{"id":"c1173334-6b46-434a-805c-8d393204c574","shortId":"zVbWv6","kind":"skill","title":"azure-data-factory","tagline":"Expert knowledge for Azure Data Factory development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building ADF pipelines, mapping data ","description":"# Azure Data Factory Skill\n\nThis skill provides expert guidance for Azure Data Factory. 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.\n\n## How to Use This Skill\n\n> **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\n\n> **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](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Troubleshooting | L37-L90 | Diagnosing and fixing ADF issues: connector/format errors, copy & data flow performance, pipelines/triggers, SHIR/SSIS IR problems, security/access, and interpreting failure logs. |\n| Best Practices | L91-L113 | Performance, DataOps, and reliability best practices for ADF: tuning data flows/copy, optimizing sources/sinks/IR, handling schema drift/errors, and migrating data (HDFS, Netezza, S3) to Azure. |\n| Decision Making | L114-L134 | Guidance for architectural and cost decisions in ADF: choosing runtimes/compute/connectors, planning upgrades/migrations (SSIS, Synapse, Fabric), and optimizing pricing and reserved capacity. |\n| Architecture & Design Patterns | L135-L145 | Patterns and architectures for ADF: efficient mapping data flows, metadata‑driven copy, SSIS IR with SQL MI/failover/VNet, Cosmos DB migration, and SAP CDC design. |\n| Limits & Quotas | L146-L150 | Info on ADF connector lifecycle stages and timelines, plus how reservation discounts work for Mapping Data Flows and how they affect cost and capacity planning |\n| Security | L151-L181 | Securing Data Factory with identity, encryption, Key Vault, and Azure Policy, plus network controls like VNets, Private Link, firewalls, private endpoints, and secure runtimes (Azure-SSIS, self-hosted). |\n| Configuration | L182-L307 | Configuring ADF pipelines, activities, data flows, triggers, runtimes, connectors, formats, monitoring, parameters, and integration runtimes (Azure, self-hosted, Azure-SSIS, SAP CDC). |\n| Integrations & Coding Patterns | L308-L482 | Using ADF connectors, activities, and templates to integrate hundreds of data sources, run SSIS/Databricks/Synapse/ML jobs, and build mapping data flow expressions and functions. |\n| Deployment | L483-L496 | CI/CD and deployment for ADF: ARM/linked templates, Azure DevOps pipelines, hotfix flows, pre/post scripts, IR automation, SSIS job migration, and networked IR migration. |\n\n### Troubleshooting\n| Topic | URL |\n|-------|-----|\n| Troubleshoot Azure Data Factory change data capture | https://learn.microsoft.com/en-us/azure/data-factory/change-data-capture-troubleshoot |\n| Troubleshoot CI/CD, Azure DevOps, and GitHub integration for ADF | https://learn.microsoft.com/en-us/azure/data-factory/ci-cd-github-troubleshoot-guide |\n| Resolve common Azure Data Factory connector upgrade issues | https://learn.microsoft.com/en-us/azure/data-factory/connector-deprecation-frequently-asked-questions |\n| Resolve Azure Data Factory Amazon S3 connector errors | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-amazon-simple-storage-service |\n| Fix Azure Blob Storage connector issues in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-blob-storage |\n| Troubleshoot Azure Cosmos DB connectors in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-cosmos-db |\n| Resolve Azure Data Explorer connector problems in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-data-explorer |\n| Troubleshoot Azure Data Lake Storage connectors in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-data-lake |\n| Resolve Azure Files connector errors in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-files |\n| Troubleshoot Azure Table Storage connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-table-storage |\n| Fix DB2 connector problems in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-db2 |\n| Troubleshoot delimited text format connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-delimited-text |\n| Resolve Dynamics 365 and Dataverse connector issues | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-dynamics-dataverse |\n| Troubleshoot file system connector failures in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-file-system |\n| Troubleshoot FTP, SFTP, and HTTP connectors in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-ftp-sftp-http |\n| Fix Google Ads connector errors in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-google-ads |\n| Troubleshoot Azure Data Factory connector failures | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-guide |\n| Troubleshoot Hive connector issues in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-hive |\n| Troubleshoot Microsoft Fabric Lakehouse connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-lakehouse |\n| Fix Microsoft Fabric Warehouse connector issues in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-warehouse |\n| Resolve MongoDB connector problems in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-mongodb |\n| Resolve Oracle connector issues in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-oracle |\n| Troubleshoot ORC format connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-orc |\n| Fix Parquet format connector issues in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-parquet |\n| Fix Azure Database for PostgreSQL connector issues | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-postgresql |\n| Troubleshoot REST connector errors in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-rest |\n| Resolve Salesforce and Service Cloud connector issues | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-salesforce |\n| Troubleshoot SAP Table and BW Open Hub connectors | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-sap |\n| Fix ServiceNow connector problems in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-servicenow |\n| Troubleshoot SharePoint Online list connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-sharepoint-online-list |\n| Resolve Shopify connector issues in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-shopify |\n| Troubleshoot Snowflake connector errors in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-snowflake |\n| Troubleshoot SQL-based connectors in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-synapse-sql |\n| Fix Teradata connector failures in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-teradata |\n| Fix XML format connector problems in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-xml |\n| Troubleshoot Copy activity performance issues | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance-troubleshooting |\n| Troubleshoot external control activities in ADF pipelines | https://learn.microsoft.com/en-us/azure/data-factory/data-factory-troubleshoot-guide |\n| Diagnose and fix Azure Data Factory Studio issues | https://learn.microsoft.com/en-us/azure/data-factory/data-factory-ux-troubleshoot-guide |\n| Troubleshoot mapping data flow connector and format issues | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-troubleshoot-connector-format |\n| Resolve mapping data flow issues in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-troubleshoot-guide |\n| Work around known Azure Data Factory issues | https://learn.microsoft.com/en-us/azure/data-factory/known-issues-troubleshoot-guide |\n| Troubleshoot Azure Data Factory pipeline orchestration and triggers | https://learn.microsoft.com/en-us/azure/data-factory/pipeline-trigger-troubleshoot-guide |\n| Debug SAP CDC connector issues via SHIR logs | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-debug-shir-logs |\n| Resolve security and access control issues in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/security-and-access-control-troubleshoot-guide |\n| Use the self-hosted integration runtime diagnostic tool | https://learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-diagnostic-tool |\n| Diagnose and fix self-hosted IR issues in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-troubleshoot-guide |\n| Troubleshoot SSIS IR connectivity with diagnose feature | https://learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-diagnose-connectivity-faq |\n| Diagnose and fix SSIS IR management issues | https://learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-management-troubleshoot |\n| Troubleshoot SSIS package execution on SSIS IR | https://learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-ssis-activity-faq |\n| Interpret pipeline failure status and error messages in ADF | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-pipeline-failure-error-handling |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| Apply DataOps practices to Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/apply-dataops |\n| Use column patterns in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-column-pattern |\n| Reuse logic with flowlets in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-flowlet |\n| Tune mapping data flow performance in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance |\n| Optimize sink performance in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-sinks |\n| Optimize source performance in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-sources |\n| Improve transformation performance in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-transformations |\n| Handle schema drift in Data Factory mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-schema-drift |\n| Tune integration runtime performance for data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-integration-runtime-performance |\n| Tune Azure-SSIS integration runtime for high performance | https://learn.microsoft.com/en-us/azure/data-factory/configure-azure-ssis-integration-runtime-performance |\n| Optimize Azure Data Factory copy activity performance | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance |\n| Migrate on-premises HDFS data to Azure Storage | https://learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-hdfs-azure-storage |\n| Migrate Netezza data to Azure with Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-netezza-azure-sqldw |\n| Migrate data from Amazon S3 to Azure Storage with ADF | https://learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-s3-azure-storage |\n| Dedupe rows and detect nulls using ADF data flow snippets | https://learn.microsoft.com/en-us/azure/data-factory/how-to-data-flow-dedupe-nulls-snippets |\n| Handle error rows and truncation in ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/how-to-data-flow-error-rows |\n| Implement BCDR strategies for Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/pipelines-disaster-recovery |\n| Apply advanced SAP CDC features and best practices | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-advanced-topics |\n| Apply data flow best practices for writing to data lake | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-data-flow-write-to-lake |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Use automatic connector upgrades in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/automatic-connector-upgrade |\n| Interpret pricing examples for ADF integration runtimes | https://learn.microsoft.com/en-us/azure/data-factory/better-understand-different-integration-runtime-charges |\n| Choose the right integration runtime architecture | https://learn.microsoft.com/en-us/azure/data-factory/choose-the-right-integration-runtime-configuration |\n| Choose compute environments for Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/compute-linked-services |\n| Choose Azure Data Factory connector release stages | https://learn.microsoft.com/en-us/azure/data-factory/connector-release-stages-and-timelines |\n| Use connector upgrade advisor for ADF and Synapse | https://learn.microsoft.com/en-us/azure/data-factory/connector-upgrade-advisor |\n| Decide how and when to upgrade ADF connectors | https://learn.microsoft.com/en-us/azure/data-factory/connector-upgrade-guidance |\n| Buy and use ADF data flow reserved capacity for cost savings | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-reserved-capacity-overview |\n| Plan data lake and EDW migration to Azure with ADF | https://learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-overview |\n| Answer common Azure Data Factory usage questions | https://learn.microsoft.com/en-us/azure/data-factory/frequently-asked-questions |\n| Assess Azure Data Factory pipelines for Fabric migration | https://learn.microsoft.com/en-us/azure/data-factory/how-to-assess-your-azure-data-factory-to-fabric-data-factory-migration |\n| Choose and provision Enterprise Edition Azure-SSIS IR | https://learn.microsoft.com/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-enterprise-edition |\n| Assess and upgrade Azure Data Factory pipelines to Fabric | https://learn.microsoft.com/en-us/azure/data-factory/how-to-upgrade-your-azure-data-factory-pipelines-to-fabric-data-factory |\n| Modernize Azure Synapse pipelines to Fabric Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-upgrade-your-azure-synapse-analytics-pipelines-to-fabric-data-factory |\n| Plan and manage Azure Data Factory costs | https://learn.microsoft.com/en-us/azure/data-factory/plan-manage-costs |\n| Assess and plan SSIS migration to Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/scenario-ssis-migration-overview |\n| Apply SSIS migration assessment rules for ADF/Synapse | https://learn.microsoft.com/en-us/azure/data-factory/scenario-ssis-migration-rules |\n\n### Architecture & Design Patterns\n| Topic | URL |\n|-------|-----|\n| Design efficient pipelines using mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-pipelines |\n| Configure Azure-SSIS IR with SQL failover groups | https://learn.microsoft.com/en-us/azure/data-factory/configure-bcdr-azure-ssis-integration-runtime |\n| Build metadata-driven large-scale copy pipelines | https://learn.microsoft.com/en-us/azure/data-factory/copy-data-tool-metadata-driven |\n| Migrate Azure SQL schemas to Azure Cosmos DB with ADF | https://learn.microsoft.com/en-us/azure/data-factory/how-to-sqldb-to-cosmosdb |\n| Use Azure SQL Managed Instance with Azure-SSIS IR | https://learn.microsoft.com/en-us/azure/data-factory/how-to-use-sql-managed-instance-with-ir |\n| Decide when and how to join Azure-SSIS integration runtime to a virtual network | https://learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network |\n| Understand architecture of SAP CDC in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-introduction-architecture |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Understand reservation discounts for ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-understand-reservation-charges |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Allow Azure Integration Runtime IP ranges through firewalls | https://learn.microsoft.com/en-us/azure/data-factory/azure-integration-runtime-ip-addresses |\n| Configure VNet injection for Azure-SSIS IR securely | https://learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-virtual-network-configuration |\n| Configure roles and permissions for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/concepts-roles-permissions |\n| Configure outbound FQDN allow lists with Azure Policy for ADF | https://learn.microsoft.com/en-us/azure/data-factory/configure-outbound-allow-list-azure-policy |\n| Use Azure credentials and managed identities in ADF | https://learn.microsoft.com/en-us/azure/data-factory/credentials |\n| Plan secure data access strategies for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-access-strategies |\n| Configure Azure Private Link for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-factory-private-link |\n| Configure managed identities for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-factory-service-identity |\n| Security infrastructure and data movement in ADF | https://learn.microsoft.com/en-us/azure/data-factory/data-movement-security-considerations |\n| Enable Microsoft Entra authentication for Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/enable-aad-authentication-azure-ssis-ir |\n| Enable customer-managed keys (BYOK) for ADF encryption | https://learn.microsoft.com/en-us/azure/data-factory/enable-customer-managed-key |\n| Encrypt credentials for self-hosted integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/encrypt-credentials-self-hosted-integration-runtime |\n| Access secured Purview from Data