Azure AI Search Skill

This skill provides expert guidance for Azure AI Search. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

> IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

> IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

• Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
• Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

| Category | Lines | Description | |----------|-------|-------------| | Troubleshooting | L37-L47 | Diagnosing and fixing Azure AI Search indexer and skillset errors, portal debugging, OData filter issues, private link problems, and storage/metrics discrepancies. | | Best Practices | L48-L66 | Designing, scaling, and troubleshooting AI enrichment and indexing pipelines, optimizing performance/costs, handling data changes, and applying vector, concurrency, and responsible AI best practices. | | Decision Making | L67-L81 | Guidance on sizing, upgrading, and migrating Azure AI Search services and SDKs, choosing regions, tiers, pricing models, and data source connectors, and planning capacity and costs. | | Architecture & Design Patterns | L82-L88 | Architectural patterns for Azure AI Search: combining vector and keyword search, designing multitenant or isolated indexes, and building resilient multi-region search deployments. | | Limits & Quotas | L89-L98 | Limits, quotas, and scheduling for Azure AI Search: billing/free enrichment, indexer runs/resets, schedules, execution quotas on Serverless/S3 HD, service SKUs, and vector index size caps. | | Security | L99-L138 | Securing Azure AI Search: RBAC/ACL, Entra ID auth, keys, encryption, network isolation (VNet, private endpoints, firewalls), and secure indexer connections to data sources. | | Configuration | L139-L222 | Configuring Azure AI Search: indexes, indexers, analyzers, skillsets, enrichment, vectorization, semantic ranker, knowledge bases, retrieval behavior, logging, and query options. | | Integrations & Coding Patterns | L223-L308 | Connecting data sources, indexers, skills, vectorization, and query patterns to build, integrate, and query Azure AI Search knowledge bases and agentic retrieval experiences | | Deployment | L309-L316 | Deploying and moving Azure AI Search: ARM/Bicep/Terraform provisioning, cross-region migration, and deploying C# search apps to Azure Container Apps. |

Troubleshooting

| Topic | URL | |-------|-----| | Troubleshoot Azure AI Search indexer errors and warnings | https://learn.microsoft.com/en-us/azure/search/cognitive-search-common-errors-warnings | | Debug and troubleshoot Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-how-to-debug-skillset | | Debug Azure AI Search skillsets using portal sessions | https://learn.microsoft.com/en-us/azure/search/cognitive-search-tutorial-debug-sessions | | Diagnose and fix Azure AI Search indexer issues | https://learn.microsoft.com/en-us/azure/search/search-indexer-troubleshooting | | Troubleshoot OData collection filters in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-troubleshoot-collection-filters | | Troubleshoot shared private link resource issues in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/troubleshoot-shared-private-link-resources | | Diagnose Azure AI Search storage and metric discrepancies | https://learn.microsoft.com/en-us/azure/search/troubleshoot-storage-metrics |

Best Practices

| Topic | URL | |-------|-----| | Design and troubleshoot AI enrichment pipelines in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-troubleshooting | | Scale and manage custom skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-scale | | Apply responsible AI best practices for GenAI Prompt skill | https://learn.microsoft.com/en-us/azure/search/responsible-ai-best-practices-genai-prompt-skill | | Handle changed and deleted blobs in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-changed-deleted | | Optimize large-scale indexing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-large-index | | Apply optimistic concurrency for Azure AI Search resources | https://learn.microsoft.com/en-us/azure/search/search-howto-concurrency | | Update or rebuild Azure AI Search indexes safely | https://learn.microsoft.com/en-us/azure/search/search-howto-reindex | | Analyze Azure AI Search query and indexing performance | https://learn.microsoft.com/en-us/azure/search/search-performance-analysis | | Optimize Azure AI Search query and indexing performance | https://learn.microsoft.com/en-us/azure/search/search-performance-tips | | Optimize Azure AI Search Serverless costs and usage | https://learn.microsoft.com/en-us/azure/search/serverless-cost-optimization | | Optimize Azure AI Search indexing with Push API in C# | https://learn.microsoft.com/en-us/azure/search/tutorial-optimize-indexing-push-api | | Use narrow vector data types to reduce Azure AI Search storage | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-assign-narrow-data-types | | Chunk large documents for Azure AI Search vector retrieval | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-chunk-documents | | Choose vector optimization and compression in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-compression-storage | | Truncate text-embedding-3 dimensions using MRL in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-truncate-dimensions |

