Azure Docs Updates - 2026-03-31
Summary: 506 documents updated
Services: 40
Services: 40
ai-services (82 items)
- overview.md azure-ai-docs
- choosing-right-ai-tool.md azure-ai-docs
- classifier.md azure-ai-docs
- overview.md azure-ai-docs
- language-region-support.md azure-ai-docs
- overview.md azure-ai-docs
- service-limits.md azure-ai-docs
- create-custom-analyzer.md azure-ai-docs
- csharp-custom-analyzer.md New azure-ai-docs
- java-custom-analyzer.md New azure-ai-docs
- javascript-custom-analyzer.md New azure-ai-docs
- python-custom-analyzer.md New azure-ai-docs
- rest-custom-analyzer.md New azure-ai-docs
- typescript-custom-analyzer.md New azure-ai-docs
- overview.md azure-ai-docs
- overview-identity.md azure-ai-docs
- liveness.md azure-ai-docs
- foundry-tools-agents.md azure-ai-docs
- regional-support.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- azure-ai-foundry.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- regional-availability.md azure-ai-docs
- overview.md azure-ai-docs
- overview.md azure-ai-docs
- call-center-overview.md azure-ai-docs
- captioning-quickstart.md azure-ai-docs
- custom-keyword-basics.md azure-ai-docs
- fast-transcription-create.md azure-ai-docs
- get-speech-recognition-results.md azure-ai-docs
- get-started-speech-to-text.md azure-ai-docs
- get-started-speech-translation.md azure-ai-docs
- get-started-stt-diarization.md azure-ai-docs
- get-started-text-to-speech.md azure-ai-docs
- high-definition-voices.md azure-ai-docs
- how-to-bring-your-own-model.md azure-ai-docs
- how-to-recognize-speech.md azure-ai-docs
- how-to-speech-synthesis.md azure-ai-docs
- how-to-translate-speech.md azure-ai-docs
- how-to-use-codec-compressed-audio-input-streams.md azure-ai-docs
- how-to-voice-agent-integration.md azure-ai-docs
- how-to-voice-live-function-calling.md azure-ai-docs
- llm-speech-ai-foundry.md New azure-ai-docs
- llm-speech-rest-api.md azure-ai-docs
- transcription-ai-foundry.md New azure-ai-docs
- rest.md azure-ai-docs
- custom-domain.md azure-ai-docs
- objectivec.md azure-ai-docs
- rest.md azure-ai-docs
- swift.md azure-ai-docs
- objectivec.md azure-ai-docs
- swift.md azure-ai-docs
- cli.md azure-ai-docs
- cpp.md azure-ai-docs
- java.md azure-ai-docs
- objectivec.md azure-ai-docs
- swift.md azure-ai-docs
- objectivec.md azure-ai-docs
- swift.md azure-ai-docs
- release-notes-tts.md azure-ai-docs
- speech-studio-vnet.md azure-ai-docs
- ingestion-client.md azure-ai-docs
- llm-speech.md azure-ai-docs
- regions.md azure-ai-docs
- speech-service-vnet-service-endpoint.md azure-ai-docs
- speech-services-private-link.md azure-ai-docs
- speech-synthesis-markup-pronunciation.md azure-ai-docs
- voice-live-agents-quickstart.md azure-ai-docs
- voice-live-api-reference-2025-10-01.md azure-ai-docs
- voice-live-api-reference-2026-01-01-preview.md azure-ai-docs
- voice-live-how-to-customize.md azure-ai-docs
- voice-live-language-support.md azure-ai-docs
aks (5 items)
api-management (1 items)
app-service (3 items)
application-gateway (1 items)
azure-arc (35 items)
- active-directory-introduction.md azure-management-docs
- active-directory-prerequisites.md azure-management-docs
- connect-active-directory-sql-managed-instance.md azure-management-docs
- deploy-active-directory-connector-cli.md azure-management-docs
- deploy-active-directory-sql-managed-instance.md azure-management-docs
- deploy-active-directory-sql-managed-instance-cli.md azure-management-docs
- deploy-customer-managed-keytab-active-directory-connector.md azure-management-docs