Factory via private endpoints | https://learn.microsoft.com/en-us/azure/data-factory/how-to-access-secured-purview-account |\n| Use Azure Key Vault secrets in ADF pipeline activities | https://learn.microsoft.com/en-us/azure/data-factory/how-to-use-azure-key-vault-secrets-pipeline-activities |\n| Join Azure-SSIS IR to VNet using PowerShell | https://learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-powershell |\n| Join Azure-SSIS IR to VNet via portal | https://learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-ui |\n| Use managed virtual networks and private endpoints in ADF | https://learn.microsoft.com/en-us/azure/data-factory/managed-virtual-network-private-endpoint |\n| Use built-in Azure Policy definitions for Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/policy-reference |\n| Secure Azure Data Factory with network and identity controls | https://learn.microsoft.com/en-us/azure/data-factory/secure-your-azure-data-factory |\n| Detect and mask PII data with ADF solution template | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-pii-detection-and-masking |\n| Configure Windows authentication for SSIS packages in Azure | https://learn.microsoft.com/en-us/azure/data-factory/ssis-azure-connect-with-windows-auth |\n| Store ADF credentials securely in Azure Key Vault | https://learn.microsoft.com/en-us/azure/data-factory/store-credentials-in-key-vault |\n| Use private endpoints to securely copy data with ADF | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-copy-data-portal-private |\n| Configure Azure-SSIS integration runtime in virtual network | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-deploy-ssis-virtual-network |\n| Secure self-hosted integration runtime with TLS from intranet | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-enable-remote-access-intranet-tls-ssl-certificate |\n| Secure on-prem SQL access via Data Factory managed VNet | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-on-premise-sql-server |\n| Configure private endpoint access to SQL Managed Instance from Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-sql-managed-instance |\n\n### Configuration\n| Topic | URL |\n|-------|-----|\n| Define and use global parameters in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/author-global-parameters |\n| Configure connections and global settings in ADF management hub | https://learn.microsoft.com/en-us/azure/data-factory/author-management-hub |\n| Configure express virtual network injection for Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-express-virtual-network-injection |\n| Manage SSIS packages with Azure-SSIS package store | https://learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-package-store |\n| Configure standard virtual network injection for Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-standard-virtual-network-injection |\n| Reference built-in and preinstalled components on Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/built-in-preinstalled-components-ssis-integration-runtime |\n| Define and configure datasets in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/concepts-datasets-linked-services |\n| Configure integration runtimes in Data Factory and Synapse | https://learn.microsoft.com/en-us/azure/data-factory/concepts-integration-runtime |\n| Define and configure linked services in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/concepts-linked-services |\n| Configure Azure Data Factory Amazon Redshift connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-redshift |\n| Configure Azure Data Factory Oracle connector settings | https://learn.microsoft.com/en-us/azure/data-factory/connector-oracle |\n| Override default ARM template parameters for ADF CI/CD | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-resource-manager-custom-parameters |\n| Configure Append Variable activity in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-append-variable-activity |\n| Configure Data Flow activity execution | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-execute-data-flow-activity |\n| Configure Execute Pipeline activity in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-execute-pipeline-activity |\n| Use Azure Data Factory expression language and functions | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-expression-language-functions |\n| Use Fail activity to raise custom errors in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-fail-activity |\n| Configure Filter activity for arrays in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-filter-activity |\n| Configure ForEach activity loops in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-for-each-activity |\n| Use Get Metadata activity in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-get-metadata-activity |\n| Configure If Condition activity in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-if-condition-activity |\n| Configure Lookup activity for external data in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-lookup-activity |\n| Use Power Query activity for data wrangling | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-power-query-activity |\n| Use Set Variable activity and pipeline return values | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-set-variable-activity |\n| Configure Switch activity for conditional routing in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-switch-activity |\n| Use system variables in Azure Data Factory expressions | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-system-variables |\n| Configure Until activity loops in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-until-activity |\n| Configure Validation activity for dataset readiness in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-validation-activity |\n| Use Wait activity to pause Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-wait-activity |\n| Enable data consistency verification in ADF copy | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-data-consistency |\n| Configure fault tolerance for Copy activity | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-fault-tolerance |\n| Configure session logging for Copy activity | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-log |\n| Configure monitoring for ADF copy activities | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-monitoring |\n| Configure Copy activity in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-overview |\n| Use Copy activity performance optimization features | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance-features |\n| Preserve metadata and ACLs in ADF copy activity | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-preserve-metadata |\n| Configure schema and data type mapping in Copy activity | https://learn.microsoft.com/en-us/azure/data-factory/copy-activity-schema-and-type-mapping |\n| Use the Copy Data tool in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/copy-data-tool |\n| Create and configure Azure integration runtimes | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-integration-runtime |\n| Provision Azure-SSIS integration runtime in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime |\n| Create Azure-SSIS integration runtime via Azure portal | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-portal |\n| Create Azure-SSIS integration runtime via PowerShell | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-powershell |\n| Deploy Azure-SSIS IR using ARM templates | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-resource-manager-template |\n| Create and configure self-hosted integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/create-self-hosted-integration-runtime |\n| Create shared self-hosted IR with PowerShell | https://learn.microsoft.com/en-us/azure/data-factory/create-shared-self-hosted-integration-runtime-powershell |\n| Configure cross-tenant Azure DevOps connections for ADF | https://learn.microsoft.com/en-us/azure/data-factory/cross-tenant-connections-to-azure-devops |\n| Configure Aggregate transformation in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-aggregate |\n| Configure Alter row transformation for database updates | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-alter-row |\n| Set and use Assert transformation in data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-assert |\n| Use Cast transformation to change column data types | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-cast |\n| Configure Conditional split transformation in data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-conditional-split |\n| Configure Derived column transformation in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-derived-column |\n| Configure Exists transformation for row matching | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-exists |\n| Configure Filter transformation to remove rows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-filter |\n| Configure Flatten transformation for hierarchical data | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-flatten |\n| Use Flowlet transformation to reuse data flow logic | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-flowlet |\n| Configure Join transformation to combine data sources | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-join |\n| Configure Lookup transformations in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-lookup |\n| Configure multiple branches in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-new-branch |\n| Configure Parse transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-parse |\n| Configure Pivot transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-pivot |\n| Configure Rank transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-rank |\n| Author and configure mapping data flow script | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-script |\n| Configure Select transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-select |\n| Configure sink settings in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-sink |\n| Configure Sort transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-sort |\n| Configure source settings in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-source |\n| Configure Stringify transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-stringify |\n| Configure Surrogate Key transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-surrogate-key |\n| Configure Union transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-union |\n| Configure Unpivot transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-unpivot |\n| Configure Window transformation in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-window |\n| Configure Delete activity for file cleanup | https://learn.microsoft.com/en-us/azure/data-factory/delete-activity |\n| Configure Avro format options in ADF and Synapse | https://learn.microsoft.com/en-us/azure/data-factory/format-avro |\n| Configure binary dataset format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-binary |\n| Configure Common Data Model format in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-common-data-model |\n| Configure delimited text datasets in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-delimited-text |\n| Configure Delta Lake format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-delta |\n| Configure Excel file format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-excel |\n| Configure Iceberg table format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-iceberg |\n| Configure JSON file format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-json |\n| Configure ORC format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-orc |\n| Configure Parquet format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-parquet |\n| Configure XML format in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/format-xml |\n| Configure Bring Your Own Driver connectors in ADF | https://learn.microsoft.com/en-us/azure/data-factory/guidance-for-byod-approach |\n| Customize Azure-SSIS integration runtime setup with additional components | https://learn.microsoft.com/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-custom-setup |\n| Configure SHIR for Azure Log Analytics collection | https://learn.microsoft.com/en-us/azure/data-factory/how-to-configure-shir-for-log-analytics-collection |\n| Configure custom Event Grid triggers for Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-create-custom-event-trigger |\n| Create storage event-based triggers in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-create-event-trigger |\n| Configure schedule triggers in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-create-schedule-trigger |\n| Configure tumbling window triggers in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-create-tumbling-window-trigger |\n| Develop and install licensed SSIS IR components in ADF | https://learn.microsoft.com/en-us/azure/data-factory/how-to-develop-azure-ssis-ir-licensed-components |\n| Use parameters and expression language in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-expression-language-functions |\n| Manage Azure Data Factory studio settings and preferences | https://learn.microsoft.com/en-us/azure/data-factory/how-to-manage-settings |\n| Control Azure Data Factory studio preview experience | https://learn.microsoft.com/en-us/azure/data-factory/how-to-manage-studio-preview-exp |\n| Run self-hosted IR in Windows containers | https://learn.microsoft.com/en-us/azure/data-factory/how-to-run-self-hosted-integration-runtime-in-windows-container |\n| Schedule start and stop of Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/how-to-schedule-azure-ssis-integration-runtime |\n| Use trigger metadata parameters in ADF pipelines | https://learn.microsoft.com/en-us/azure/data-factory/how-to-use-trigger-parameterization |\n| Reconfigure Azure-SSIS integration runtime settings | https://learn.microsoft.com/en-us/azure/data-factory/manage-azure-ssis-integration-runtime |\n| Configure diagnostic settings and Log Analytics for ADF | https://learn.microsoft.com/en-us/azure/data-factory/monitor-configure-diagnostics |\n| Monitor Azure Data Factory with Azure Monitor | https://learn.microsoft.com/en-us/azure/data-factory/monitor-data-factory |\n| Use monitoring reference data for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/monitor-data-factory-reference |\n| Configure monitoring for Azure Data Factory integration runtimes | https://learn.microsoft.com/en-us/azure/data-factory/monitor-integration-runtime |\n| Monitor integration runtimes in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/monitor-integration-runtime |\n| Set up ADF diagnostic logs via Azure Monitor REST API | https://learn.microsoft.com/en-us/azure/data-factory/monitor-logs-rest |\n| Configure monitoring for managed VNet integration runtimes | https://learn.microsoft.com/en-us/azure/data-factory/monitor-managed-virtual-network-integration-runtime |\n| Monitor SHIR Azure VMs with diagnostics | https://learn.microsoft.com/en-us/azure/data-factory/monitor-shir-in-azure |\n| Monitor SSIS operations in ADF using Azure Monitor | https://learn.microsoft.com/en-us/azure/data-factory/monitor-ssis |\n| Visually monitor pipelines and activities in ADF | https://learn.microsoft.com/en-us/azure/data-factory/monitor-visually |\n| Apply naming rules for Azure Data Factory artifacts | https://learn.microsoft.com/en-us/azure/data-factory/naming-rules |\n| Parameterize linked services in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/parameterize-linked-services |\n| Parameterize mapping data flows from ADF pipelines | https://learn.microsoft.com/en-us/azure/data-factory/parameters-data-flow |\n| Operate and configure SAP CDC processes in ADF | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-management |\n| Set up SAP CDC linked service and dataset | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-prepare-linked-service-source-dataset |\n| Configure prerequisites for the SAP CDC connector | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-prerequisites-configuration |\n| Configure self-hosted IR for SAP CDC connector | https://learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-shir-preparation |\n| Configure SHIR autoupdate and expiry notifications | https://learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-auto-update |\n| Configure self-hosted integration runtime as proxy for Azure-SSIS IR | https://learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-proxy-ssis |\n| Configure source control