Decision Making

| Topic | URL | |-------|-----| | Migrate from deprecated Azure AI Search skills | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-deprecated | | Plan and execute Azure AI Search REST API upgrades | https://learn.microsoft.com/en-us/azure/search/search-api-migration | | Estimate Azure AI Search capacity for indexing and queries | https://learn.microsoft.com/en-us/azure/search/search-capacity-planning | | Create Azure AI Search services with appropriate region and tier | https://learn.microsoft.com/en-us/azure/search/search-create-service-portal | | Choose appropriate data source connectors for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-data-sources-gallery | | Upgrade Azure AI Search .NET management SDKs | https://learn.microsoft.com/en-us/azure/search/search-dotnet-mgmt-sdk-migration | | Migrate Azure AI Search .NET SDK to v11 | https://learn.microsoft.com/en-us/azure/search/search-dotnet-sdk-migration-version-11 | | Upgrade Azure AI Search to higher capacity | https://learn.microsoft.com/en-us/azure/search/search-how-to-upgrade | | Handle Azure AI Search regional capacity constraints | https://learn.microsoft.com/en-us/azure/search/search-region-capacity | | Plan and manage Azure AI Search costs | https://learn.microsoft.com/en-us/azure/search/search-sku-manage-costs | | Select Azure AI Search pricing model and service tier | https://learn.microsoft.com/en-us/azure/search/search-sku-tier |

Architecture & Design Patterns

| Topic | URL | |-------|-----| | Design hybrid search with vector and full-text in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/hybrid-search-overview | | Design multitenant and isolated content in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-modeling-multitenant-saas-applications | | Design multi-region architectures for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-multi-region |

Limits & Quotas

| Topic | URL | |-------|-----| | Billing limits and free quotas for Azure AI Search enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-attach-cognitive-services | | Manage Azure AI Search indexer runs and resets | https://learn.microsoft.com/en-us/azure/search/search-howto-run-reset-indexers | | Configure Azure AI Search indexer schedules and limits | https://learn.microsoft.com/en-us/azure/search/search-howto-schedule-indexers | | Understand indexer execution quotas on Serverless and S3 HD | https://learn.microsoft.com/en-us/azure/search/search-indexer-high-density-serverless-overview | | Azure AI Search service limits by tier and SKU | https://learn.microsoft.com/en-us/azure/search/search-limits-quotas-capacity | | Understand vector index size limits in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-index-size |

Security

| Topic | URL | |-------|-----| | Use built-in Azure Policy definitions for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/policy-reference | | Ingest RBAC scope metadata from Azure Blob storage | https://learn.microsoft.com/en-us/azure/search/search-blob-indexer-role-based-access | | Implement document-level access control in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-document-level-access-overview | | Configure keyless RBAC access to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-get-started-rbac | | Configure managed identity access to SQL Managed Instance | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance-with-managed-identity | | Secure AI Search indexer connections to SQL Server VMs | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-server | | Configure managed identities and RBAC for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-managed-identities | | Configure Azure AI Search indexer with Easy Auth Functions | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-azure-functions | | Secure Cosmos DB indexer connections with managed identity | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-cosmos-db | | Configure managed identity access from Azure AI Search to Azure SQL | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-sql | | Configure managed identity access from Azure AI Search to Storage | https://learn.microsoft.com/en-us/azure/search/search-howto-managed-identities-storage | | Index ACL and RBAC metadata via Azure Search Push API | https://learn.microsoft.com/en-us/azure/search/search-index-access-control-lists-and-rbac-push-api | | Ingest ACL and RBAC metadata from ADLS Gen2 | https://learn.microsoft.com/en-us/azure/search/search-indexer-access-control-lists-and-role-based-access | | Connect Azure AI Search indexers to SQL Managed Instance privately | https://learn.microsoft.com/en-us/azure/search/search-indexer-how-to-access-private-sql | | Set IP firewall rules for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-ip-restricted | | Configure shared private link access for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-private | | Use trusted service exception for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-howto-access-trusted-service-exception | | Secure Azure AI Search indexer access to VNet resources | https://learn.microsoft.com/en-us/azure/search/search-indexer-securing-resources | | Configure indexers to ingest Purview sensitivity labels | https://learn.microsoft.com/en-us/azure/search/search-indexer-sensitivity-labels | | Ingest SharePoint ACL metadata with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-indexer-sharepoint-access-control-lists | | Configure security and access for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-manage | | Enforce ACL and RBAC at query time in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-access-control-rbac-enforcement | | Enforce Purview sensitivity labels at query time in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-sensitivity-labels | | Manage Azure AI Search admin and query API keys | https://learn.microsoft.com/en-us/azure/search/search-security-api-keys | | Apply security best practices to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-best-practices | | Enable RBAC and Entra ID auth for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-enable-roles | | Retrieve encryption key details for Azure AI Search resources | https://learn.microsoft.com/en-us/azure/search/search-security-get-encryption-keys | | Configure customer-managed encryption keys for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-manage-encryption-keys | | Set up cross-tenant CMK encryption for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-managed-encryption-cross-tenant | | Join Azure AI Search to a network security perimeter | https://learn.microsoft.com/en-us/azure/search/search-security-network-security-perimeter | | Configure Azure AI Search RBAC with Entra ID | https://learn.microsoft.com/en-us/azure/search/search-security-rbac | | Configure client applications for keyless RBAC access to Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-rbac-client-code | | Implement document-level security filters in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search | | Use Azure Policy compliance controls for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/security-controls-policy | | Configure IP firewall and trusted service access for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/service-configure-firewall | | Configure private endpoints for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/service-create-private-endpoint |