- deploy-system-managed-keytab-active-directory-connector.md azure-management-docs
- release-notes.md azure-management-docs
- rotate-user-tls-certificate.md azure-management-docs
- upgrade-active-directory-connector.md azure-management-docs
- version-log.md azure-management-docs
- conceptual-agent-overview.md azure-management-docs
- conceptual-gitops-argocd.md New azure-management-docs
- conceptual-gitops-flux2.md azure-management-docs
- conceptual-workload-management.md azure-management-docs
- deploy-marketplace.md azure-management-docs
- diagnose-connection-issues.md azure-management-docs
- extensions-release.md azure-management-docs
- overview.md azure-management-docs
- release-notes.md azure-management-docs
- secret-store-extension.md azure-management-docs
- secret-store-extension-reference.md azure-management-docs
- troubleshooting.md azure-management-docs
- tutorial-use-gitops-argocd.md azure-management-docs
- tutorial-use-gitops-flux2.md azure-management-docs
- agent-release-notes.md azure-management-docs
- agent-release-notes-archive.md azure-management-docs
- azcmagent.md azure-management-docs
- azcmagent-connect.md azure-management-docs
- azcmagent-upgrade.md New azure-management-docs
- deployment-options.md azure-management-docs
- manage-agent.md azure-management-docs
- onboard-ansible-playbooks.md azure-management-docs
- onboard-powershell.md azure-management-docs
azure-monitor (11 items)
- migrate-to-opentelemetry.md azure-monitor-docs
- opentelemetry-collect-detect.md azure-monitor-docs
- pipeline-kubernetes-gateway.md azure-monitor-docs
- azure-monitor-limits-log-queries.md azure-monitor-docs
- activity-log.md azure-monitor-docs
- rest-activity-log.md azure-monitor-docs
- rest-api-walkthrough.md azure-monitor-docs
- workbooks-copilot-overview.md New azure-monitor-docs
- workbooks-copilot-troubleshoot.md New azure-monitor-docs
- workbooks-dashboard-preview.md azure-monitor-docs
- workbooks-preview.md New azure-monitor-docs
azure-netapp-files (1 items)
azure-vmware (4 items)
backup (1 items)
container-apps (3 items)
container-registry (8 items)
- container-registry-concepts.md azure-management-docs
- container-registry-rbac-built-in-roles-directory-reference.md azure-management-docs
- container-registry-rbac-built-in-roles-overview.md azure-management-docs
- container-registry-skus.md azure-management-docs
- container-registry-soft-delete-policy.md azure-management-docs
- container-registry-storage.md azure-management-docs
- container-registry-tutorial-github-verify-notation-artifact-signing.md azure-management-docs
- zone-redundancy.md azure-management-docs
cosmos-db (1 items)
cost-management-billing (14 items)
- cost-usage-details-mca.md azure-docs
- azure-plan-subscription-transfer-partners.md azure-docs
- billing-subscription-transfer.md azure-docs
- cloud-subscription.md azure-docs
- mca-request-billing-ownership.md azure-docs
- mca-setup-account.md azure-docs
- mosp-ea-transfer.md azure-docs
- programmatically-create-subscription-microsoft-customer-agreement-across-tenants.md azure-docs
- protect-tenants-subscriptions.md azure-docs
- region-optimization.md azure-docs
- subscription-change-directory.md azure-docs
- troubleshoot-account-not-found.md azure-docs
- troubleshoot-sign-in-issue.md azure-docs
- mpa-overview.md azure-docs
data-factory (1 items)
defender-for-cloud (17 items)
- ai-model-security.md New azure-security-docs
- ai-onboarding.md azure-security-docs
- alerts-ai-workloads.md azure-security-docs
- azure-portal-vs-defender-portal-comparison.md azure-security-docs