for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/source-control |\n| Supported file formats and compression in ADF copy | https://learn.microsoft.com/en-us/azure/data-factory/supported-file-formats-and-compression-codecs |\n| Configure tumbling window trigger dependencies in ADF | https://learn.microsoft.com/en-us/azure/data-factory/tumbling-window-trigger-dependency |\n| Return values from child pipelines in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-pipeline-return-value |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| Configure SAP CDC connector to load data into Fabric OneLake | https://learn.microsoft.com/en-us/azure/data-factory/change-data-capture-from-sap-to-onelake-with-azure-data-factory |\n| Use expression builder for ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-expression-builder |\n| Connect Azure Data Factory to Microsoft Purview | https://learn.microsoft.com/en-us/azure/data-factory/connect-data-factory-to-azure-purview |\n| Configure ADF connector for Amazon Marketplace Web Service | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-marketplace-web-service |\n| Integrate Amazon RDS for Oracle with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-rds-for-oracle |\n| Copy data from Amazon RDS for SQL Server with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-rds-for-sql-server |\n| Copy data from S3-compatible storage using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-s3-compatible-storage |\n| Copy and transform data in Amazon S3 with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-amazon-simple-storage-service |\n| Transform AppFigures data with ADF Data Flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-appfigures |\n| Transform Asana data with ADF Data Flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-asana |\n| Copy and transform data in Azure Blob Storage with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-blob-storage |\n| Transform Azure Cosmos DB analytical store data with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-analytical-store |\n| Copy and transform data in Azure Cosmos DB for NoSQL | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-db |\n| Copy data to and from Azure Cosmos DB for MongoDB | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-db-mongodb-api |\n| Copy and transform data in Azure Data Explorer with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-explorer |\n| Copy and transform data in Azure Data Lake Storage Gen2 | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-lake-storage |\n| Copy data to and from Azure Data Lake Storage Gen1 | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-lake-store |\n| Copy data from Azure Database for MariaDB using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-mariadb |\n| Copy and transform data in Azure Database for MySQL with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-mysql |\n| Copy and transform data in Azure Database for PostgreSQL | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-postgresql |\n| Copy data to and from Azure Databricks Delta Lake with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-databricks-delta-lake |\n| Copy data to and from Azure Files using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-file-storage |\n| Copy data into Azure Search index using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-search |\n| Copy and transform data in Azure Synapse Analytics with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-data-warehouse |\n| Copy and transform data in Azure SQL Database with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-database |\n| Copy and transform data in Azure SQL Managed Instance | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-managed-instance |\n| Copy data to and from Azure Table storage using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-azure-table-storage |\n| Copy data from Cassandra using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-cassandra |\n| Integrate Azure Data Factory with Concur source | https://learn.microsoft.com/en-us/azure/data-factory/connector-concur |\n| Integrate Azure Data Factory with Couchbase source | https://learn.microsoft.com/en-us/azure/data-factory/connector-couchbase |\n| Transform data in data.world using Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-dataworld |\n| Configure DB2 connector for Azure Data Factory copy | https://learn.microsoft.com/en-us/azure/data-factory/connector-db2 |\n| Integrate Azure Data Factory with Apache Drill | https://learn.microsoft.com/en-us/azure/data-factory/connector-drill |\n| Copy data from Dynamics AX using Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-dynamics-ax |\n| Copy and transform Dynamics 365/Dataverse data with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-dynamics-crm-office-365 |\n| Copy data to and from file systems with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-file-system |\n| Copy data from FTP servers using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-ftp |\n| Connect Azure Data Factory CDM to GitHub | https://learn.microsoft.com/en-us/azure/data-factory/connector-github |\n| Configure Google Ads connector for Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-google-adwords |\n| Copy data from Google BigQuery V2 with Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-google-bigquery |\n| Copy data from Google BigQuery V1 with Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-google-bigquery-legacy |\n| Copy data from Google Cloud Storage using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-google-cloud-storage |\n| Transform data in Google Sheets using Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-google-sheets |\n| Configure Greenplum connector for Azure Data Factory copy | https://learn.microsoft.com/en-us/azure/data-factory/connector-greenplum |\n| Integrate Azure Data Factory with HBase source | https://learn.microsoft.com/en-us/azure/data-factory/connector-hbase |\n| Copy data from HDFS with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-hdfs |\n| Copy data from Hive using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-hive |\n| Copy data from HTTP endpoints with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-http |\n| Copy data from HubSpot using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-hubspot |\n| Integrate Azure Data Factory with Impala source | https://learn.microsoft.com/en-us/azure/data-factory/connector-impala |\n| Copy data to and from IBM Informix using Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-informix |\n| Configure Azure Data Factory Jira connector for copy | https://learn.microsoft.com/en-us/azure/data-factory/connector-jira |\n| Copy data from Magento using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-magento |\n| Copy data from MariaDB using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-mariadb |\n| Copy data from Marketo using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-marketo |\n| Copy data to and from Microsoft Access using Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-access |\n| Copy and transform data in Microsoft Fabric Lakehouse | https://learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-fabric-lakehouse |\n| Copy and transform data in Microsoft Fabric Warehouse | https://learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-fabric-warehouse |\n| Copy data to and from MongoDB using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-mongodb |\n| Configure Azure Data Factory MongoDB Atlas connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-mongodb-atlas |\n| Use legacy MongoDB connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-mongodb-legacy |\n| Use Azure Data Factory MySQL connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-mysql |\n| Configure Azure Data Factory Netezza connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-netezza |\n| Configure Azure Data Factory OData connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-odata |\n| Use ODBC connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-odbc |\n| Copy and transform Microsoft 365 data with Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-office-365 |\n| Connect Azure Data Factory to Oracle Cloud Storage | https://learn.microsoft.com/en-us/azure/data-factory/connector-oracle-cloud-storage |\n| Connect Azure Data Factory to Oracle Eloqua | https://learn.microsoft.com/en-us/azure/data-factory/connector-oracle-eloqua |\n| Connect Azure Data Factory to Oracle Responsys | https://learn.microsoft.com/en-us/azure/data-factory/connector-oracle-responsys |\n| Connect Azure Data Factory to Oracle Service Cloud | https://learn.microsoft.com/en-us/azure/data-factory/connector-oracle-service-cloud |\n| Connect Azure Data Factory to PayPal data | https://learn.microsoft.com/en-us/azure/data-factory/connector-paypal |\n| Use Azure Data Factory Phoenix connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-phoenix |\n| Use PostgreSQL V2 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-postgresql |\n| Use PostgreSQL V1 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-postgresql-legacy |\n| Use Azure Data Factory Presto connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-presto |\n| Transform Quickbase data with ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-quickbase |\n| Connect Azure Data Factory to QuickBooks Online | https://learn.microsoft.com/en-us/azure/data-factory/connector-quickbooks |\n| Use REST connector for copy and transform in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-rest |\n| Use Salesforce V2 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-salesforce |\n| Use Salesforce V1 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-legacy |\n| Connect Azure Data Factory to Salesforce Marketing Cloud | https://learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-marketing-cloud |\n| Use Salesforce Service Cloud V2 connector in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-service-cloud |\n| Use Salesforce Service Cloud V1 connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-service-cloud-legacy |\n| Copy from SAP BW using Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-business-warehouse |\n| Copy from SAP BW via Open Hub using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-business-warehouse-open-hub |\n| Transform SAP ODP data with SAP CDC connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-change-data-capture |\n| Copy data to and from SAP Cloud for Customer | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-cloud-for-customer |\n| Copy data from SAP ECC with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-ecc |\n| Configure SAP HANA connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-hana |\n| Copy data from SAP tables using ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-sap-table |\n| Configure ServiceNow V2 connector in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-servicenow |\n| Use ServiceNow V1 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-servicenow-legacy |\n| Copy and transform data via SFTP connector in ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-sftp |\n| Copy data from SharePoint Online lists with ADF | https://learn.microsoft.com/en-us/azure/data-factory/connector-sharepoint-online-list |\n| Connect Azure Data Factory to Shopify data | https://learn.microsoft.com/en-us/azure/data-factory/connector-shopify |\n| Transform Smartsheet data with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-smartsheet |\n| Configure Snowflake V2 connector and data flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-snowflake |\n| Use Snowflake V1 connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-snowflake-legacy |\n| Configure Spark connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-spark |\n| Configure Azure Data Factory SQL Server connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-sql-server |\n| Set up Azure Data Factory Square connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-square |\n| Configure Sybase connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-sybase |\n| Use TeamDesk connector for ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-teamdesk |\n| Configure Azure Data Factory Teradata Vantage connector | https://learn.microsoft.com/en-us/azure/data-factory/connector-teradata |\n| Use Twilio connector for ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-twilio |\n| Configure Vertica connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-vertica |\n| Configure Web Table connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-web-table |\n| Configure Azure Data Factory Xero connector for copy | https://learn.microsoft.com/en-us/azure/data-factory/connector-xero |\n| Use Zendesk connector for ADF data flows | https://learn.microsoft.com/en-us/azure/data-factory/connector-zendesk |\n| Configure Zoho connector in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/connector-zoho |\n| Configure Azure Function activity in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-azure-function-activity |\n| Call REST endpoints with Web activity | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-web-activity |\n| Configure Webhook activity for callback control in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/control-flow-webhook-activity |\n| Deploy and run SSIS packages on Azure-SSIS integration runtime | https://learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-deploy-packages |\n| Apply aggregate functions in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-aggregate-functions |\n| Use array functions in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-array-functions |\n| Use cached lookup functions in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-cached-lookup-functions |\n| Use conversion functions in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-conversion-functions |\n| Use date and time functions in ADF mapping flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-date-time-functions |\n| Use expression functions in ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-expression-functions |\n| Reference for all ADF mapping data flow functions | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-expressions-usage |\n| Call external endpoints from ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-external-call |\n| Use map functions in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-map-functions |\n| Use metafunctions in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-metafunctions |\n| Use window functions in mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/data-flow-window-functions |\n| Use mapping data flow transformation functions | https://learn.microsoft.com/en-us/azure/data-factory/data-transformation-functions |\n| Automate SSISDB log cleanup with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-clean-up-ssisdb-logs-with-elastic-jobs |\n| Integrate Azure Data Factory with Microsoft Purview | https://learn.microsoft.com/en-us/azure/data-factory/how-to-discover-explore-purview-data |\n| Process fixed-width text files with ADF mapping data flows | https://learn.microsoft.com/en-us/azure/data-factory/how-to-fixed-width |\n| Configure ADF Copy activity to ingest data into Fabric | https://learn.microsoft.com/en-us/azure/data-factory/how-to-ingest-data-into-fabric-from-azure-data-factory |\n| Execute SSIS packages with Azure-enabled dtexec utility | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-azure-enabled-dtexec |\n| Run SSIS packages via Azure SQL MI Agent | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-managed-instance-agent |\n| Execute SSIS packages in Azure from SSDT | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssdt |\n| Run SSIS packages via Execute SSIS Package activity in portal | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity |\n| Execute SSIS packages with ADF activity and PowerShell | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity-powershell |\n| Run SSIS packages using Stored Procedure activity in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-stored-procedure-activity |\n| Send email notifications from ADF and Synapse pipelines | https://learn.microsoft.com/en-us/azure/data-factory/how-to-send-email |\n| Copy data from ADLS Gen1 to Gen2 with ADF | https://learn.microsoft.com/en-us/azure/data-factory/load-azure-data-lake-storage-gen2-from-gen1 |\n| Programmatically monitor Azure Data Factory pipelines via SDKs | https://learn.microsoft.com/en-us/azure/data-factory/monitor-programmatically |\n| Create Azure Data Factory via .NET SDK | https://learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-dot-net |\n| Create Azure Data Factory with Python SDK | https://learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-python |\n| Create Azure Data Factory via REST API | https://learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-rest-api |\n| Use Azure PowerShell scripts to manage Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/samples-powershell |\n| Bulk copy from ADLS Gen2 files to Azure databases with ADF | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-bulk-copy-from-files-to-database |\n| Bulk copy from databases using control tables in ADF | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-bulk-copy-with-control-table |\n| Use ADF template to copy files from multiple containers | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-copy-files-multiple-containers |\n| Copy new and changed files by LastModifiedDate in ADF | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-copy-new-files-last-modified-date |\n| Transform data with Azure Databricks notebooks in ADF | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-databricks-notebook |\n| Delta copy from databases using control table template | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-delta-copy-with-control-table |\n| Extract structured data from PDFs using ADF template | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-extract-data-from-pdf |\n| Migrate large S3 datasets to ADLS Gen2 template | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-migration-s3-azure |\n| Move files between file-based stores using ADF template | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-move-files |\n| Replicate multiple SAP objects via SAP CDC using ADF | https://learn.microsoft.com/en-us/azure/data-factory/solution-template-replicate-multiple-objects-sap-cdc |\n| Access on-premises and Azure files from SSIS in ADF | https://learn.microsoft.com/en-us/azure/data-factory/ssis-azure-files-file-shares |\n| Run Databricks JAR jobs from Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-jar |\n| Trigger Databricks Jobs from Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-job |\n| Run Databricks notebooks from Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-notebook |\n| Run Databricks Python scripts from Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-python |\n| Execute Azure Machine Learning pipelines from Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-machine-learning-service |\n| Run Synapse notebooks from Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-synapse-notebook |\n| Trigger Synapse Spark job definitions in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-synapse-spark-job-definition |\n| Use custom .NET activities in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-custom-activity |\n| Run U-SQL scripts with Data Lake Analytics activity | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-data-lake-analytics |\n| Run Hive queries with ADF HDInsight activity | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-hive |\n| Run Hadoop MapReduce jobs with ADF HDInsight activity | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-map-reduce |\n| Configure Hadoop Pig activity in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-pig |\n| Use Hadoop Streaming activity in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-streaming |\n| Use Script activity for SQL transformations in Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-script |\n| Run Spark activity in Azure Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-spark |\n| Invoke stored procedures with Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/transform-data-using-stored-procedure |\n| Use data wrangling functions in Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/wrangling-functions |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Implement CI/CD for Azure Data Factory pipelines | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery |\n| Automate ADF CI/CD with Azure Pipelines | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-automate-azure-pipelines |\n| Use hotfix production environments for ADF CI/CD | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-hotfix-environment |\n| Automate publishing for Azure Data Factory CI/CD | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-improvements |\n| Deploy Azure Data Factory with linked ARM templates | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-linked-templates |\n| Manually promote ADF ARM templates across environments | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-manual-promotion |\n| Run pre- and post-deployment scripts for ADF CI/CD | https://learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-sample-script |\n| Deploy linked ARM templates via Azure DevOps for ADF | https://learn.microsoft.com/en-us/azure/data-factory/deploy-linked-arm-templates-with-vsts |\n| Migrate SSIS SQL Agent jobs to Azure Data Factory | https://learn.microsoft.com/en-us/azure/data-factory/how-to-migrate-ssis-job-ssms |\n| Automate self-hosted integration runtime installation with PowerShell | https://learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-automation-scripts |\n| Migrate Azure integration runtime to managed virtual network | https://learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-migrate |","tags":["azure","data","factory","agent","skills","microsoftdocs","agent-skills","agentic-skills","agentskill","ai-agents","ai-coding","azure-functions"],"capabilities":["skill","source-microsoftdocs","skill-azure-data-factory","topic-agent","topic-agent-skills","topic-agentic-skills","topic-agentskill","topic-ai-agents","topic-ai-coding","topic-azure","topic-azure-functions","topic-azure-kubernetes-service","topic-azure-openai","topic-azure-sql-database","topic-azure-storage"],"categories":["Agent-Skills"],"synonyms":[],"warnings":[],"endpointUrl":"https://skills.sh/MicrosoftDocs/Agent-Skills/azure-data-factory","protocol":"skill","transport":"skills-sh","auth":{"type":"none","details":{"cli":"npx skills add MicrosoftDocs/Agent-Skills","source_repo":"https://github.com/MicrosoftDocs/Agent-Skills","install_from":"skills.sh"}},"qualityScore":"0.700","qualityRationale":"deterministic score 0.70 from registry signals: · indexed on github topic:agent-skills · 549 github stars · SKILL.md body (64,747 chars)","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:skill-github:v1","enrichmentVersion":1,"enrichedAt":"2026-05-18T18:53:51.479Z","embedding":null,"createdAt":"2026-04-18T21:58:43.044Z","updatedAt":"2026-05-18T18:53:51.479Z","lastSeenAt":"2026-05-18T18:53:51.479Z","tsv":"'/en-us/azure/data-factory/apply-dataops':1031 '/en-us/azure/data-factory/author-global-parameters':1869 '/en-us/azure/data-factory/author-management-hub':1881 '/en-us/azure/data-factory/automatic-connector-upgrade':1247 '/en-us/azure/data-factory/azure-integration-runtime-ip-addresses':1544 '/en-us/azure/data-factory/azure-ssis-integration-runtime-express-virtual-network-injection':1895 '/en-us/azure/data-factory/azure-ssis-integration-runtime-package-store':1907 '/en-us/azure/data-factory/azure-ssis-integration-runtime-standard-virtual-network-injection':1921 '/en-us/azure/data-factory/azure-ssis-integration-runtime-virtual-network-configuration':1556 '/en-us/azure/data-factory/better-understand-different-integration-runtime-charges':1257 '/en-us/azure/data-factory/built-in-preinstalled-components-ssis-integration-runtime':1937 '/en-us/azure/data-factory/change-data-capture-from-sap-to-onelake-with-azure-data-factory':3197 '/en-us/azure/data-factory/change-data-capture-troubleshoot':484 '/en-us/azure/data-factory/choose-the-right-integration-runtime-configuration':1266 '/en-us/azure/data-factory/ci-cd-github-troubleshoot-guide':496 '/en-us/azure/data-factory/compute-linked-services':1275 '/en-us/azure/data-factory/concepts-data-flow-column-pattern':1041 '/en-us/azure/data-factory/concepts-data-flow-expression-builder':3208 '/en-us/azure/data-factory/concepts-data-flow-flowlet':1052 '/en-us/azure/data-factory/concepts-data-flow-performance':1063 '/en-us/azure/data-factory/concepts-data-flow-performance-pipelines':1437 '/en-us/azure/data-factory/concepts-data-flow-performance-sinks':1073 '/en-us/azure/data-factory/concepts-data-flow-performance-sources':1083 '/en-us/azure/data-factory/concepts-data-flow-performance-transformations':1093 '/en-us/azure/data-factory/concepts-data-flow-schema-drift':1105 '/en-us/azure/data-factory/concepts-datasets-linked-services':1947 '/en-us/azure/data-factory/concepts-integration-runtime':1958 '/en-us/azure/data-factory/concepts-integration-runtime-performance':1115 '/en-us/azure/data-factory/concepts-linked-services':1969 '/en-us/azure/data-factory/concepts-roles-permissions':1567 '/en-us/azure/data-factory/configure-azure-ssis-integration-runtime-performance':1127 '/en-us/azure/data-factory/configure-bcdr-azure-ssis-integration-runtime':1449 '/en-us/azure/data-factory/configure-outbound-allow-list-azure-policy':1580 '/en-us/azure/data-factory/connect-data-factory-to-azure-purview':3218 '/en-us/azure/data-factory/connector-amazon-marketplace-web-service':3229 '/en-us/azure/data-factory/connector-amazon-rds-for-oracle':3241 '/en-us/azure/data-factory/connector-amazon-rds-for-sql-server':3254 '/en-us/azure/data-factory/connector-amazon-redshift':1979 '/en-us/azure/data-factory/connector-amazon-s3-compatible-storage':3266 '/en-us/azure/data-factory/connector-amazon-simple-storage-service':3278 '/en-us/azure/data-factory/connector-appfigures':3288 '/en-us/azure/data-factory/connector-asana':3298 '/en-us/azure/data-factory/connector-azure-blob-storage':3311 '/en-us/azure/data-factory/connector-azure-cosmos-analytical-store':3323 '/en-us/azure/data-factory/connector-azure-cosmos-db':3336 '/en-us/azure/data-factory/connector-azure-cosmos-db-mongodb-api':3349 '/en-us/azure/data-factory/connector-azure-data-explorer':3362 '/en-us/azure/data-factory/connector-azure-data-lake-storage':3375 '/en-us/azure/data-factory/connector-azure-data-lake-store':3388 '/en-us/azure/data-factory/connector-azure-database-for-mariadb':3400 '/en-us/azure/data-factory/connector-azure-database-for-mysql':3414 '/en-us/azure/data-factory/connector-azure-database-for-postgresql':3426 '/en-us/azure/data-factory/connector-azure-databricks-delta-lake':3440 '/en-us/azure/data-factory/connector-azure-file-storage':3452 '/en-us/azure/data-factory/connector-azure-search':3463 '/en-us/azure/data-factory/connector-azure-sql-data-warehouse':3476 '/en-us/azure/data-factory/connector-azure-sql-database':3489 '/en-us/azure/data-factory/connector-azure-sql-managed-instance':3501 '/en-us/azure/data-factory/connector-azure-table-storage':3514 '/en-us/azure/data-factory/connector-cassandra':3525 '/en-us/azure/data-factory/connector-concur':3535 '/en-us/azure/data-factory/connector-couchbase':3545 '/en-us/azure/data-factory/connector-dataworld':3555 '/en-us/azure/data-factory/connector-db2':3566 '/en-us/azure/data-factory/connector-deprecation-frequently-asked-questions':507 '/en-us/azure/data-factory/connector-drill':3576 '/en-us/azure/data-factory/connector-dynamics-ax':3587 '/en-us/azure/data-factory/connector-dynamics-crm-office-365':3598 '/en-us/azure/data-factory/connector-file-system':3610 '/en-us/azure/data-factory/connector-ftp':3622 '/en-us/azure/data-factory/connector-github':3632 '/en-us/azure/data-factory/connector-google-adwords':3643 '/en-us/azure/data-factory/connector-google-bigquery':3655 '/en-us/azure/data-factory/connector-google-bigquery-legacy':3667 '/en-us/azure/data-factory/connector-google-cloud-storage':3678 '/en-us/azure/data-factory/connector-google-sheets':3689 '/en-us/azure/data-factory/connector-greenplum':3700 '/en-us/azure/data-factory/connector-hbase':3710 '/en-us/azure/data-factory/connector-hdfs':3721 '/en-us/azure/data-factory/connector-hive':3732 '/en-us/azure/data-factory/connector-http':3744 '/en-us/azure/data-factory/connector-hubspot':3755 '/en-us/azure/data-factory/connector-impala':3765 '/en-us/azure/data-factory/connector-informix':3778 '/en-us/azure/data-factory/connector-jira':3789 '/en-us/azure/data-factory/connector-magento':3800 '/en-us/azure/data-factory/connector-mariadb':3811 '/en-us/azure/data-factory/connector-marketo':3822 '/en-us/azure/data-factory/connector-microsoft-access':3835 '/en-us/azure/data-factory/connector-microsoft-fabric-lakehouse':3846 '/en-us/azure/data-factory/connector-microsoft-fabric-warehouse':3857 '/en-us/azure/data-factory/connector-mongodb':3868 '/en-us/azure/data-factory/connector-mongodb-atlas':3878 '/en-us/azure/data-factory/connector-mongodb-legacy':3889 '/en-us/azure/data-factory/connector-mysql':3898 '/en-us/azure/data-factory/connector-netezza':3907 '/en-us/azure/data-factory/connector-odata':3916 '/en-us/azure/data-factory/connector-odbc':3926 '/en-us/azure/data-factory/connector-office-365':3938 '/en-us/azure/data-factory/connector-oracle':1989 '/en-us/azure/data-factory/connector-oracle-cloud-storage':3949 '/en-us/azure/data-factory/connector-oracle-eloqua':3959 '/en-us/azure/data-factory/connector-oracle-responsys':3969 '/en-us/azure/data-factory/connector-oracle-service-cloud':3980 '/en-us/azure/data-factory/connector-paypal':3990 '/en-us/azure/data-factory/connector-phoenix':3999 '/en-us/azure/data-factory/connector-postgresql':4010 '/en-us/azure/data-factory/connector-postgresql-legacy':4021 '/en-us/azure/data-factory/connector-presto':4030 '/en-us/azure/data-factory/connector-quickbase':4040 '/en-us/azure/data-factory/connector-quickbooks':4050 '/en-us/azure/data-factory/connector-release-stages-and-timelines':1285 '/en-us/azure/data-factory/connector-rest':4062 '/en-us/azure/data-factory/connector-salesforce':4073 '/en-us/azure/data-factory/connector-salesforce-legacy':4084 '/en-us/azure/data-factory/connector-salesforce-marketing-cloud':4095 '/en-us/azure/data-factory/connector-salesforce-service-cloud':4107 '/en-us/azure/data-factory/connector-salesforce-service-cloud-legacy':4118 '/en-us/azure/data-factory/connector-sap-business-warehouse':4129 '/en-us/azure/data-factory/connector-sap-business-warehouse-open-hub':4141 '/en-us/azure/data-factory/connector-sap-change-data-capture':4152 '/en-us/azure/data-factory/connector-sap-cloud-for-customer':4164 '/en-us/azure/data-factory/connector-sap-ecc':4176 '/en-us/azure/data-factory/connector-sap-hana':4187 '/en-us/azure/data-factory/connector-sap-table':4197 '/en-us/azure/data-factory/connector-servicenow':4207 '/en-us/azure/data-factory/connector-servicenow-legacy':4218 '/en-us/azure/data-factory/connector-sftp':4230 '/en-us/azure/data-factory/connector-sharepoint-online-list':4241 '/en-us/azure/data-factory/connector-shopify':4251 '/en-us/azure/data-factory/connector-smartsheet':4261 '/en-us/azure/data-factory/connector-snowflake':4271 '/en-us/azure/data-factory/connector-snowflake-legacy':4282 '/en-us/azure/data-factory/connector-spark':4292 '/en-us/azure/data-factory/connector-sql-server':4302 '/en-us/azure/data-factory/connector-square':4312 '/en-us/azure/data-factory/connector-sybase':4322 '/en-us/azure/data-factory/connector-teamdesk':4332 '/en-us/azure/data-factory/connector-teradata':4342 '/en-us/azure/data-factory/connector-troubleshoot-amazon-simple-storage-service':518 '/en-us/azure/data-factory/connector-troubleshoot-azure-blob-storage':529 '/en-us/azure/data-factory/connector-troubleshoot-azure-cosmos-db':540 '/en-us/azure/data-factory/connector-troubleshoot-azure-data-explorer':551 '/en-us/azure/data-factory/connector-troubleshoot-azure-data-lake':562 '/en-us/azure/data-factory/connector-troubleshoot-azure-files':573 '/en-us/azure/data-factory/connector-troubleshoot-azure-table-storage':583 '/en-us/azure/data-factory/connector-troubleshoot-db2':594 '/en-us/azure/data-factory/connector-troubleshoot-delimited-text':604 '/en-us/azure/data-factory/connector-troubleshoot-dynamics-dataverse':614 '/en-us/azure/data-factory/connector-troubleshoot-file-system':626 '/en-us/azure/data-factory/connector-troubleshoot-ftp-sftp-http':637 '/en-us/azure/data-factory/connector-troubleshoot-google-ads':649 '/en-us/azure/data-factory/connector-troubleshoot-guide':658 '/en-us/azure/data-factory/connector-troubleshoot-hive':668 '/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-lakehouse':678 '/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-warehouse':689 '/en-us/azure/data-factory/connector-troubleshoot-mongodb':700 '/en-us/azure/data-factory/connector-troubleshoot-oracle':711 '/en-us/azure/data-factory/connector-troubleshoot-orc':722 '/en-us/azure/data-factory/connector-troubleshoot-parquet':733 '/en-us/azure/data-factory/connector-troubleshoot-postgresql':743 '/en-us/azure/data-factory/connector-troubleshoot-rest':754 '/en-us/azure/data-factory/connector-troubleshoot-salesforce':764 '/en-us/azure/data-factory/connector-troubleshoot-sap':775 '/en-us/azure/data-factory/connector-troubleshoot-servicenow':786 '/en-us/azure/data-factory/connector-troubleshoot-sharepoint-online-list':796 '/en-us/azure/data-factory/connector-troubleshoot-shopify':807 '/en-us/azure/data-factory/connector-troubleshoot-snowflake':817 '/en-us/azure/data-factory/connector-troubleshoot-synapse-sql':829 '/en-us/azure/data-factory/connector-troubleshoot-teradata':840 '/en-us/azure/data-factory/connector-troubleshoot-xml':852 '/en-us/azure/data-factory/connector-twilio':4352 '/en-us/azure/data-factory/connector-upgrade-advisor':1296 '/en-us/azure/data-factory/connector-upgrade-guidance':1307 '/en-us/azure/data-factory/connector-vertica':4362 '/en-us/azure/data-factory/connector-web-table':4373 '/en-us/azure/data-factory/connector-xero':4384 '/en-us/azure/data-factory/connector-zendesk':4394 '/en-us/azure/data-factory/connector-zoho':4404 '/en-us/azure/data-factory/continuous-integration-delivery':5097 '/en-us/azure/data-factory/continuous-integration-delivery-automate-azure-pipelines':5106 '/en-us/azure/data-factory/continuous-integration-delivery-hotfix-environment':5116 '/en-us/azure/data-factory/continuous-integration-delivery-improvements':5126 '/en-us/azure/data-factory/continuous-integration-delivery-linked-templates':5137 '/en-us/azure/data-factory/continuous-integration-delivery-manual-promotion':5147 '/en-us/azure/data-factory/continuous-integration-delivery-resource-manager-custom-parameters':2000 '/en-us/azure/data-factory/continuous-integration-delivery-sample-script':5160 '/en-us/azure/data-factory/control-flow-append-variable-activity':2010 '/en-us/azure/data-factory/control-flow-azure-function-activity':4414 '/en-us/azure/data-factory/control-flow-execute-data-flow-activity':2018 '/en-us/azure/data-factory/control-flow-execute-pipeline-activity':2029 '/en-us/azure/data-factory/control-flow-expression-language-functions':2040 '/en-us/azure/data-factory/control-flow-fail-activity':2053 '/en-us/azure/data-factory/control-flow-filter-activity':2064 '/en-us/azure/data-factory/control-flow-for-each-activity':2074 '/en-us/azure/data-factory/control-flow-get-metadata-activity':2085 '/en-us/azure/data-factory/control-flow-if-condition-activity':2095 '/en-us/azure/data-factory/control-flow-lookup-activity':2107 '/en-us/azure/data-factory/control-flow-power-query-activity':2117 '/en-us/azure/data-factory/control-flow-set-variable-activity':2128 '/en-us/azure/data-factory/control-flow-switch-activity':2140 '/en-us/azure/data-factory/control-flow-system-variables':2151 '/en-us/azure/data-factory/control-flow-until-activity':2161 '/en-us/azure/data-factory/control-flow-validation-activity':2173 '/en-us/azure/data-factory/control-flow-wait-activity':2184 '/en-us/azure/data-factory/control-flow-web-activity':4423 '/en-us/azure/data-factory/control-flow-webhook-activity':4435 '/en-us/azure/data-factory/copy-activity-data-consistency':2194 '/en-us/azure/data-factory/copy-activity-fault-tolerance':2203 '/en-us/azure/data-factory/copy-activity-log':2212 '/en-us/azure/data-factory/copy-activity-monitoring':2221 '/en-us/azure/data-factory/copy-activity-overview':2231 '/en-us/azure/data-factory/copy-activity-performance':1137 '/en-us/azure/data-factory/copy-activity-performance-features':2240 '/en-us/azure/data-factory/copy-activity-performance-troubleshooting':860 '/en-us/azure/data-factory/copy-activity-preserve-metadata':2251 '/en-us/azure/data-factory/copy-activity-schema-and-type-mapping':2263 '/en-us/azure/data-factory/copy-data-tool':2275 '/en-us/azure/data-factory/copy-data-tool-metadata-driven':1461 '/en-us/azure/data-factory/create-azure-integration-runtime':2284 '/en-us/azure/data-factory/create-azure-ssis-integration-runtime':2296 '/en-us/azure/data-factory/create-azure-ssis-integration-runtime-deploy-packages':4449 '/en-us/azure/data-factory/create-azure-ssis-integration-runtime-portal':2308 '/en-us/azure/data-factory/create-azure-ssis-integration-runtime-powershell':2319 '/en-us/azure/data-factory/create-azure-ssis-integration-runtime-resource-manager-template':2330 '/en-us/azure/data-factory/create-self-hosted-integration-runtime':2341 '/en-us/azure/data-factory/create-shared-self-hosted-integration-runtime-powershell':2352 '/en-us/azure/data-factory/credentials':1591 '/en-us/azure/data-factory/cross-tenant-connections-to-azure-devops':2364 '/en-us/azure/data-factory/data-access-strategies':1603 '/en-us/azure/data-factory/data-factory-private-link':1614 '/en-us/azure/data-factory/data-factory-service-identity':1624 '/en-us/azure/data-factory/data-factory-troubleshoot-guide':870 '/en-us/azure/data-factory/data-factory-ux-troubleshoot-guide':881 '/en-us/azure/data-factory/data-flow-aggregate':2374 '/en-us/azure/data-factory/data-flow-aggregate-functions':4459 '/en-us/azure/data-factory/data-flow-alter-row':2384 '/en-us/azure/data-factory/data-flow-array-functions':4470 '/en-us/azure/data-factory/data-flow-assert':2395 '/en-us/azure/data-factory/data-flow-cached-lookup-functions':4481 '/en-us/azure/data-factory/data-flow-cast':2406 '/en-us/azure/data-factory/data-flow-conditional-split':2416 '/en-us/azure/data-factory/data-flow-conversion-functions':4492 '/en-us/azure/data-factory/data-flow-date-time-functions':4504 '/en-us/azure/data-factory/data-flow-derived-column':2427 '/en-us/azure/data-factory/data-flow-exists':2436 '/en-us/azure/data-factory/data-flow-expression-functions':4515 '/en-us/azure/data-factory/data-flow-expressions-usage':4526 '/en-us/azure/data-factory/data-flow-external-call':4537 '/en-us/azure/data-factory/data-flow-filter':2445 '/en-us/azure/data-factory/data-flow-flatten':2454 '/en-us/azure/data-factory/data-flow-flowlet':2465 '/en-us/azure/data-factory/data-flow-join':2475 '/en-us/azure/data-factory/data-flow-lookup':2485 '/en-us/azure/data-factory/data-flow-map-functions':4547 '/en-us/azure/data-factory/data-flow-metafunctions':4556 '/en-us/azure/data-factory/data-flow-new-branch':2495 '/en-us/azure/data-factory/data-flow-parse':2506 '/en-us/azure/data-factory/data-flow-pivot':2517 '/en-us/azure/data-factory/data-flow-rank':2528 '/en-us/azure/data-factory/data-flow-reserved-capacity-overview':1321 '/en-us/azure/data-factory/data-flow-script':2538 '/en-us/azure/data-factory/data-flow-select':2549 '/en-us/azure/data-factory/data-flow-sink':2560 '/en-us/azure/data-factory/data-flow-sort':2571 '/en-us/azure/data-factory/data-flow-source':2582 '/en-us/azure/data-factory/data-flow-stringify':2593 '/en-us/azure/data-factory/data-flow-surrogate-key':2605 '/en-us/azure/data-factory/data-flow-troubleshoot-connector-format':892 '/en-us/azure/data-factory/data-flow-troubleshoot-guide':904 '/en-us/azure/data-factory/data-flow-understand-reservation-charges':1530 '/en-us/azure/data-factory/data-flow-union':2616 '/en-us/azure/data-factory/data-flow-unpivot':2627 '/en-us/azure/data-factory/data-flow-window':2638 '/en-us/azure/data-factory/data-flow-window-functions':4566 '/en-us/azure/data-factory/data-migration-guidance-hdfs-azure-storage':1149 '/en-us/azure/data-factory/data-migration-guidance-netezza-azure-sqldw':1160 '/en-us/azure/data-factory/data-migration-guidance-overview':1334 '/en-us/azure/data-factory/data-migration-guidance-s3-azure-storage':1173 '/en-us/azure/data-factory/data-movement-security-considerations':1634 '/en-us/azure/data-factory/data-transformation-functions':4575 '/en-us/azure/data-factory/delete-activity':2647 '/en-us/azure/data-factory/deploy-linked-arm-templates-with-vsts':5172 '/en-us/azure/data-factory/enable-aad-authentication-azure-ssis-ir':1647 '/en-us/azure/data-factory/enable-customer-managed-key':1659 '/en-us/azure/data-factory/encrypt-credentials-self-hosted-integration-runtime':1670 '/en-us/azure/data-factory/format-avro':2658 '/en-us/azure/data-factory/format-binary':2669 '/en-us/azure/data-factory/format-common-data-model':2680 '/en-us/azure/data-factory/format-delimited-text':2691 '/en-us/azure/data-factory/format-delta':2702 '/en-us/azure/data-factory/format-excel':2713 '/en-us/azure/data-factory/format-iceberg':2724 '/en-us/azure/data-factory/format-json':2735 '/en-us/azure/data-factory/format-orc':2745 '/en-us/azure/data-factory/format-parquet':2755 '/en-us/azure/data-factory/format-xml':2765 '/en-us/azure/data-factory/frequently-asked-questions':1344 '/en-us/azure/data-factory/guidance-for-byod-approach':2776 '/en-us/azure/data-factory/how-to-access-secured-purview-account':1682 '/en-us/azure/data-factory/how-to-assess-your-azure-data-factory-to-fabric-data-factory-migration':1355 '/en-us/azure/data-factory/how-to-clean-up-ssisdb-logs-with-elastic-jobs':4586 '/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-custom-setup':2789 '/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-enterprise-edition':1367 '/en-us/azure/data-factory/how-to-configure-shir-for-log-analytics-collection':2799 '/en-us/azure/data-factory/how-to-create-custom-event-trigger':2810 '/en-us/azure/data-factory/how-to-create-event-trigger':2822 '/en-us/azure/data-factory/how-to-create-schedule-trigger':2832 '/en-us/azure/data-factory/how-to-create-tumbling-window-trigger':2842 '/en-us/azure/data-factory/how-to-data-flow-dedupe-nulls-snippets':1186 '/en-us/azure/data-factory/how-to-data-flow-error-rows':1198 '/en-us/azure/data-factory/how-to-develop-azure-ssis-ir-licensed-components':2854 '/en-us/azure/data-factory/how-to-discover-explore-purview-data':4596 '/en-us/azure/data-factory/how-to-expression-language-functions':2866 '/en-us/azure/data-factory/how-to-fixed-width':4610 '/en-us/azure/data-factory/how-to-ingest-data-into-fabric-from-azure-data-factory':4622 '/en-us/azure/data-factory/how-to-invoke-ssis-package-azure-enabled-dtexec':4634 '/en-us/azure/data-factory/how-to-invoke-ssis-package-managed-instance-agent':4645 '/en-us/azure/data-factory/how-to-invoke-ssis-package-ssdt':4655 '/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity':4668 '/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity-powershell':4679 '/en-us/azure/data-factory/how-to-invoke-ssis-package-stored-procedure-activity':4692 '/en-us/azure/data-factory/how-to-manage-settings':2877 '/en-us/azure/data-factory/how-to-manage-studio-preview-exp':2887 '/en-us/azure/data-factory/how-to-migrate-ssis-job-ssms':5184 '/en-us/azure/data-factory/how-to-run-self-hosted-integration-runtime-in-windows-container':2898 '/en-us/azure/data-factory/how-to-schedule-azure-ssis-integration-runtime':2911 '/en-us/azure/data-factory/how-to-send-email':4703 '/en-us/azure/data-factory/how-to-sqldb-to-cosmosdb':1474 '/en-us/azure/data-factory/how-to-upgrade-your-azure-data-factory-pipelines-to-fabric-data-factory':1379 '/en-us/azure/data-factory/how-to-upgrade-your-azure-synapse-analytics-pipelines-to-fabric-data-factory':1390 '/en-us/azure/data-factory/how-to-use-azure-key-vault-secrets-pipeline-activities':1694 '/en-us/azure/data-factory/how-to-use-sql-managed-instance-with-ir':1487 '/en-us/azure/data-factory/how-to-use-trigger-parameterization':2921 '/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network':1505 '/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-powershell':1706 '/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-ui':1718 '/en-us/azure/data-factory/known-issues-troubleshoot-guide':914 '/en-us/azure/data-factory/load-azure-data-lake-storage-gen2-from-gen1':4715 '/en-us/azure/data-factory/manage-azure-ssis-integration-runtime':2931 '/en-us/azure/data-factory/managed-virtual-network-private-endpoint':1730 '/en-us/azure/data-factory/monitor-configure-diagnostics':2942 '/en-us/azure/data-factory/monitor-data-factory':2952 '/en-us/azure/data-factory/monitor-data-factory-reference':2963 '/en-us/azure/data-factory/monitor-integration-runtime':2974,2984 '/en-us/azure/data-factory/monitor-logs-rest':2997 '/en-us/azure/data-factory/monitor-managed-virtual-network-integration-runtime':3007 '/en-us/azure/data-factory/monitor-programmatically':4726 '/en-us/azure/data-factory/monitor-shir-in-azure':3016 '/en-us/azure/data-factory/monitor-ssis':3027 '/en-us/azure/data-factory/monitor-visually':3037 '/en-us/azure/data-factory/naming-rules':3048 '/en-us/azure/data-factory/parameterize-linked-services':3058 '/en-us/azure/data-factory/parameters-data-flow':3068 '/en-us/azure/data-factory/pipeline-trigger-troubleshoot-guide':925 '/en-us/azure/data-factory/pipelines-disaster-recovery':1208 '/en-us/azure/data-factory/plan-manage-costs':1400 '/en-us/azure/data-factory/policy-reference':1743 '/en-us/azure/data-factory/quickstart-create-data-factory-dot-net':4736 '/en-us/azure/data-factory/quickstart-create-data-factory-python':4746 '/en-us/azure/data-factory/quickstart-create-data-factory-rest-api':4756 '/en-us/azure/data-factory/samples-powershell':4767 '/en-us/azure/data-factory/sap-change-data-capture-advanced-topics':1219 '/en-us/azure/data-factory/sap-change-data-capture-debug-shir-logs':936 '/en-us/azure/data-factory/sap-change-data-capture-introduction-architecture':1516 '/en-us/azure/data-factory/sap-change-data-capture-management':3079 '/en-us/azure/data-factory/sap-change-data-capture-prepare-linked-service-source-dataset':3090 '/en-us/azure/data-factory/sap-change-data-capture-prerequisites-configuration':3100 '/en-us/azure/data-factory/sap-change-data-capture-shir-preparation':3112 '/en-us/azure/data-factory/scenario-ssis-migration-overview':1412 '/en-us/azure/data-factory/scenario-ssis-migration-rules':1422 '/en-us/azure/data-factory/secure-your-azure-data-factory':1755 '/en-us/azure/data-factory/security-and-access-control-troubleshoot-guide':949 '/en-us/azure/data-factory/self-hosted-integration-runtime-auto-update':3121 '/en-us/azure/data-factory/self-hosted-integration-runtime-automation-scripts':5196 '/en-us/azure/data-factory/self-hosted-integration-runtime-diagnostic-tool':961 '/en-us/azure/data-factory/self-hosted-integration-runtime-proxy-ssis':3137 '/en-us/azure/data-factory/self-hosted-integration-runtime-troubleshoot-guide':975 '/en-us/azure/data-factory/solution-template-bulk-copy-from-files-to-database':4781 '/en-us/azure/data-factory/solution-template-bulk-copy-with-control-table':4793 '/en-us/azure/data-factory/solution-template-copy-files-multiple-containers':4805 '/en-us/azure/data-factory/solution-template-copy-new-files-last-modified-date':4817 '/en-us/azure/data-factory/solution-template-databricks-notebook':4828 '/en-us/azure/data-factory/solution-template-delta-copy-with-control-table':4839 '/en-us/azure/data-factory/solution-template-extract-data-from-pdf':4850 '/en-us/azure/data-factory/solution-template-migration-s3-azure':4861 '/en-us/azure/data-factory/solution-template-move-files':4874 '/en-us/azure/data-factory/solution-template-pii-detection-and-masking':1767 '/en-us/azure/data-factory/solution-template-replicate-multiple-objects-sap-cdc':4886 '/en-us/azure/data-factory/source-control':3147 '/en-us/azure/data-factory/ssis-azure-connect-with-windows-auth':1778 '/en-us/azure/data-factory/ssis-azure-files-file-shares':4900 '/en-us/azure/data-factory/ssis-integration-runtime-diagnose-connectivity-faq':985 '/en-us/azure/data-factory/ssis-integration-runtime-management-troubleshoot':995 '/en-us/azure/data-factory/ssis-integration-runtime-ssis-activity-faq':1005 '/en-us/azure/data-factory/store-credentials-in-key-vault':1789 '/en-us/azure/data-factory/supported-file-formats-and-compression-codecs':3158 '/en-us/azure/data-factory/transform-data-databricks-jar':4911 '/en-us/azure/data-factory/transform-data-databricks-job':4921 '/en-us/azure/data-factory/transform-data-databricks-notebook':4931 '/en-us/azure/data-factory/transform-data-databricks-python':4942 '/en-us/azure/data-factory/transform-data-machine-learning-service':4953 '/en-us/azure/data-factory/transform-data-synapse-notebook':4963 '/en-us/azure/data-factory/transform-data-synapse-spark-job-definition':4974 '/en-us/azure/data-factory/transform-data-using-custom-activity':4984 '/en-us/azure/data-factory/transform-data-using-data-lake-analytics':4997 '/en-us/azure/data-factory/transform-data-using-hadoop-hive':5007 '/en-us/azure/data-factory/transform-data-using-hadoop-map-reduce':5018 '/en-us/azure/data-factory/transform-data-using-hadoop-pig':5029 '/en-us/azure/data-factory/transform-data-using-hadoop-streaming':5040 '/en-us/azure/data-factory/transform-data-using-script':5052 '/en-us/azure/data-factory/transform-data-using-spark':5063 '/en-us/azure/data-factory/transform-data-using-stored-procedure':5073 '/en-us/azure/data-factory/tumbling-window-trigger-dependency':3168 '/en-us/azure/data-factory/tutorial-copy-data-portal-private':1801 '/en-us/azure/data-factory/tutorial-data-flow-write-to-lake':1232 '/en-us/azure/data-factory/tutorial-deploy-ssis-virtual-network':1813 '/en-us/azure/data-factory/tutorial-enable-remote-access-intranet-tls-ssl-certificate':1826 '/en-us/azure/data-factory/tutorial-managed-virtual-network-migrate':5207 '/en-us/azure/data-factory/tutorial-managed-virtual-network-on-premise-sql-server':1840 '/en-us/azure/data-factory/tutorial-managed-virtual-network-sql-managed-instance':1854 '/en-us/azure/data-factory/tutorial-pipeline-failure-error-handling':1017 '/en-us/azure/data-factory/tutorial-pipeline-return-value':3179 '/en-us/azure/data-factory/wrangling-functions':5084 '/microsoftdocs/mcp/blob/main/readme.md)':167 '3':138 '365':607,3931 '365/dataverse':3592 'accept':206 'access':172,940,1595,1671,1832,1844,3829,4887 'acl':2244 'across':5143 'activ':395,425,855,864,1133,1691,2004,2014,2022,2043,2056,2067,2078,2089,2098,2111,2121,2131,2154,2164,2176,2200,2209,2218,2224,2234,2248,2260,2641,3032,4408,4420,4426,4614,4663,4674,4686,4978,4994,5004,5015,5022,5033,5043,5055 'ad':640,3635 'addit':2785 'adf':33,222,251,280,304,331,393,423,453,493,526,548,559,580,601,634,675,686,793,866,1014,1170,1180,1193,1252,1291,1303,1311,1331,1471,1525,1577,1588,1631,1655,1689,1727,1762,1780,1798,1876,1996,2190,2216,2246,2361,2500,2511,2522,2543,2554,2565,2576,2587,2599,2610,2621,2632,2653,2773,2851,2917,2939,2987,3021,3034,3064,3076,3154,3165,3202,3220,3251,3263,3275,3283,3293,3308,3320,3359,3397,3411,3437,3449,3460,3473,3486,3511,3595,3607,3675,3865,4035,4059,4115,4138,4194,4227,4238,4327,4347,4389,4464,4486,4499,4509,4519,4531,4604,4612,4673,4697,4712,4778,4790,4795,4814,4825,4846,4870,4883,4897,5002,5013,5099,5112,5140,5156,5169 'adf/synapse':1419 'adl':4707,4771,4856 'advanc':1210 'advisor':1289 'affect':349 'agent':87,131,190,204,4642,5176 'aggreg':2366,4451 'allow':1534,1571 'alter':2376 'amazon':512,1164,1974,3223,3231,3245,3272 'analyt':2795,2937,3316,3471,4993 'answer':1335 'apach':3572 'api':2994,4753 'append':2002 'appfigur':3280 'appli':1022,1209,1220,1413,3038,4450 'architectur':18,56,275,294,302,1263,1423,1507 'arm':1992,2326,5133,5141,5163 'arm/linked':454 'around':906 'array':2058,4461 'artifact':3045 'asana':3290 'assert':2388 'assess':1345,1368,1401,1416 'atlas':3874 'authent':1638,1770 'author':2529 'autom':464,4576,5098,5117,5185 'automat':1238 'autoupd':3115 'avail':157 'avro':2649 'ax':3581 'azur':2,8,37,47,267,367,383,407,412,456,476,487,499,509,520,531,542,553,564,575,589,621,644,651,695,706,717,735,749,781,802,824,835,847,874,899,908,916,944,1026,1118,1129,1145,1154,1167,1242,1277,1329,1337,1346,1362,1371,1381,1394,1407,1440,1463,1467,1476,1482,1495,1535,1550,1562,1574,1582,1598,1605,1609,1619,1641,1684,1697,1709,1735,1745,1775,1784,1804,1864,1889,1901,1915,1931,1971,1981,2024,2031,2080,2145,2226,2270,2279,2287,2299,2304,2311,2322,2357,2369,2664,2686,2697,2708,2719,2730,2740,2750,2760,2779,2793,2827,2861,2868,2879,2905,2924,2944,2948,2958,2967,2979,2991,3010,3023,3042,3053,3132,3142,3210,3236,3304,3313,3329,3342,3355,3368,3381,3392,3406,3420,3432,3446,3456,3469,3482,3495,3507,3520,3527,3537,3560,3568,3617,3624,3638,3694,3702,3716,3727,3739,3750,3757,3780,3795,3806,3817,3870,3884,3891,3900,3909,3921,3940,3951,3961,3971,3982,3992,4005,4016,4023,4042,4068,4079,4086,4124,4171,4182,4213,4243,4256,4277,4287,4294,4305,4317,4334,4357,4368,4375,4399,4406,4443,4581,4588,4628,4639,4650,4718,4728,4738,4748,4758,4775,4821,4892,4906,4926,4937,4944,5024,5035,5057,5068,5079,5091,5102,5120,5128,5166,5179,5198 'azure-data-factori':1 'azure-en':4627 'azure-ssi':382,411,1117,1361,1439,1481,1494,1549,1640,1696,1708,1803,1888,1900,1914,1930,2286,2298,2310,2321,2778,2904,2923,3131,4442 'base':821,2815,4867 'bcdr':1200 'best':14,52,239,248,1018,1215,1223 'bigqueri':3648,3660 'binari':2660 'blob':521,3305 'branch':2488 'bring':2767 'build':32,438,1450 'builder':3200 'built':1733,1924 'built-in':1732,1923 'bulk':4768,4782 'buy':1308 'bw':769,4122,4133 'byok':1653 'cach':4472 'call':4415,4527 'callback':4428 'capabl':79 'capac':293,352,1315 'captur':481 'cassandra':3518 'cast':2397 'categori':90,98,114,210,212 'cdc':322,415,928,1212,1510,3073,3083,3096,3108,3187,4148,4881 'cdm':3627 'chang':479,2400,4809 'child':3172 'choos':281,1258,1267,1276,1356 'ci/cd':449,486,1997,5089,5100,5113,5123,5157 'cleanup':2644,4579 'cloud':759,3672,3945,3977,4092,4099,4111,4159 'code':26,64,417,3181 'collect':2796 'column':1033,2401,2419 'combin':69,2470 'common':498,1336,2671 'compat':3260 'compon':1928,2786,2849 'compress':3152 'comput':1268 'concur':3531 'condit':2088,2133,2408 'configur':24,62,388,392,1438,1545,1557,1568,1604,1615,1768,1802,1841,1855,1870,1882,1908,1940,1948,1961,1970,1980,2001,2011,2019,2054,2065,2086,2096,2129,2152,2162,2195,2204,2213,2222,2252,2278,2333,2353,2365,2375,2407,2417,2428,2437,2446,2466,2476,2486,2496,2507,2518,2531,2539,2550,2561,2572,2583,2594,2606,2617,2628,2639,2648,2659,2670,2681,2692,2703,2714,2725,2736,2746,2756,2766,2790,2800,2823,2833,2932,2964,2998,3071,3091,3101,3113,3122,3138,3159,3185,3219,3556,3633,3690,3779,3869,3899,3908,4177,4198,4262,4283,4293,4313,4333,4353,4363,4374,4395,4405,4424,4611,5019 'connect':979,1871,2359,3209,3623,3939,3950,3960,3970,3981,4041,4085,4242 'connector':332,400,424,502,514,523,534,545,557,566,578,586,599,610,618,632,641,654,661,673,683,692,703,715,726,739,746,760,772,778,791,799,810,822,832,844,886,929,1239,1280,1287,1304,1976,1985,2771,3097,3109,3188,3221,3558,3636,3692,3784,3875,3882,3895,3904,3913,3919,3996,4003,4014,4027,4053,4066,4077,4101,4113,4149,4180,4201,4211,4225,4265,4275,4285,4299,4309,4315,4325,4339,4345,4355,4366,4379,4387,4397 'connector/format':224 'consist':2187 'contain':2895,4802 'content':74,176 'control':371,863,941,1752,2878,3140,4429,4787,4834 'convers':4483 'copi':226,311,854,1132,1457,1795,2191,2199,2208,2217,2223,2233,2247,2259,2266,3155,3242,3255,3267,3299,3324,3337,3350,3363,3376,3389,3401,3415,3427,3441,3453,3464,3477,3490,3502,3515,3563,3577,3588,3599,3611,3644,3656,3668,3697,3711,3722,3733,3745,3766,3786,3790,3801,3812,3823,3836,3847,3858,3927,4055,4119,4130,4153,4165,4188,4219,4231,4381,4613,4704,4769,4783,4798,4806,4830 'cosmos':317,532,1468,3314,3330,3343 'cost':277,350,1317,1397 'couchbas':3541 'cover':50 'creat':2276,2297,2309,2331,2342,2811,4727,4737,4747 'credenti':1583,1661,1781 'cross':2355 'cross-ten':2354 'custom':1650,2046,2777,2801,4161,4976 'customer-manag':1649 'data':3,9,36,38,48,227,253,262,307,344,359,396,432,440,477,480,500,510,536,543,554,569,590,622,645,652,664,696,707,718,729,750,782,803,813,825,836,848,875,884,895,900,909,917,945,971,1027,1037,1048,1055,1059,1069,1079,1089,1098,1101,1111,1130,1143,1152,1156,1162,1181,1194,1203,1221,1228,1243,1271,1278,1312,1323,1338,1347,1372,1386,1395,1408,1433,1512,1526,1563,1594,1599,1610,1620,1628,1675,1739,1746,1760,1796,1834,1850,1865,1943,1952,1965,1972,1982,2006,2012,2025,2032,2049,2060,2070,2081,2091,2101,2103,2113,2136,2146,2157,2169,2179,2186,2227,2255,2267,2271,2292,2370,2391,2402,2412,2423,2451,2460,2471,2481,2491,2502,2513,2524,2533,2545,2556,2567,2578,2589,2601,2612,2623,2634,2665,2672,2676,2687,2698,2709,2720,2731,2741,2751,2761,2806,2818,2828,2838,2862,2869,2880,2945,2956,2959,2968,2980,3043,3054,3061,3143,3175,3191,3204,3211,3237,3243,3256,3270,3281,3284,3291,3294,3302,3318,3327,3338,3353,3356,3366,3369,3377,3382,3390,3404,3418,3428,3442,3454,3467,3480,3493,3503,3516,3521,3528,3538,3547,3551,3561,3569,3578,3583,3593,3600,3612,3618,3625,3639,3645,3651,3657,3663,3669,3680,3685,3695,3703,3712,3717,3723,3728,3734,3740,3746,3751,3758,3767,3774,3781,3791,3796,3802,3807,3813,3818,3824,3831,3839,3850,3859,3871,3885 'data.world':3549 'databas':736,2380,3393,3407,3421,3484,4776,4785,4832 'databrick':3433,4822,4902,4913,4923,4933 'dataop':245,1023 'dataset':1941,2166,2661,2684,3087,4854 'datavers':609 'date':4494 'db':318,533,1469,3315,3331,3344 'db2':585,3557 'debug':926 'decid':1297,1488 'decis':16,54,268,278,1233 'dedup':1174 'default':1991 'defin':1858,1938,1959 'definit':1737,4968 'delet':2640 'delimit':596,2682 'delta':2693,3434,4829 'depend':3163 'deploy':29,67,445,451,2320,4436,5085,5127,5153,5161 'deriv':2418 'descript':214 'design':19,57,295,323,1424,1428 'detect':1177,1756 'develop':11,2843 'devop':457,488,2358,5167 'diagnos':219,871,962,981,986 'diagnost':957,2933,2988,3013 'discount':340,1523 'doc':182 'document':77,175 'drift':1096 'drift/errors':259 'drill':3573 'driven':310,1453 'driver':2770 'dtexec':4630 'dynam':606,3580,3591 'e.g':102,118 'ecc':4169 'edit':1360 'edw':1326 'effici':305,1429 'eloqua':3956 'email':4694 'enabl':1635,1648,2185,4629 'encrypt':363,1656,1660 'endpoint':378,1679,1725,1792,1843,3737,4417,4529 'enterpris':1359 'entra':1637 'environ':1269,5110,5144 'error':225,515,567,642,747,811,1011,1188,2047 'event':2802,2814 'event-bas':2813 'exampl':1250 'excel':2704 'execut':999,2015,2020,4623,4646,4660,4669,4943 'exist':2429 'experi':2884 'expert':5,44 'expiri':3117 'explor':544,3357 'express':442,1883,2034,2148,2858,3199,4506 'extern':862,2100,4528 'extract':4840 'fabric':287,671,681,1351,1376,1385,3193,3842,3853,4619 'factori':4,10,39,49,360,478,501,511,537,570,591,623,646,653,665,697,708,719,730,751,783,804,814,826,837,849,876,901,910,918,946,972,1028,1060,1099,1131,1157,1204,1244,1272,1279,1339,1348,1373,1387,1396,1409,1513,1564,1600,1611,1621,1676,1740,1747,1835,1851,1866,1944,1953,1966,1973,1983,2007,2026,2033,2050,2061,2071,2082,2092,2104,2137,2147,2158,2170,2180,2228,2272,2293,2371,2666,2677,2688,2699,2710,2721,2732,2742,2752,2762,2807,2819,2829,2839,2863,2870,2881,2946,2960,2969,2981,3044,3055,3144,3176,3212,3238,3522,3529,3539,3552,3562,3570,3584,3619,3626,3640,3652,3664,3686,3696,3704,3718,3729,3741,3752,3759,3775,3782,3797,3808,3819,3832,3872,3886,3893,3902,3911,3923,3935,3942,3953,3963,3973,3984,3994,4007,4018,4025,4044,4070,4081,4088,4104,4126,4173,4184,4204,4215,4245,4258,4279,4289,4296,4307,4319,4336,4359,4370,4377,4401,4411,4432,4583,4590,4689,4720,4730,4740,4750,4764,4908,4917,4928,4939,4950,4959,4971,4981,5026,5037,5049,5059,5070,5081,5093,5122,5130,5181 'fail':2042 'failov':1445 'failur':237,619,655,833,1008 'fallback':194 'fault':2196 'featur':982,1213,2237 'fetch':78,174,183,196 'file':108,116,123,128,565,616,2643,2705,2727,3149,3447,3604,4602,4773,4799,4810,4863,4866,4893 'file-bas':4865 'filter':2055,2438 'firewal':376,1541 'fix':221,519,584,638,679,723,734,776,830,841,873,964,988,4599 'fixed-width':4598 'flatten':2447 'flow':228,308,345,397,441,460,885,896,1038,1049,1056,1070,1080,1090,1102,1112,1182,1195,1222,1313,1434,1527,2013,2392,2413,2424,2461,2482,2492,2503,2514,2525,2534,2546,2557,2568,2579,2590,2602,2613,2624,2635,3062,3205,3285,3295,4037,4268,4329,4349,4391,4456,4467,4478,4489,4501,4512,4522,4534,4544,4553,4563,4570,4607 'flowlet':1045,2456 'flows/copy':254 'foreach':2066 'format':401,598,714,725,843,888,2650,2662,2674,2695,2706,2717,2728,2738,2748,2758,3150 'fqdn':1570 'ftp':628,3614 'function':444,2037,4407,4452,4462,4474,4484,4497,4507,4523,4540,4559,4572,5077 'gen1':3385,4708 'gen2':3372,4710,4772,4857 'get':2076 'github':490,3629 'github.com':166 'github.com/microsoftdocs/mcp/blob/main/readme.md)':165 'global':1861,1873 'googl':639,3634,3647,3659,3671,3682 'greenplum':3691 'grid':2803 'group':1446 'guid':164 'guidanc':45,273 'hadoop':5009,5020,5031 'hana':4179 'handl':257,1094,1187 'hbase':3706 'hdfs':263,1142,3714 'hdinsight':5003,5014 'hierarch':2450 'high':1123 'hive':660,3725,4999 'host':387,410,954,967,1665,1817,2336,2346,2891,3104,3125,5188 'hotfix':459,5108 'http':631,3736 'hub':771,1878,4136 'hubspot':3748 'hundr':430 'ibm':3771 'iceberg':2715 'ident':362,1586,1617,1751 'impala':3761 'implement':1199,5088 'import':85,129 'improv':1084 'includ':12 'index':91,211,3458 'info':329 'informix':3772 'infrastructur':1626 'ingest':4616 'inject':1547,1886,1912 'instal':161,163,2845,5191 'instanc':1479,1848,3498 'integr':25,63,405,416,429,491,955,1107,1120,1253,1261,1497,1536,1643,1666,1806,1818,1891,1917,1933,1949,2280,2289,2301,2313,2337,2781,2907,2926,2970,2976,3003,3126,3180,3230,3526,3536,3567,3701,3756,4445,4587,5189,5199 'interpret':236,1006,1248 'intranet':1823 'invok':5064 'ip':1538 'ir':232,313,463,470,968,978,990,1002,1364,1442,1484,1552,1699,1711,2324,2347,2848,2892,3105,3134 'issu':223,504,524,611,662,684,704,727,740,761,800,857,878,889,897,911,930,942,969,992 'jar':4903 'jira':3783 'job':436,466,4904,4914,4967,5011,5177 'join':1493,1695,1707,2467 'json':2726 'key':364,1652,1685,1785,2596 'knowledg':6 'known':907 'l113':243 'l114':271 'l114-l134':270 'l120':105 'l134':272 'l135':298 'l135-l145':297 'l145':299 'l146':327 'l146-l150':326 'l150':328 'l151':356 'l151-l181':355 'l181':357 'l182':390 'l182-l307':389 'l307':391 'l308':420 'l308-l482':419 'l35':104 'l35-l120':103 'l37':217 'l37-l90':216 'l482':421 'l483':447 'l483-l496':446 'l496':448 'l90':218 'l91':242 'l91-l113':241 'lake':555,1229,1324,2694,3370,3383,3435,4992 'lakehous':672,3843 'languag':2035,2859 'larg':1455,4852 'large-scal':1454 'lastmodifiedd':4812 'latest':146 'learn':189,203,4946 'learn-agent-skil':188,202 'learn.microsoft.com':483,495,506,517,528,539,550,561,572,582,593,603,613,625,636,648,657,667,677,688,699,710,721,732,742,753,763,774,785,795,806,816,828,839,851,859,869,880,891,903,913,924,935,948,960,974,984,994,1004,1016,1030,1040,1051,1062,1072,1082,1092,1104,1114,1126,1136,1148,1159,1172,1185,1197,1207,1218,1231,1246,1256,1265,1274,1284,1295,1306,1320,1333,1343,1354,1366,1378,1389,1399,1411,1421,1436,1448,1460,1473,1486,1504,1515,1529,1543,1555,1566,1579,1590,1602,1613,1623,1633,1646,1658,1669,1681,1693,1705,1717,1729,1742,1754,1766,1777,1788,1800,1812,1825,1839,1853,1868,1880,1894,1906,1920,1936,1946,1957,1968,1978,1988,1999,2009,2017,2028,2039,2052,2063,2073,2084,2094,2106,2116,2127,2139,2150,2160,2172,2183,2193,2202,2211,2220,2230,2239,2250,2262,2274,2283,2295,2307,2318,2329,2340,2351,2363,2373,2383,2394,2405,2415,2426,2435,2444,2453,2464,2474,2484,2494,2505,2516,2527,2537,2548,2559,2570,2581,2592,2604,2615,2626,2637,2646,2657,2668,2679,2690,2701,2712,2723,2734,2744,2754,2764,2775,2788,2798,2809,2821,2831,2841,2853,2865,2876,2886,2897,2910,2920,2930,2941,2951,2962,2973,2983,2996,3006,3015,3026,3036,3047,3057,3067,3078,3089,3099,3111,3120,3136,3146,3157,3167,3178,3196,3207,3217,3228,3240,3253,3265,3277,3287,3297,3310,3322 'learn.microsoft.com/en-us/azure/data-factory/apply-dataops':1029 'learn.microsoft.com/en-us/azure/data-factory/author-global-parameters':1867 'learn.microsoft.com/en-us/azure/data-factory/author-management-hub':1879 'learn.microsoft.com/en-us/azure/data-factory/automatic-connector-upgrade':1245 'learn.microsoft.com/en-us/azure/data-factory/azure-integration-runtime-ip-addresses':1542 'learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-express-virtual-network-injection':1893 'learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-package-store':1905 'learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-standard-virtual-network-injection':1919 'learn.microsoft.com/en-us/azure/data-factory/azure-ssis-integration-runtime-virtual-network-configuration':1554 'learn.microsoft.com/en-us/azure/data-factory/better-understand-different-integration-runtime-charges':1255 'learn.microsoft.com/en-us/azure/data-factory/built-in-preinstalled-components-ssis-integration-runtime':1935 'learn.microsoft.com/en-us/azure/data-factory/change-data-capture-from-sap-to-onelake-with-azure-data-factory':3195 'learn.microsoft.com/en-us/azure/data-factory/change-data-capture-troubleshoot':482 'learn.microsoft.com/en-us/azure/data-factory/choose-the-right-integration-runtime-configuration':1264 'learn.microsoft.com/en-us/azure/data-factory/ci-cd-github-troubleshoot-guide':494 'learn.microsoft.com/en-us/azure/data-factory/compute-linked-services':1273 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-column-pattern':1039 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-expression-builder':3206 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-flowlet':1050 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance':1061 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-pipelines':1435 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-sinks':1071 