Configuration

| Topic | URL | |-------|-----| | Configure file-based knowledge sources in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-file | | Enable or disable Web Knowledge Source access in Azure | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web-manage | | Configure answer synthesis for Azure AI Search knowledge bases | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-answer-synthesis | | Configure freshness-aware retrieval for agentic knowledge sources | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-configure-freshness | | Define Azure AI Search index for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-create-index | | Configure agentic retrieval billing consent in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-enable-disable | | Configure image serving for agentic retrieval answer synthesis | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-image-serving | | Set retrieval reasoning effort for agentic Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-set-retrieval-reasoning-effort | | Use annotation syntax to reference enriched nodes in skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-annotations-syntax | | Define and configure skillsets in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-defining-skillset | | Configure output field mappings for Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-output-field-mapping | | Configure and use predefined skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-predefined-skills | | Use skill context and annotation language in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-annotation-language | | Configure Azure Content Understanding skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-content-understanding | | Configure Custom Entity Lookup skill parameters | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-custom-entity-lookup | | Configure Document Layout skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-intelligence-layout | | Configure Entity Recognition skill v2 in skillsets | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition | | Configure Image Analysis skill in Azure AI Search enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-image-analysis | | Configure PII Detection skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-pii-detection | | Use Shaper skill to restructure enrichment output | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-shaper | | Configure Text Split skill for chunking content | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textsplit | | Design and configure skillsets for AI enrichment | https://learn.microsoft.com/en-us/azure/search/cognitive-search-working-with-skillsets | | Configure enrichment caching in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-configure | | Manage enrichment cache storage for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/enrichment-cache-how-to-manage | | Define custom analyzers for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/index-add-custom-analyzers | | Add language analyzers to Azure AI Search fields | https://learn.microsoft.com/en-us/azure/search/index-add-language-analyzers | | Configure scoring profiles for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles | | Configure BM25 relevance scoring in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/index-ranking-similarity | | Create Azure AI Search knowledge store via REST | https://learn.microsoft.com/en-us/azure/search/knowledge-store-create-rest | | Define and configure knowledge store projection shapes | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-shape | | Reference for Azure AI Search monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/search/monitor-azure-cognitive-search-data-reference | | Reference stopword lists for Azure AI Search analyzers | https://learn.microsoft.com/en-us/azure/search/reference-stopwords | | Configure analyzers for text processing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-analyzers | | Use Azure AI Search preview APIs and features | https://learn.microsoft.com/en-us/azure/search/search-api-preview | | Map content metadata properties to Azure AI Search fields | https://learn.microsoft.com/en-us/azure/search/search-blob-metadata-properties | | Configure API Management gateway for Azure OpenAI skills in Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-configure-azure-openai-api-management | | Configure Azure AI Search indexers for data ingestion | https://learn.microsoft.com/en-us/azure/search/search-how-to-create-indexers | | Define and create search index schemas in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-create-search-index | | Define index projections for Azure AI Search vectorization | https://learn.microsoft.com/en-us/azure/search/search-how-to-define-index-projections | | Delete documents from Azure AI Search indexes via APIs | https://learn.microsoft.com/en-us/azure/search/search-how-to-delete-documents | | Configure delimitedText parsing for CSV blobs in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-csv | | Configure JSON blob parsing for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-json | | Index Markdown blobs with Azure AI Search blob indexer | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-markdown | | Configure one-to-many blob parsing for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-one-to-many | | Set parsing modes for plain text blob indexing in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-plaintext | | Configure OneLake indexer for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-onelake-files | | Configure SharePoint Online indexer in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sharepoint-online | | Enable SQL Managed Instance connections for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-managed-instance | | Load and refresh data into Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-how-to-load-search-index | | Configure complex data types in Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-howto-complex-data-types | | Configure field mappings for Azure AI Search indexers | https://learn.microsoft.com/en-us/azure/search/search-indexer-field-mappings | | Manage Azure AI Search services with az search CLI commands | https://learn.microsoft.com/en-us/azure/search/search-manage-azure-cli | | Manage Azure AI Search with PowerShell scripts | https://learn.microsoft.com/en-us/azure/search/search-manage-powershell | | Manage Azure AI Search via Management REST API | https://learn.microsoft.com/en-us/azure/search/search-manage-rest | | Configure Azure AI Search diagnostic logging | https://learn.microsoft.com/en-us/azure/search/search-monitor-enable-logging | | Configure and monitor Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-monitor-queries | | Use moreLikeThis query parameter in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-more-like-this | | Configure text normalizers for filters, facets, and sort | https://learn.microsoft.com/en-us/azure/search/search-normalizers | | Configure Azure AI Search result shaping and pagination | https://learn.microsoft.com/en-us/azure/search/search-pagination-page-layout | | Use OData collection operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-collection-operators | | Use OData comparison operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-comparison-operators | | Use OData geo-spatial functions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-odata-geo-spatial-functions | | Use OData logical operators in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-logical-operators | | Configure OData $orderby in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-orderby | | Use OData search.in function in Azure AI Search filters | https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-in-function | | Configure OData $select fields in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-odata-select | | OData expression syntax for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-syntax-reference | | Configure Azure AI Search indexer for JSON blob data | https://learn.microsoft.com/en-us/azure/search/search-semi-structured-data | | Migrate Azure AI Search semantic ranking code | https://learn.microsoft.com/en-us/azure/search/semantic-code-migration | | Configure semantic ranker settings for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-configure | | Configure semantic ranker billing plans in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-disable | | Configure spell check in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/speller-how-to-add | | Create and configure custom analyzers in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/tutorial-create-custom-analyzer | | Configure vectorizers for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-configure-vectorizer | | Configure vector indexes and fields in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-create-index | | Configure binary vector fields for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-index-binary-data | | Configure vector quantization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-quantization | | Configure vector storage options in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-storage-options | | Configure integrated vectorization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization | | Configure Custom Web API vectorizer in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-custom-web-api |

