessTier,properties.supportsHttpsTrafficOnly,properties.allowBlobPublicAccess,properties.encryption.keySource - SQL Server:
properties.fullyQualifiedDomainName,properties.publicNetworkAccess,properties.minimalTlsVersion - SQL Database:
sku.name(tier),sku.capacity(DTU/vCore),properties.status,properties.zoneRedundant - AKS:
properties.kubernetesVersion,properties.powerState.code,properties.networkProfile.networkPlugin,properties.enableRBAC - Web Site:
kind(e.g.,functionapp,linux),properties.state,properties.defaultHostName,properties.siteConfig.linuxFxVersion - Container App:
properties.runningStatus,properties.template.containers[].image,properties.template.scale.minReplicas,properties.template.scale.maxReplicas - Event Hub Namespace:
sku.name,properties.kafkaEnabled,properties.zoneRedundant - Service Bus Namespace:
sku.name(Basic/Standard/Premium),properties.zoneRedundant,properties.minimumTlsVersion,properties.publicNetworkAccess,properties.disableLocalAuth,properties.status - Service Bus Queue:
properties.maxSizeInMegabytes,properties.enablePartitioning,properties.deadLetteringOnMessageExpiration,properties.maxDeliveryCount,properties.lockDuration,properties.requiresDuplicateDetection,properties.status - Key Vault:
properties.enableRbacAuthorization,properties.enableSoftDelete,properties.publicNetworkAccess - Redis:
properties.sku.name,properties.hostName,properties.redisVersion,properties.enableNonSslPort - Cosmos DB:
kind(e.g., GlobalDocumentDB),properties.EnabledApiTypes,properties.consistencyPolicy.defaultConsistencyLevel - Load Balancer:
sku.name,tags.aks-managed-cluster-name - App Gateway:
properties.sku.name,properties.sku.tier,properties.operationalState,properties.webApplicationFirewallConfiguration.enabled,properties.webApplicationFirewallConfiguration.firewallMode(Detection/Prevention),properties.webApplicationFirewallConfiguration.ruleSetType,properties.webApplicationFirewallConfiguration.ruleSetVersion,properties.webApplicationFirewallConfiguration.disabledRuleGroups[],properties.webApplicationFirewallConfiguration.exclusions[],properties.firewallPolicy.id
Query Patterns
All Azure queries build on four core patterns. Master these and adapt them to any entity type.
Pattern 1: Resource Discovery
List resources by type, filter by subscription/resource group/region/tags, summarize counts:
smartscapeNodes "AZURE_*"
| filter azure.subscription == "<SUBSCRIPTION_ID>" and azure.location == "<REGION>"
| summarize count = count(), by: {type}
| sort count descTo list a specific type, replace "AZURE_*" with the entity type (e.g., "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES"). Add | fields name, azure.subscription, azure.resource.group, azure.location, ... to select specific columns. Use tags[`TagName`] for tag-based filtering.
Pattern 2: Configuration Parsing
Parse azure.object JSON for detailed configuration fields:
smartscapeNodes "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINES"
| parse azure.object, "JSON:azjson"
| fieldsAdd vmSize = azjson[configuration][properties][hardwareProfile][vmSize],
osType = azjson[configuration][properties][storageProfile][osDisk][osType]
| summarize vm_count = count(), by: {vmSize, osType, azure.location}Pattern 3: Relationship Traversal
Follow relationships between resources. Use "*" for the relationship name since Azure does not populate dt.traverse.relationship:
smartscapeNodes "AZURE_MICROSOFT_NETWORK_LOADBALANCERS"
| parse azure.object, "JSON:azjson"
| fieldsAdd lbSku = azjson[configuration][sku][name]
| traverse "*", "AZURE_MICROSOFT_NETWORK_LOADBALANCERS_BACKENDADDRESSPOOLS", fieldsKeep:{lbSku, name, id}
| fieldsAdd backendPoolName = name
| traverse "*", "AZURE_MICROSOFT_COMPUTE_VIRTUALMACHINESCALESETS", direction:backward, fieldsKeep:{backendPoolName, id}
| fieldsAdd loadBalancerName = dt.traverse.history[-2][name],
loadBalancerId = dt.traverse.history[-2][id],
backendPoolId = dt.traverse.history[-1][id]Key differences from AWS traversals:
- Always use
"*"as the relationship name (relationship type names are empty for Azure) - Azure relationships primarily follow a parent-child hierarchy: sub-resources link backward to parent resources
- AKS is a major relationship hub with backward links from VMSS, NSGs, LBs, Public IPs, Agent Pools, and Managed Identities
Pattern 4: Tag-Based Ownership
Group resources by any tag for ownership/chargeback:
smartscapeNodes "AZURE_*"
| filter isNotNull(tags[`<TAG_NAME>`])
| summarize resource_count = count(), by: {tags[`<TAG_NAME>`], type}
| sort resource_count descCommon Azure tags: tags[`ACE:CREATED-BY`], tags[`dt_owner_email`], tags[`dt_owner_team`], tags[`project`], tags[`managed-by`]. Replace "AZURE_*" with a specific type to scope to one service.