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-sources':1081 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-performance-transformations':1091 'learn.microsoft.com/en-us/azure/data-factory/concepts-data-flow-schema-drift':1103 'learn.microsoft.com/en-us/azure/data-factory/concepts-datasets-linked-services':1945 'learn.microsoft.com/en-us/azure/data-factory/concepts-integration-runtime':1956 'learn.microsoft.com/en-us/azure/data-factory/concepts-integration-runtime-performance':1113 'learn.microsoft.com/en-us/azure/data-factory/concepts-linked-services':1967 'learn.microsoft.com/en-us/azure/data-factory/concepts-roles-permissions':1565 'learn.microsoft.com/en-us/azure/data-factory/configure-azure-ssis-integration-runtime-performance':1125 'learn.microsoft.com/en-us/azure/data-factory/configure-bcdr-azure-ssis-integration-runtime':1447 'learn.microsoft.com/en-us/azure/data-factory/configure-outbound-allow-list-azure-policy':1578 'learn.microsoft.com/en-us/azure/data-factory/connect-data-factory-to-azure-purview':3216 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-marketplace-web-service':3227 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-rds-for-oracle':3239 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-rds-for-sql-server':3252 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-redshift':1977 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-s3-compatible-storage':3264 'learn.microsoft.com/en-us/azure/data-factory/connector-amazon-simple-storage-service':3276 'learn.microsoft.com/en-us/azure/data-factory/connector-appfigures':3286 'learn.microsoft.com/en-us/azure/data-factory/connector-asana':3296 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-blob-storage':3309 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-analytical-store':3321 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-db':3334 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-cosmos-db-mongodb-api':3347 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-explorer':3360 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-lake-storage':3373 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-data-lake-store':3386 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-mariadb':3398 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-mysql':3412 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-database-for-postgresql':3424 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-databricks-delta-lake':3438 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-file-storage':3450 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-search':3461 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-data-warehouse':3474 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-database':3487 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-sql-managed-instance':3499 'learn.microsoft.com/en-us/azure/data-factory/connector-azure-table-storage':3512 'learn.microsoft.com/en-us/azure/data-factory/connector-cassandra':3523 'learn.microsoft.com/en-us/azure/data-factory/connector-concur':3533 'learn.microsoft.com/en-us/azure/data-factory/connector-couchbase':3543 'learn.microsoft.com/en-us/azure/data-factory/connector-dataworld':3553 'learn.microsoft.com/en-us/azure/data-factory/connector-db2':3564 'learn.microsoft.com/en-us/azure/data-factory/connector-deprecation-frequently-asked-questions':505 'learn.microsoft.com/en-us/azure/data-factory/connector-drill':3574 'learn.microsoft.com/en-us/azure/data-factory/connector-dynamics-ax':3585 'learn.microsoft.com/en-us/azure/data-factory/connector-dynamics-crm-office-365':3596 'learn.microsoft.com/en-us/azure/data-factory/connector-file-system':3608 'learn.microsoft.com/en-us/azure/data-factory/connector-ftp':3620 'learn.microsoft.com/en-us/azure/data-factory/connector-github':3630 'learn.microsoft.com/en-us/azure/data-factory/connector-google-adwords':3641 'learn.microsoft.com/en-us/azure/data-factory/connector-google-bigquery':3653 'learn.microsoft.com/en-us/azure/data-factory/connector-google-bigquery-legacy':3665 'learn.microsoft.com/en-us/azure/data-factory/connector-google-cloud-storage':3676 'learn.microsoft.com/en-us/azure/data-factory/connector-google-sheets':3687 'learn.microsoft.com/en-us/azure/data-factory/connector-greenplum':3698 'learn.microsoft.com/en-us/azure/data-factory/connector-hbase':3708 'learn.microsoft.com/en-us/azure/data-factory/connector-hdfs':3719 'learn.microsoft.com/en-us/azure/data-factory/connector-hive':3730 'learn.microsoft.com/en-us/azure/data-factory/connector-http':3742 'learn.microsoft.com/en-us/azure/data-factory/connector-hubspot':3753 'learn.microsoft.com/en-us/azure/data-factory/connector-impala':3763 'learn.microsoft.com/en-us/azure/data-factory/connector-informix':3776 'learn.microsoft.com/en-us/azure/data-factory/connector-jira':3787 'learn.microsoft.com/en-us/azure/data-factory/connector-magento':3798 'learn.microsoft.com/en-us/azure/data-factory/connector-mariadb':3809 'learn.microsoft.com/en-us/azure/data-factory/connector-marketo':3820 'learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-access':3833 'learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-fabric-lakehouse':3844 'learn.microsoft.com/en-us/azure/data-factory/connector-microsoft-fabric-warehouse':3855 'learn.microsoft.com/en-us/azure/data-factory/connector-mongodb':3866 'learn.microsoft.com/en-us/azure/data-factory/connector-mongodb-atlas':3876 'learn.microsoft.com/en-us/azure/data-factory/connector-mongodb-legacy':3887 'learn.microsoft.com/en-us/azure/data-factory/connector-mysql':3896 'learn.microsoft.com/en-us/azure/data-factory/connector-netezza':3905 'learn.microsoft.com/en-us/azure/data-factory/connector-odata':3914 'learn.microsoft.com/en-us/azure/data-factory/connector-odbc':3924 'learn.microsoft.com/en-us/azure/data-factory/connector-office-365':3936 'learn.microsoft.com/en-us/azure/data-factory/connector-oracle':1987 'learn.microsoft.com/en-us/azure/data-factory/connector-oracle-cloud-storage':3947 'learn.microsoft.com/en-us/azure/data-factory/connector-oracle-eloqua':3957 'learn.microsoft.com/en-us/azure/data-factory/connector-oracle-responsys':3967 'learn.microsoft.com/en-us/azure/data-factory/connector-oracle-service-cloud':3978 'learn.microsoft.com/en-us/azure/data-factory/connector-paypal':3988 'learn.microsoft.com/en-us/azure/data-factory/connector-phoenix':3997 'learn.microsoft.com/en-us/azure/data-factory/connector-postgresql':4008 'learn.microsoft.com/en-us/azure/data-factory/connector-postgresql-legacy':4019 'learn.microsoft.com/en-us/azure/data-factory/connector-presto':4028 'learn.microsoft.com/en-us/azure/data-factory/connector-quickbase':4038 'learn.microsoft.com/en-us/azure/data-factory/connector-quickbooks':4048 'learn.microsoft.com/en-us/azure/data-factory/connector-release-stages-and-timelines':1283 'learn.microsoft.com/en-us/azure/data-factory/connector-rest':4060 'learn.microsoft.com/en-us/azure/data-factory/connector-salesforce':4071 'learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-legacy':4082 'learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-marketing-cloud':4093 'learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-service-cloud':4105 'learn.microsoft.com/en-us/azure/data-factory/connector-salesforce-service-cloud-legacy':4116 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-business-warehouse':4127 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-business-warehouse-open-hub':4139 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-change-data-capture':4150 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-cloud-for-customer':4162 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-ecc':4174 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-hana':4185 'learn.microsoft.com/en-us/azure/data-factory/connector-sap-table':4195 'learn.microsoft.com/en-us/azure/data-factory/connector-servicenow':4205 'learn.microsoft.com/en-us/azure/data-factory/connector-servicenow-legacy':4216 'learn.microsoft.com/en-us/azure/data-factory/connector-sftp':4228 'learn.microsoft.com/en-us/azure/data-factory/connector-sharepoint-online-list':4239 'learn.microsoft.com/en-us/azure/data-factory/connector-shopify':4249 'learn.microsoft.com/en-us/azure/data-factory/connector-smartsheet':4259 'learn.microsoft.com/en-us/azure/data-factory/connector-snowflake':4269 'learn.microsoft.com/en-us/azure/data-factory/connector-snowflake-legacy':4280 'learn.microsoft.com/en-us/azure/data-factory/connector-spark':4290 'learn.microsoft.com/en-us/azure/data-factory/connector-sql-server':4300 'learn.microsoft.com/en-us/azure/data-factory/connector-square':4310 'learn.microsoft.com/en-us/azure/data-factory/connector-sybase':4320 'learn.microsoft.com/en-us/azure/data-factory/connector-teamdesk':4330 'learn.microsoft.com/en-us/azure/data-factory/connector-teradata':4340 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-amazon-simple-storage-service':516 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-blob-storage':527 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-cosmos-db':538 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-data-explorer':549 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-data-lake':560 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-files':571 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-azure-table-storage':581 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-db2':592 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-delimited-text':602 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-dynamics-dataverse':612 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-file-system':624 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-ftp-sftp-http':635 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-google-ads':647 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-guide':656 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-hive':666 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-lakehouse':676 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-microsoft-fabric-warehouse':687 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-mongodb':698 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-oracle':709 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-orc':720 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-parquet':731 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-postgresql':741 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-rest':752 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-salesforce':762 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-sap':773 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-servicenow':784 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-sharepoint-online-list':794 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-shopify':805 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-snowflake':815 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-synapse-sql':827 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-teradata':838 'learn.microsoft.com/en-us/azure/data-factory/connector-troubleshoot-xml':850 'learn.microsoft.com/en-us/azure/data-factory/connector-twilio':4350 'learn.microsoft.com/en-us/azure/data-factory/connector-upgrade-advisor':1294 'learn.microsoft.com/en-us/azure/data-factory/connector-upgrade-guidance':1305 'learn.microsoft.com/en-us/azure/data-factory/connector-vertica':4360 'learn.microsoft.com/en-us/azure/data-factory/connector-web-table':4371 'learn.microsoft.com/en-us/azure/data-factory/connector-xero':4382 'learn.microsoft.com/en-us/azure/data-factory/connector-zendesk':4392 'learn.microsoft.com/en-us/azure/data-factory/connector-zoho':4402 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery':5095 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-automate-azure-pipelines':5104 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-hotfix-environment':5114 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-improvements':5124 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-linked-templates':5135 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-manual-promotion':5145 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-resource-manager-custom-parameters':1998 'learn.microsoft.com/en-us/azure/data-factory/continuous-integration-delivery-sample-script':5158 'learn.microsoft.com/en-us/azure/data-factory/control-flow-append-variable-activity':2008 'learn.microsoft.com/en-us/azure/data-factory/control-flow-azure-function-activity':4412 'learn.microsoft.com/en-us/azure/data-factory/control-flow-execute-data-flow-activity':2016 'learn.microsoft.com/en-us/azure/data-factory/control-flow-execute-pipeline-activity':2027 'learn.microsoft.com/en-us/azure/data-factory/control-flow-expression-language-functions':2038 'learn.microsoft.com/en-us/azure/data-factory/control-flow-fail-activity':2051 'learn.microsoft.com/en-us/azure/data-factory/control-flow-filter-activity':2062 'learn.microsoft.com/en-us/azure/data-factory/control-flow-for-each-activity':2072 'learn.microsoft.com/en-us/azure/data-factory/control-flow-get-metadata-activity':2083 'learn.microsoft.com/en-us/azure/data-factory/control-flow-if-condition-activity':2093 'learn.microsoft.com/en-us/azure/data-factory/control-flow-lookup-activity':2105 'learn.microsoft.com/en-us/azure/data-factory/control-flow-power-query-activity':2115 'learn.microsoft.com/en-us/azure/data-factory/control-flow-set-variable-activity':2126 'learn.microsoft.com/en-us/azure/data-factory/control-flow-switch-activity':2138 'learn.microsoft.com/en-us/azure/data-factory/control-flow-system-variables':2149 'learn.microsoft.com/en-us/azure/data-factory/control-flow-until-activity':2159 'learn.microsoft.com/en-us/azure/data-factory/control-flow-validation-activity':2171 'learn.microsoft.com/en-us/azure/data-factory/control-flow-wait-activity':2182 'learn.microsoft.com/en-us/azure/data-factory/control-flow-web-activity':4421 'learn.microsoft.com/en-us/azure/data-factory/control-flow-webhook-activity':4433 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-data-consistency':2192 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-fault-tolerance':2201 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-log':2210 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-monitoring':2219 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-overview':2229 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance':1135 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance-features':2238 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-performance-troubleshooting':858 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-preserve-metadata':2249 'learn.microsoft.com/en-us/azure/data-factory/copy-activity-schema-and-type-mapping':2261 'learn.microsoft.com/en-us/azure/data-factory/copy-data-tool':2273 'learn.microsoft.com/en-us/azure/data-factory/copy-data-tool-metadata-driven':1459 'learn.microsoft.com/en-us/azure/data-factory/create-azure-integration-runtime':2282 'learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime':2294 'learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-deploy-packages':4447 'learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-portal':2306 'learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-powershell':2317 'learn.microsoft.com/en-us/azure/data-factory/create-azure-ssis-integration-runtime-resource-manager-template':2328 'learn.microsoft.com/en-us/azure/data-factory/create-self-hosted-integration-runtime':2339 'learn.microsoft.com/en-us/azure/data-factory/create-shared-self-hosted-integration-runtime-powershell':2350 'learn.microsoft.com/en-us/azure/data-factory/credentials':1589 'learn.microsoft.com/en-us/azure/data-factory/cross-tenant-connections-to-azure-devops':2362 'learn.microsoft.com/en-us/azure/data-factory/data-access-strategies':1601 'learn.microsoft.com/en-us/azure/data-factory/data-factory-private-link':1612 'learn.microsoft.com/en-us/azure/data-factory/data-factory-service-identity':1622 'learn.microsoft.com/en-us/azure/data-factory/data-factory-troubleshoot-guide':868 'learn.microsoft.com/en-us/azure/data-factory/data-factory-ux-troubleshoot-guide':879 'learn.microsoft.com/en-us/azure/data-factory/data-flow-aggregate':2372 'learn.microsoft.com/en-us/azure/data-factory/data-flow-aggregate-functions':4457 'learn.microsoft.com/en-us/azure/data-factory/data-flow-alter-row':2382 'learn.microsoft.com/en-us/azure/data-factory/data-flow-array-functions':4468 'learn.microsoft.com/en-us/azure/data-factory/data-flow-assert':2393 