Integrations & Coding Patterns

| Topic | URL | |-------|-----| | Create Azure SQL knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-azure-sql | | Create blob knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-blob | | Create Fabric Data Agent knowledge sources for live grounding | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-data-agent | | Create Fabric Ontology knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-fabric-ontology | | Create MCP server knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-mcp-server | | Create OneLake knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-onelake | | Create indexed SharePoint knowledge sources in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-indexed | | Create remote SharePoint knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-sharepoint-remote | | Create web knowledge sources for agentic retrieval | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-web | | Create Work IQ knowledge sources for organizational grounding | https://learn.microsoft.com/en-us/azure/search/agentic-knowledge-source-how-to-work-iq | | Migrate Azure AI Search agentic retrieval code | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-migrate | | Integrate knowledge base retrieval via API or MCP | https://learn.microsoft.com/en-us/azure/search/agentic-retrieval-how-to-retrieve | | Integrate custom AML models as AI Search skills | https://learn.microsoft.com/en-us/azure/search/cognitive-search-aml-skill | | Create Bing Entity Search custom skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-create-custom-skill-example | | Implement custom skill web interfaces for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface | | Implement Custom Web API skills in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api | | Configure Azure OpenAI Embedding skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding | | Configure Conditional skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-conditional | | Configure Document Extraction skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-document-extraction | | Configure Entity Linking skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-linking-v3 | | Configure Entity Recognition v3 skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-entity-recognition-v3 | | Use GenAI Prompt skill with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-genai-prompt | | Configure Key Phrase Extraction skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-keyphrases | | Configure Language Detection skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-language-detection | | Configure Named Entity Recognition v2 skill | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-named-entity-recognition | | Configure OCR skill for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-ocr | | Configure Sentiment v2 skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment | | Configure Sentiment v3 skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-sentiment-v3 | | Configure Text Translation skill in AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-text-translation | | Configure Text Merge skill in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-textmerger | | Configure Azure Vision multimodal embeddings skill | https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-vision-vectorize | | Build hybrid keyword-vector queries in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/hybrid-search-how-to-query | | Connect Azure AI Search knowledge store to Power BI | https://learn.microsoft.com/en-us/azure/search/knowledge-store-connect-power-bi | | Implement complex projection shapes for knowledge stores | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projection-example-long | | Define knowledge store projections in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/knowledge-store-projections-examples | | Use Lucene query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/query-lucene-syntax | | Construct OData expressions for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/query-odata-filter-orderby-syntax | | Use simple query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/query-simple-syntax | | Implement autocomplete and suggestions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-add-autocomplete-suggestions | | Index Azure Blob Storage content with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-blob-storage-integration | | Index Azure Files shares with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-file-storage-integration | | Author filter expressions for Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-filters | | Use agentic retrieval APIs to build Azure AI Search knowledge bases | https://learn.microsoft.com/en-us/azure/search/search-get-started-agentic-retrieval | | Enable and query semantic ranking in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-get-started-semantic | | Create and configure Azure AI Search skillsets | https://learn.microsoft.com/en-us/azure/search/search-get-started-skillset | | Programmatically create and query Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/search-get-started-text | | Call Azure AI Search vector APIs via REST and SDKs | https://learn.microsoft.com/en-us/azure/search/search-get-started-vector | | Use Azure.Search.Documents .NET client for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-dotnet-sdk | | Index client-side encrypted blobs with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-encrypted | | Configure Azure Blob indexer for automated search indexing | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-blob-storage | | Configure Azure Table indexers for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-azure-tables | | Index Azure Cosmos DB Gremlin graphs with Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-gremlin | | Index Azure Cosmos DB for MongoDB with Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-mongodb | | Index Azure Cosmos DB NoSQL with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-cosmosdb-sql | | Configure Logic Apps workflows for Azure AI Search indexing | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-logic-apps | | Index Azure Database for MySQL with AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-mysql | | Configure Azure SQL indexers for Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-index-sql-database | | Configure REST-based integrated vectorization in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-how-to-integrated-vectorization | | Page Azure AI Search list API results | https://learn.microsoft.com/en-us/azure/search/search-how-to-page-list-results | | Use Document Layout skill for semantic chunking and vectorization | https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking | | Use Content Understanding skill for semantic chunking | https://learn.microsoft.com/en-us/azure/search/search-how-to-semantic-chunking-content-understanding | | Implement C# indexer integration with Azure SQL and Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-indexer-tutorial | | Visualize Azure AI Search logs and metrics in Power BI | https://learn.microsoft.com/en-us/azure/search/search-monitor-logs-powerbi | | Implement fuzzy search and typo tolerance in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-fuzzy | | Use Lucene query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-lucene-examples | | Use OData $filter in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-filter | | Use OData full-text search functions in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-odata-full-text-search-functions | | Use OData search.score in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/search-query-odata-search-score-function | | Query partial terms and patterns in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-partial-matching | | Use simple query syntax in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/search-query-simple-examples | | Combine scoring profiles with semantic ranking in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-enable-scoring-profiles | | Invoke semantic ranking in Azure AI Search queries | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-request | | Implement semantic query rewriting with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/semantic-how-to-query-rewrite | | Integrate Azure AI Search queries into C# web apps | https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-search-query-integration | | Index multiple Azure data sources into one Search index | https://learn.microsoft.com/en-us/azure/search/tutorial-multiple-data-sources | | Apply filters and modes to Azure AI vector queries | https://learn.microsoft.com/en-us/azure/search/vector-search-filters | | Generate and integrate embeddings for Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-generate-embeddings | | Create and send vector queries in Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-how-to-query | | Integrate Microsoft Foundry embedding models with Azure AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-integrated-vectorization-ai-studio | | Configure Azure Vision vectorizer for AI Search | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-ai-services-vision | | Configure Foundry model catalog vectorizer | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-machine-learning-ai-studio-catalog | | Configure Azure OpenAI vectorizer for AI Search queries | https://learn.microsoft.com/en-us/azure/search/vector-search-vectorizer-azure-open-ai |

Deployment

| Topic | URL | |-------|-----| | Deploy Azure AI Search via ARM templates | https://learn.microsoft.com/en-us/azure/search/search-get-started-arm | | Deploy Azure AI Search using Bicep files | https://learn.microsoft.com/en-us/azure/search/search-get-started-bicep | | Provision Azure AI Search services with Terraform | https://learn.microsoft.com/en-us/azure/search/search-get-started-terraform | | Move Azure AI Search services across regions | https://learn.microsoft.com/en-us/azure/search/search-howto-move-across-regions | | Deploy C# Azure AI Search apps to Container Apps | https://learn.microsoft.com/en-us/azure/search/tutorial-csharp-deploy-web-search |