- defender-cli-syntax.md azure-security-docs
- defender-for-apis-prepare.md azure-security-docs
- defender-for-containers-introduction.md azure-security-docs
- enable-api-security-posture.md azure-security-docs
- recommendations-reference-app-services.md azure-security-docs
- recommendations-reference-compute.md azure-security-docs
- recommendations-reference-container.md azure-security-docs
- recommendations-reference-data.md azure-security-docs
- recommendations-reference-identity-access.md azure-security-docs
- recommendations-reference-networking.md azure-security-docs
- release-notes.md azure-security-docs
- release-notes-recommendations-alerts.md azure-security-docs
- support-matrix-defender-for-cloud.md azure-security-docs
event-grid (1 items)
extended-zones (9 items)
- create-azure-policy.md azure-docs
- create-storage-account.md azure-docs
- deploy-aks-cluster.md azure-docs
- faq.md azure-docs
- key-vault-encrypt-azure-extended-zone-disk.md azure-docs
- overview.md azure-docs
- purchase-reservations-savings-plans.md azure-docs
- request-access.md azure-docs
- request-quota-increase.md azure-docs
firewall (19 items)
- create-ip-group.md azure-docs
- deploy-bicep.md azure-docs
- deploy-firewall-basic-portal-policy.md azure-docs
- deploy-multi-public-ip-powershell.md azure-docs
- deploy-ps.md azure-docs
- deploy-ps-policy.md azure-docs
- deploy-terraform.md azure-docs
- firewall-sftp.md azure-docs
- ftp-support.md azure-docs
- premium-deploy.md azure-docs
- quick-create-ipgroup-bicep.md azure-docs
- quick-create-ipgroup-terraform.md azure-docs
- quick-create-multiple-ip-bicep.md azure-docs
- quick-create-multiple-ip-template.md azure-docs
- quick-create-multiple-ip-terraform.md azure-docs
- sql-fqdn-filtering.md azure-docs
- tutorial-firewall-deploy-portal-policy.md azure-docs
- tutorial-hybrid-ps.md azure-docs
- tutorial-protect-firewall-ddos.md azure-docs
foundry (87 items)
- runtime-components.md azure-ai-docs
- tool-catalog.md azure-ai-docs
- ai-gateway.md azure-ai-docs
- migrate.md azure-ai-docs
- structured-inputs.md New azure-ai-docs
- agent-to-agent.md azure-ai-docs
- ai-search.md azure-ai-docs
- azure-functions.md New azure-ai-docs
- bing-tools.md azure-ai-docs
- browser-automation.md azure-ai-docs
- code-interpreter.md azure-ai-docs
- computer-use.md azure-ai-docs
- custom-code-interpreter.md azure-ai-docs
- fabric.md azure-ai-docs
- file-search.md azure-ai-docs
- function-calling.md azure-ai-docs
- image-generation.md azure-ai-docs
- model-context-protocol.md azure-ai-docs
- openapi.md azure-ai-docs
- sharepoint.md azure-ai-docs
- web-overview.md azure-ai-docs
- web-search.md azure-ai-docs
- concepts-standard-agent-setup-content.md azure-ai-docs
- prompt-agent.md azure-ai-docs
- quickstart-hosted-agent.md azure-ai-docs
- architecture.md azure-ai-docs
- ask-ai.md azure-ai-docs
- general-availability.md azure-ai-docs
- observability.md azure-ai-docs
- retrieval-augmented-generation.md azure-ai-docs
- overview.md azure-ai-docs
- quickstart-create-guardrail-policy.md azure-ai-docs
- models-from-partners.md azure-ai-docs
- use-foundry-models-claude.md azure-ai-docs
- how-to-use-foundry-models-claude-1.md azure-ai-docs
- how-to-task-adherence.md azure-ai-docs
- get-started-projects-vs-code.md azure-ai-docs
- langchain.md azure-ai-docs
- langchain-agents.md azure-ai-docs
- langchain-memory.md azure-ai-docs
- langchain-middleware.md azure-ai-docs
- langchain-models.md azure-ai-docs
- langchain-traces.md azure-ai-docs
- sdk-overview.md azure-ai-docs
- evaluate-results.md azure-ai-docs