Find untagged resources: | filter arraySize(tags) == 0
Reference Guide
Load reference files for detailed queries when the core patterns above need service-specific adaptation.
| Reference | When to load | Key content |
|---|---|---|
| vnet-networking-security.md | VNet topology, subnets, NSGs, public IPs, VPN, peering | VNet/subnet mapping, NSG blast radius, public IP detection |
| database-monitoring.md | Azure SQL, Cosmos DB, Redis Cache | Service tier distribution, zone redundancy, public access checks |
| serverless-containers.md | Functions, App Service, AKS infra, Container Apps | Runtime distribution, App Service Plan mapping, AKS node pools |
| load-balancing-api.md | Load Balancers, Application Gateways, API Management | LB backend pool traversal, App Gateway routing, APIM config |
| messaging-integration.md | Event Hubs, Service Bus, Event Grid | Namespace inventory, Kafka enablement, throughput unit analysis |
| storage-monitoring.md | Storage Accounts, Blob, File, Queue, Table | SKU distribution, access tier, encryption audit, public access |
| resource-management.md | Resource audits, tag compliance, lifecycle | Unattached disks, tag coverage, provisioning state analysis |
| cost-optimization.md | Cost savings, unused resources, sizing | VM SKU analysis, unattached disks, deallocated VMs |
| capacity-planning.md | Capacity analysis, scaling, utilization | VMSS headroom, subnet IP counts, AKS node pool sizing |
| security-compliance.md | Security audits, encryption, public access, Key Vault | NSG rule analysis, TLS version audit, public endpoint detection, encryption checks |
| resource-ownership.md | Chargeback, ownership, cost allocation | Tag-based grouping, subscription/resource-group summaries |
| workload-detection.md | Determine orchestration context and resolution path | AKS node, VMSS member, standalone VM detection for blast radius analysis |
| metrics-performance.md | Query metric timeseries for a specific resource | DQL timeseries patterns for VM, SQL, Storage, Event Hub, LB, App Service, AKS, Cosmos DB, Redis, App Gateway |
Best Practices
Query Optimization
- Filter early by subscription, resource group, and region
- Use specific entity types (avoid
"AZURE_*"wildcards when possible) - Limit results with
| limit Nfor exploration - Use
isNotNull()checks before accessing nested fields
Configuration Parsing
- Always parse
azure.objectwith JSON parser:parse azure.object, "JSON:azjson" - Use consistent field naming:
fieldsAdd configField = azjson[configuration][properties][field] - Access SKU via
azjson[configuration][sku][name](not insideproperties) - Check for null values after parsing — not all entity types have the same properties structure
- Use
toString()for complex nested objects
Organizational Hierarchy
- Always scope queries by
azure.subscriptionin multi-subscription environments - Use
azure.resource.groupto narrow to a team or application boundary - Combine
azure.locationfor region-specific analysis - Use
summarize ... by: {azure.subscription, azure.resource.group}for organizational breakdowns
Tagging Strategy
- Use
tags[`key`]for filtering (backtick-quoted key names) - Check
arraySize(tags)for untagged resources - Track tag coverage with summarize operations
- Common ownership tags:
dt_owner_email,dt_owner_team,ACE:CREATED-BY
Limitations and Notes
Smartscape Limitations
- Azure object configuration requires parsing with
parse azure.object, "JSON:azjson" - Azure metrics are available as Dynatrace metrics using the
cloud.azure.*naming convention (see Azure Metric Naming Convention) - Resource discovery depends on Azure integration configuration in Dynatrace
- Tag synchronization may have slight delays
Relationship Traversal
- Azure relationship type names are empty — always use
"*"as the relationship name intraversecommands - Use
direction:backwardfor reverse relationships (e.g., sub-resources to parent) - Use
fieldsKeepto maintain important fields through traversal - Access traversal history with
dt.traverse.history[0][id]for single-hop source entity ID; uselookupto resolve source entity name - For multi-hop traversals,
dt.traverse.history[-N]accesses fields carried viafieldsKeep - Azure relationships primarily follow parent-child hierarchy patterns
- AKS is a major relationship hub — expect many backward relationships converging on AKS cluster entities
AKS Coverage
- This skill covers AKS infrastructure-layer entities only (clusters, agent pools, VMSS, networking)
- For Kubernetes workload-layer observability (pods, deployments, services, namespaces), defer to the