- enable-fireworks-models.md azure-ai-docs
- import-custom-models.md azure-ai-docs
- integrate-with-other-apps.md azure-ai-docs
- classic-link.md azure-ai-docs
- concepts-authentication-authorization-foundry-content.md azure-ai-docs
- concepts-planning-2.md azure-ai-docs
- concepts-retrieval-augmented-generation-1.md azure-ai-docs
- concepts-retrieval-augmented-generation-2.md azure-ai-docs
- how-to-develop-get-started-projects-vs-code-1.md azure-ai-docs
- how-to-develop-get-started-projects-vs-code-2.md azure-ai-docs
- how-to-develop-install-cli-sdk-content.md azure-ai-docs
- how-to-develop-sdk-overview-1.md azure-ai-docs
- how-to-high-availability-resiliency-1.md azure-ai-docs
- how-to-integrate-with-other-apps-content.md azure-ai-docs
- how-to-managed-virtual-network-content.md azure-ai-docs
- how-to-quota-1.md azure-ai-docs
- quickstart-v2-install.md azure-ai-docs
- sdk-overview-python.md New azure-ai-docs
- trace-agent-preview.md New azure-ai-docs
- build-your-own-mcp-server.md azure-ai-docs
- trace-agent-concept.md azure-ai-docs
- trace-agent-framework.md azure-ai-docs
- trace-agent-setup.md azure-ai-docs
- api-version-lifecycle-content.md azure-ai-docs
- concepts-provisioned-throughput-1.md azure-ai-docs
- dall-e-dotnet.md azure-ai-docs
- dall-e-go.md azure-ai-docs
- dall-e-java.md azure-ai-docs
- dall-e-javascript.md azure-ai-docs
- dall-e-powershell.md azure-ai-docs
- dall-e-python.md azure-ai-docs
- dall-e-rest.md azure-ai-docs
- dall-e-typescript.md azure-ai-docs
- how-to-fine-tuning-vision-content.md azure-ai-docs
- how-to-spillover-traffic-management-1.md azure-ai-docs
- datazone-standard.md azure-ai-docs
- standard-models.md azure-ai-docs
- models.md azure-ai-docs
- foundry-known-issues.md azure-ai-docs
- developer-journey-idea-to-prototype.md azure-ai-docs
- quickstart-create-foundry-resources.md azure-ai-docs
- screen-reader.md azure-ai-docs
foundry-classic (26 items)
- azure-functions.md azure-ai-docs
- azure-functions-samples.md azure-ai-docs
- computer-use-samples.md azure-ai-docs
- deep-research-samples.md azure-ai-docs
- ask-ai.md azure-ai-docs
- encryption-keys-portal.md azure-ai-docs
- manage-costs.md azure-ai-docs
- observability.md azure-ai-docs
- models-from-partners.md azure-ai-docs
- use-foundry-models-claude.md azure-ai-docs
- deploy-models-managed-pay-go.md azure-ai-docs
- cloud-evaluation.md azure-ai-docs
- langchain.md azure-ai-docs
- langchain-agents.md azure-ai-docs
- llama-index.md azure-ai-docs
- run-ai-red-teaming-cloud.md azure-ai-docs
- sdk-overview.md azure-ai-docs
- semantic-kernel.md azure-ai-docs
- vs-code-agents.md azure-ai-docs
- vs-code-agents-mcp.md azure-ai-docs
- hub-configure-private-link.md azure-ai-docs
- integrate-with-other-apps.md azure-ai-docs
- get-started-code.md azure-ai-docs
- region-support.md azure-ai-docs
- screen-reader.md azure-ai-docs
- what-is-foundry.md azure-ai-docs
foundry-local (17 items)
- foundry-local-architecture.md azure-ai-docs
- get-started.md azure-ai-docs
- how-to-chat-application-with-open-web-ui.md azure-ai-docs
- how-to-compile-hugging-face-models.md azure-ai-docs
- how-to-integrate-with-inference-sdks.md azure-ai-docs
- how-to-transcribe-audio.md azure-ai-docs
- how-to-use-langchain-with-foundry-local.md azure-ai-docs
- how-to-use-native-chat-completions.md azure-ai-docs
- how-to-use-tool-calling-with-foundry-local.md azure-ai-docs
- reference-best-practice.md azure-ai-docs
- reference-catalog-api.md azure-ai-docs
- reference-cli.md azure-ai-docs
- reference-rest.md azure-ai-docs
- reference-sdk-current.md azure-ai-docs
- reference-sdk-legacy.md azure-ai-docs
- reference-sdk-migration.md azure-ai-docs
- what-is-foundry-local.md azure-ai-docs
iot (2 items)
iot-hub (1 items)
iot-operations (3 items)
key-vault (15 items)
- quick-create-go.md azure-security-docs
- quick-create-java.md azure-security-docs
- quick-create-python.md azure-security-docs
- tutorial-javascript-virtual-machine.md azure-security-docs
- tutorial-net-virtual-machine.md azure-security-docs
- tutorial-python-virtual-machine.md azure-security-docs
- key-vault-python-qs-rg-kv-creation.md azure-security-docs
- quick-create-go.md azure-security-docs
- quick-create-java.md azure-security-docs
- quick-create-python.md azure-security-docs
- quick-create-bicep.md azure-security-docs
- quick-create-go.md azure-security-docs
- quick-create-java.md azure-security-docs
- quick-create-powershell.md azure-security-docs
- quick-create-python.md azure-security-docs
machine-learning (37 items)
- concept-hub-workspace.md azure-ai-docs
- concept-models-featured.md azure-ai-docs
- designer-accessibility.md azure-ai-docs
- foundry-models-overview.md azure-ai-docs
- how-to-configure-private-link.md azure-ai-docs
- how-to-custom-dns.md azure-ai-docs
- how-to-debug-pipeline-reuse-issues.md azure-ai-docs
- how-to-deploy-mlflow-model-spark-jobs.md azure-ai-docs
- how-to-deploy-online-endpoints.md azure-ai-docs
- how-to-inference-onnx-automl-image-models.md azure-ai-docs
- how-to-managed-network.md azure-ai-docs
- how-to-nlp-processing-batch.md azure-ai-docs
- how-to-outsource-data-labeling.md azure-ai-docs
- how-to-search-assets.md azure-ai-docs
- how-to-secure-batch-endpoint.md azure-ai-docs
- how-to-secure-kubernetes-inferencing-environment.md azure-ai-docs
- how-to-track-monitor-organize-jobs.md azure-ai-docs
- how-to-train-keras.md azure-ai-docs
- how-to-understand-automated-ml.md azure-ai-docs
- how-to-use-event-grid-batch.md azure-ai-docs
- how-to-use-mlflow-azure-synapse.md azure-ai-docs
- how-to-use-serverless-compute.md azure-ai-docs
- how-to-visualize-jobs.md azure-ai-docs
- migrate-to-v2-assets-model.md azure-ai-docs
- migrate-to-v2-command-job.md azure-ai-docs
- migrate-to-v2-deploy-endpoints.md azure-ai-docs
- migrate-to-v2-execution-automl.md azure-ai-docs
- migrate-to-v2-execution-hyperdrive.md azure-ai-docs
- migrate-to-v2-execution-parallel-run-step.md azure-ai-docs
- migrate-to-v2-execution-pipeline.md azure-ai-docs
- migrate-to-v2-local-runs.md azure-ai-docs
- migrate-to-v2-managed-online-endpoints.md azure-ai-docs
- migrate-to-v2-resource-workspace.md azure-ai-docs
- overview-what-is-azure-machine-learning.md azure-ai-docs
- reference-yaml-job-command.md azure-ai-docs
- tutorial-auto-train-image-models.md azure-ai-docs
- how-to-use-mlflow.md azure-ai-docs
migrate (3 items)
mysql (3 items)
oracle (1 items)
postgresql (13 items)
- concepts-storage-premium-ssd-v2.md azure-databases-docs
- concepts-supported-versions.md azure-databases-docs
- minor-version-14.md azure-databases-docs
- minor-version-15.md azure-databases-docs
- minor-version-16.md azure-databases-docs
- minor-version-17.md azure-databases-docs
- minor-version-18.md azure-databases-docs
- minor-version-docs-14.md azure-databases-docs
- minor-version-docs-15.md azure-databases-docs
- minor-version-docs-16.md azure-databases-docs
- minor-version-docs-17.md azure-databases-docs
- minor-version-docs-18.md azure-databases-docs
- release-notes.md azure-databases-docs
private-link (20 items)
- availability.md azure-docs
- configure-asg-private-endpoint.md azure-docs