dt-obs-kubernetesskill
General Tips
- Use
getNodeName()for human-readable resource names - Handle null values gracefully with
isNotNull()andisNull() - Combine subscription, resource group, and region filters for large environments
- Use
countDistinct()for unique resource counts - The
azure.resourceTypefield is lowercase ARM format (e.g.,microsoft.compute/virtualmachines) — useful for filtering but not for entity type matching
Files 15 files
- SKILL.mdMarkdown
- references/capacity-planning.mdMarkdown
- references/cost-optimization.mdMarkdown
- references/database-monitoring.mdMarkdown
- references/load-balancing-api.mdMarkdown
- references/messaging-integration.mdMarkdown
- references/metrics-performance.mdMarkdown
- references/README.mdMarkdown
- references/resource-management.mdMarkdown
- references/resource-ownership.mdMarkdown
- references/security-compliance.mdMarkdown
- references/serverless-containers.mdMarkdown
Install it by hand
Deska runs this for you, for every agent you pick. To run it yourself in a terminal:
npx skills add dynatrace/dynatrace-for-ai --skill dt-obs-azureMore from dynatrace
- dt-dql-essentialsdynatraceCore DQL syntax, pitfalls, query patterns, and query optimization. Load to write, build, fix, or OPTIMIZE a DQL query — prevents syntax errors and makes queries faster, more efficient, and cheaper (less data scanned = lower query consumption/cost per run). Covers fetch commands, data models, field namespaces, time alignment, entity/smartscape patterns, metric discovery, and performance/cost optimization (filter early, bucket filters, short time ranges, field selection, sampling, cardinality). Trigger: \"write/build/fix a DQL query\", \"DQL syntax\", \"query logs/spans/metrics\", \"create a timeseries\", \"optimize my DQL\", \"make my query faster/cheaper\", \"reduce DQL cost/consumption/scanned data\", \"keep DQL cost under control\". Do NOT use to explain an existing query or answer product questions. For MONITORING a tenant's ACTUAL query consumption/billing (how much queries cost, who scanned most, cost trends) use dt-platform-costs — this tunes the query text, not billing data.2,600 installs on skills.sh0
- dt-app-dashboardsdynatraceWork with Dynatrace dashboards - create, modify, query, and analyze dashboard JSON including tiles, layouts, DQL queries, variables, and visualizations.2,500 installs on skills.sh0
- dt-app-notebooksdynatraceWork with Dynatrace notebooks - create, modify, query, and analyze notebook JSON including sections, DQL queries, and visualizations.2,400 installs on skills.sh0
- dt-obs-hostsdynatraceHost and process metrics including CPU, memory, disk, network, containers, and process-level telemetry. Use when analyzing infrastructure health, resource utilization, process consumption, or host discovery. Also use when building timeseries queries for host metrics that feed into analytical workflows like anomaly detection, forecasting, or seasonality analysis. Trigger: "show hosts", "CPU usage", "memory utilization", "disk space", "high CPU", "top hosts by CPU", "top processes by memory", "Linux hosts in AWS", "what databases are running", "infrastructure costs by cost center", "hosts running EOL Java", "container monitoring", "listening ports", "process resource consumption", "CPU forecast", "memory anomaly", "host seasonality", "OneAgent mode", "OneAgent version", "GCP hosts". Do NOT use for explaining existing queries, product documentation questions, Kubernetes pod/workload queries (use dt-obs-kubernetes), AWS cloud resource inventory (use dt-obs-aws), or service-level metrics (use dt-obs-services).2,400 installs on skills.sh0
- dt-obs-kubernetesdynatraceKubernetes cluster, pod, node, and workload monitoring. Use when analyzing K8s health, resource optimization, pod failures, OOMKills, scheduling, or security posture. Also use for Kubernetes operational events like pod restarts, OOM events, evictions, and cluster event history. Trigger: "Kubernetes pods", "K8s cluster health", "OOMKill", "pod restarts", "container CPU", "namespace resource usage", "over-provisioned pods", "privileged containers", "pod placement", "K8s node capacity", "running containers by cluster", "workload scheduling", "pod evictions", "K8s labels and annotations", "kubernetes events", "pod restart events", "OOM events", "K8s event history". Do NOT use for explaining existing queries, product documentation questions, AWS-specific resource queries, service-level RED metrics, distributed tracing, or log analysis — use the relevant skill instead.2,400 installs on skills.sh0