- create-private-link-service-bicep.md azure-docs
- create-private-link-service-cli.md azure-docs
- create-private-link-service-portal.md azure-docs
- create-private-link-service-powershell.md azure-docs
- create-private-link-service-template.md azure-docs
- disable-private-link-service-network-policy.md azure-docs
- how-to-approve-private-link-cross-subscription.md azure-docs
- increase-private-endpoint-vnet-limits.md azure-docs
- inspect-traffic-with-azure-firewall.md azure-docs
- manage-private-endpoint.md azure-docs
- monitor-private-link.md azure-docs
- private-endpoint-export-dns.md azure-docs
- private-endpoint-overview.md azure-docs
- private-link-disable-snat.md azure-docs
- private-link-overview.md azure-docs
- rbac-permissions.md azure-docs
- troubleshoot-private-link-connectivity.md azure-docs
- tutorial-private-endpoint-sql-cli.md azure-docs
role-based-access-control (4 items)
sap (2 items)
search (45 items)
- agentic-knowledge-source-how-to-blob.md azure-ai-docs
- agentic-knowledge-source-how-to-onelake.md azure-ai-docs
- agentic-knowledge-source-how-to-search-index.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-indexed.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-remote.md azure-ai-docs
- agentic-knowledge-source-how-to-web.md azure-ai-docs
- agentic-knowledge-source-how-to-web-manage.md azure-ai-docs
- agentic-retrieval-how-to-answer-synthesis.md azure-ai-docs
- agentic-retrieval-how-to-create-index.md azure-ai-docs
- agentic-retrieval-how-to-migrate.md azure-ai-docs
- cognitive-search-attach-cognitive-services.md azure-ai-docs
- cognitive-search-common-errors-warnings.md azure-ai-docs
- cognitive-search-create-custom-skill-example.md azure-ai-docs
- cognitive-search-how-to-debug-skillset.md azure-ai-docs
- cognitive-search-tutorial-debug-sessions.md azure-ai-docs
- get-started-portal-agentic-retrieval.md azure-ai-docs
- hybrid-search-how-to-query.md azure-ai-docs
- agentic-knowledge-source-how-to-blob-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-blob-python.md azure-ai-docs
- agentic-knowledge-source-how-to-blob-rest.md azure-ai-docs
- agentic-knowledge-source-how-to-onelake-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-onelake-python.md azure-ai-docs
- agentic-knowledge-source-how-to-onelake-rest.md azure-ai-docs
- agentic-knowledge-source-how-to-search-index-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-search-index-python.md azure-ai-docs
- agentic-knowledge-source-how-to-search-index-rest.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-indexed-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-indexed-python.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-indexed-rest.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-remote-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-remote-python.md azure-ai-docs
- agentic-knowledge-source-how-to-sharepoint-remote-rest.md azure-ai-docs
- agentic-knowledge-source-how-to-web-csharp.md azure-ai-docs
- agentic-knowledge-source-how-to-web-python.md azure-ai-docs
- agentic-knowledge-source-how-to-web-rest.md azure-ai-docs
- manage-index-portal.md azure-ai-docs
- search-get-started-rbac-python.md azure-ai-docs
- search-get-started-rbac-rest.md azure-ai-docs
- search-get-started-rbac-setup.md azure-ai-docs
- semantic-ranker-index.md azure-ai-docs
- resource-endpoint.md azure-ai-docs
- skillset-csharp.md azure-ai-docs
- skillset-rest.md azure-ai-docs
- index-add-scoring-profiles.md azure-ai-docs
- search-how-to-create-search-index.md azure-ai-docs