'learn.microsoft.com/en-us/azure/data-factory/data-flow-cached-lookup-functions':4479 'learn.microsoft.com/en-us/azure/data-factory/data-flow-cast':2404 'learn.microsoft.com/en-us/azure/data-factory/data-flow-conditional-split':2414 'learn.microsoft.com/en-us/azure/data-factory/data-flow-conversion-functions':4490 'learn.microsoft.com/en-us/azure/data-factory/data-flow-date-time-functions':4502 'learn.microsoft.com/en-us/azure/data-factory/data-flow-derived-column':2425 'learn.microsoft.com/en-us/azure/data-factory/data-flow-exists':2434 'learn.microsoft.com/en-us/azure/data-factory/data-flow-expression-functions':4513 'learn.microsoft.com/en-us/azure/data-factory/data-flow-expressions-usage':4524 'learn.microsoft.com/en-us/azure/data-factory/data-flow-external-call':4535 'learn.microsoft.com/en-us/azure/data-factory/data-flow-filter':2443 'learn.microsoft.com/en-us/azure/data-factory/data-flow-flatten':2452 'learn.microsoft.com/en-us/azure/data-factory/data-flow-flowlet':2463 'learn.microsoft.com/en-us/azure/data-factory/data-flow-join':2473 'learn.microsoft.com/en-us/azure/data-factory/data-flow-lookup':2483 'learn.microsoft.com/en-us/azure/data-factory/data-flow-map-functions':4545 'learn.microsoft.com/en-us/azure/data-factory/data-flow-metafunctions':4554 'learn.microsoft.com/en-us/azure/data-factory/data-flow-new-branch':2493 'learn.microsoft.com/en-us/azure/data-factory/data-flow-parse':2504 'learn.microsoft.com/en-us/azure/data-factory/data-flow-pivot':2515 'learn.microsoft.com/en-us/azure/data-factory/data-flow-rank':2526 'learn.microsoft.com/en-us/azure/data-factory/data-flow-reserved-capacity-overview':1319 'learn.microsoft.com/en-us/azure/data-factory/data-flow-script':2536 'learn.microsoft.com/en-us/azure/data-factory/data-flow-select':2547 'learn.microsoft.com/en-us/azure/data-factory/data-flow-sink':2558 'learn.microsoft.com/en-us/azure/data-factory/data-flow-sort':2569 'learn.microsoft.com/en-us/azure/data-factory/data-flow-source':2580 'learn.microsoft.com/en-us/azure/data-factory/data-flow-stringify':2591 'learn.microsoft.com/en-us/azure/data-factory/data-flow-surrogate-key':2603 'learn.microsoft.com/en-us/azure/data-factory/data-flow-troubleshoot-connector-format':890 'learn.microsoft.com/en-us/azure/data-factory/data-flow-troubleshoot-guide':902 'learn.microsoft.com/en-us/azure/data-factory/data-flow-understand-reservation-charges':1528 'learn.microsoft.com/en-us/azure/data-factory/data-flow-union':2614 'learn.microsoft.com/en-us/azure/data-factory/data-flow-unpivot':2625 'learn.microsoft.com/en-us/azure/data-factory/data-flow-window':2636 'learn.microsoft.com/en-us/azure/data-factory/data-flow-window-functions':4564 'learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-hdfs-azure-storage':1147 'learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-netezza-azure-sqldw':1158 'learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-overview':1332 'learn.microsoft.com/en-us/azure/data-factory/data-migration-guidance-s3-azure-storage':1171 'learn.microsoft.com/en-us/azure/data-factory/data-movement-security-considerations':1632 'learn.microsoft.com/en-us/azure/data-factory/data-transformation-functions':4573 'learn.microsoft.com/en-us/azure/data-factory/delete-activity':2645 'learn.microsoft.com/en-us/azure/data-factory/deploy-linked-arm-templates-with-vsts':5170 'learn.microsoft.com/en-us/azure/data-factory/enable-aad-authentication-azure-ssis-ir':1645 'learn.microsoft.com/en-us/azure/data-factory/enable-customer-managed-key':1657 'learn.microsoft.com/en-us/azure/data-factory/encrypt-credentials-self-hosted-integration-runtime':1668 'learn.microsoft.com/en-us/azure/data-factory/format-avro':2656 'learn.microsoft.com/en-us/azure/data-factory/format-binary':2667 'learn.microsoft.com/en-us/azure/data-factory/format-common-data-model':2678 'learn.microsoft.com/en-us/azure/data-factory/format-delimited-text':2689 'learn.microsoft.com/en-us/azure/data-factory/format-delta':2700 'learn.microsoft.com/en-us/azure/data-factory/format-excel':2711 'learn.microsoft.com/en-us/azure/data-factory/format-iceberg':2722 'learn.microsoft.com/en-us/azure/data-factory/format-json':2733 'learn.microsoft.com/en-us/azure/data-factory/format-orc':2743 'learn.microsoft.com/en-us/azure/data-factory/format-parquet':2753 'learn.microsoft.com/en-us/azure/data-factory/format-xml':2763 'learn.microsoft.com/en-us/azure/data-factory/frequently-asked-questions':1342 'learn.microsoft.com/en-us/azure/data-factory/guidance-for-byod-approach':2774 'learn.microsoft.com/en-us/azure/data-factory/how-to-access-secured-purview-account':1680 'learn.microsoft.com/en-us/azure/data-factory/how-to-assess-your-azure-data-factory-to-fabric-data-factory-migration':1353 'learn.microsoft.com/en-us/azure/data-factory/how-to-clean-up-ssisdb-logs-with-elastic-jobs':4584 'learn.microsoft.com/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-custom-setup':2787 'learn.microsoft.com/en-us/azure/data-factory/how-to-configure-azure-ssis-ir-enterprise-edition':1365 'learn.microsoft.com/en-us/azure/data-factory/how-to-configure-shir-for-log-analytics-collection':2797 'learn.microsoft.com/en-us/azure/data-factory/how-to-create-custom-event-trigger':2808 'learn.microsoft.com/en-us/azure/data-factory/how-to-create-event-trigger':2820 'learn.microsoft.com/en-us/azure/data-factory/how-to-create-schedule-trigger':2830 'learn.microsoft.com/en-us/azure/data-factory/how-to-create-tumbling-window-trigger':2840 'learn.microsoft.com/en-us/azure/data-factory/how-to-data-flow-dedupe-nulls-snippets':1184 'learn.microsoft.com/en-us/azure/data-factory/how-to-data-flow-error-rows':1196 'learn.microsoft.com/en-us/azure/data-factory/how-to-develop-azure-ssis-ir-licensed-components':2852 'learn.microsoft.com/en-us/azure/data-factory/how-to-discover-explore-purview-data':4594 'learn.microsoft.com/en-us/azure/data-factory/how-to-expression-language-functions':2864 'learn.microsoft.com/en-us/azure/data-factory/how-to-fixed-width':4608 'learn.microsoft.com/en-us/azure/data-factory/how-to-ingest-data-into-fabric-from-azure-data-factory':4620 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-azure-enabled-dtexec':4632 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-managed-instance-agent':4643 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssdt':4653 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity':4666 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-ssis-activity-powershell':4677 'learn.microsoft.com/en-us/azure/data-factory/how-to-invoke-ssis-package-stored-procedure-activity':4690 'learn.microsoft.com/en-us/azure/data-factory/how-to-manage-settings':2875 'learn.microsoft.com/en-us/azure/data-factory/how-to-manage-studio-preview-exp':2885 'learn.microsoft.com/en-us/azure/data-factory/how-to-migrate-ssis-job-ssms':5182 'learn.microsoft.com/en-us/azure/data-factory/how-to-run-self-hosted-integration-runtime-in-windows-container':2896 'learn.microsoft.com/en-us/azure/data-factory/how-to-schedule-azure-ssis-integration-runtime':2909 'learn.microsoft.com/en-us/azure/data-factory/how-to-send-email':4701 'learn.microsoft.com/en-us/azure/data-factory/how-to-sqldb-to-cosmosdb':1472 'learn.microsoft.com/en-us/azure/data-factory/how-to-upgrade-your-azure-data-factory-pipelines-to-fabric-data-factory':1377 'learn.microsoft.com/en-us/azure/data-factory/how-to-upgrade-your-azure-synapse-analytics-pipelines-to-fabric-data-factory':1388 'learn.microsoft.com/en-us/azure/data-factory/how-to-use-azure-key-vault-secrets-pipeline-activities':1692 'learn.microsoft.com/en-us/azure/data-factory/how-to-use-sql-managed-instance-with-ir':1485 'learn.microsoft.com/en-us/azure/data-factory/how-to-use-trigger-parameterization':2919 'learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network':1503 'learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-powershell':1704 'learn.microsoft.com/en-us/azure/data-factory/join-azure-ssis-integration-runtime-virtual-network-ui':1716 'learn.microsoft.com/en-us/azure/data-factory/known-issues-troubleshoot-guide':912 'learn.microsoft.com/en-us/azure/data-factory/load-azure-data-lake-storage-gen2-from-gen1':4713 'learn.microsoft.com/en-us/azure/data-factory/manage-azure-ssis-integration-runtime':2929 'learn.microsoft.com/en-us/azure/data-factory/managed-virtual-network-private-endpoint':1728 'learn.microsoft.com/en-us/azure/data-factory/monitor-configure-diagnostics':2940 'learn.microsoft.com/en-us/azure/data-factory/monitor-data-factory':2950 'learn.microsoft.com/en-us/azure/data-factory/monitor-data-factory-reference':2961 'learn.microsoft.com/en-us/azure/data-factory/monitor-integration-runtime':2972,2982 'learn.microsoft.com/en-us/azure/data-factory/monitor-logs-rest':2995 'learn.microsoft.com/en-us/azure/data-factory/monitor-managed-virtual-network-integration-runtime':3005 'learn.microsoft.com/en-us/azure/data-factory/monitor-programmatically':4724 'learn.microsoft.com/en-us/azure/data-factory/monitor-shir-in-azure':3014 'learn.microsoft.com/en-us/azure/data-factory/monitor-ssis':3025 'learn.microsoft.com/en-us/azure/data-factory/monitor-visually':3035 'learn.microsoft.com/en-us/azure/data-factory/naming-rules':3046 'learn.microsoft.com/en-us/azure/data-factory/parameterize-linked-services':3056 'learn.microsoft.com/en-us/azure/data-factory/parameters-data-flow':3066 'learn.microsoft.com/en-us/azure/data-factory/pipeline-trigger-troubleshoot-guide':923 'learn.microsoft.com/en-us/azure/data-factory/pipelines-disaster-recovery':1206 'learn.microsoft.com/en-us/azure/data-factory/plan-manage-costs':1398 'learn.microsoft.com/en-us/azure/data-factory/policy-reference':1741 'learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-dot-net':4734 'learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-python':4744 'learn.microsoft.com/en-us/azure/data-factory/quickstart-create-data-factory-rest-api':4754 'learn.microsoft.com/en-us/azure/data-factory/samples-powershell':4765 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-advanced-topics':1217 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-debug-shir-logs':934 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-introduction-architecture':1514 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-management':3077 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-prepare-linked-service-source-dataset':3088 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-prerequisites-configuration':3098 'learn.microsoft.com/en-us/azure/data-factory/sap-change-data-capture-shir-preparation':3110 'learn.microsoft.com/en-us/azure/data-factory/scenario-ssis-migration-overview':1410 'learn.microsoft.com/en-us/azure/data-factory/scenario-ssis-migration-rules':1420 'learn.microsoft.com/en-us/azure/data-factory/secure-your-azure-data-factory':1753 'learn.microsoft.com/en-us/azure/data-factory/security-and-access-control-troubleshoot-guide':947 'learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-auto-update':3119 'learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-automation-scripts':5194 'learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-diagnostic-tool':959 'learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-proxy-ssis':3135 'learn.microsoft.com/en-us/azure/data-factory/self-hosted-integration-runtime-troubleshoot-guide':973 'learn.microsoft.com/en-us/azure/data-factory/solution-template-bulk-copy-from-files-to-database':4779 'learn.microsoft.com/en-us/azure/data-factory/solution-template-bulk-copy-with-control-table':4791 'learn.microsoft.com/en-us/azure/data-factory/solution-template-copy-files-multiple-containers':4803 'learn.microsoft.com/en-us/azure/data-factory/solution-template-copy-new-files-last-modified-date':4815 'learn.microsoft.com/en-us/azure/data-factory/solution-template-databricks-notebook':4826 'learn.microsoft.com/en-us/azure/data-factory/solution-template-delta-copy-with-control-table':4837 'learn.microsoft.com/en-us/azure/data-factory/solution-template-extract-data-from-pdf':4848 'learn.microsoft.com/en-us/azure/data-factory/solution-template-migration-s3-azure':4859 'learn.microsoft.com/en-us/azure/data-factory/solution-template-move-files':4872 'learn.microsoft.com/en-us/azure/data-factory/solution-template-pii-detection-and-masking':1765 'learn.microsoft.com/en-us/azure/data-factory/solution-template-replicate-multiple-objects-sap-cdc':4884 'learn.microsoft.com/en-us/azure/data-factory/source-control':3145 'learn.microsoft.com/en-us/azure/data-factory/ssis-azure-connect-with-windows-auth':1776 'learn.microsoft.com/en-us/azure/data-factory/ssis-azure-files-file-shares':4898 'learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-diagnose-connectivity-faq':983 'learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-management-troubleshoot':993 'learn.microsoft.com/en-us/azure/data-factory/ssis-integration-runtime-ssis-activity-faq':1003 'learn.microsoft.com/en-us/azure/data-factory/store-credentials-in-key-vault':1787 'learn.microsoft.com/en-us/azure/data-factory/supported-file-formats-and-compression-codecs':3156 'learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-jar':4909 'learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-job':4919 'learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-notebook':4929 'learn.microsoft.com/en-us/azure/data-factory/transform-data-databricks-python':4940 'learn.microsoft.com/en-us/azure/data-factory/transform-data-machine-learning-service':4951 'learn.microsoft.com/en-us/azure/data-factory/transform-data-synapse-notebook':4961 'learn.microsoft.com/en-us/azure/data-factory/transform-data-synapse-spark-job-definition':4972 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-custom-activity':4982 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-data-lake-analytics':4995 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-hive':5005 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-map-reduce':5016 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-pig':5027 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-hadoop-streaming':5038 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-script':5050 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-spark':5061 'learn.microsoft.com/en-us/azure/data-factory/transform-data-using-stored-procedure':5071 'learn.microsoft.com/en-us/azure/data-factory/tumbling-window-trigger-dependency':3166 'learn.microsoft.com/en-us/azure/data-factory/tutorial-copy-data-portal-private':1799 'learn.microsoft.com/en-us/azure/data-factory/tutorial-data-flow-write-to-lake':1230 'learn.microsoft.com/en-us/azure/data-factory/tutorial-deploy-ssis-virtual-network':1811 'learn.microsoft.com/en-us/azure/data-factory/tutorial-enable-remote-access-intranet-tls-ssl-certificate':1824 'learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-migrate':5205 'learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-on-premise-sql-server':1838 'learn.microsoft.com/en-us/azure/data-factory/tutorial-managed-virtual-network-sql-managed-instance':1852 'learn.microsoft.com/en-us/azure/data-factory/tutorial-pipeline-failure-error-handling':1015 'learn.microsoft.com/en-us/azure/data-factory/tutorial-pipeline-return-value':3177 'learn.microsoft.com/en-us/azure/data-factory/wrangling-functions':5082 'legaci':3880 'licens':2846 'lifecycl':333 'like':372 'limit':21,59,324,1517 'line':100,112,213 'link':117,126,375,1607,1962,3050,3084,5132,5162 'list':790,1572,4236 'load':3190 'local':70 'locat':94 'log':238,933,2206,2794,2936,2989,4578 'logic':1043,2462 'lookup':2097,2477,4473 'loop':2068,2155 'machin':4945 'magento':3793 'make':17,55,269,1234 'manag':991,1393,1478,1585,1616,1651,1720,1836,1847,1877,1896,2867,3001,3497,4762,5202 'manual':5138 'map':35,306,343,439,883,894,1036,1047,1054,1068,1078,1088,1100,1432,2257,2422,2480,2490,2501,2512,2523,2532,2544,2555,2566,2577,2588,2600,2611,2622,2633,3060,3203,4454,4465,4476,4487,4500,4510,4520,4532,4539,4542,4551,4561,4568,4605 'mapreduc':5010 'mariadb':3395,3804 'markdown':193,209 'market':4091 'marketo':3815 'marketplac':3224 'mask':1758 'match':2433 'mcp':152,179 'messag':1012 'metadata':309,1452,2077,2242,2914 'metadata-driven':1451 'metadata.generated':133 'metafunct':4549 'mi':4641 'mi/failover/vnet':316 'microsoft':181,670,680,1636,3214,3828,3841,3852,3930,4592 'microsoftdoc':153,180 'migrat':261,319,467,471,1138,1150,1161,1327,1352,1405,1415,1462,4851,5173,5197 'model':2673 'modern':1380 'mongodb':691,3346,3863,3873,3881 'monitor':402,2214,2943,2949,2954,2965,2975,2992,2999,3008,3017,3024,3029,4717 'month':139 'move':4862 'movement':1629 'multipl':2487,4801,4876 'mysql':3409,3894 'name':3039 'net':4732,4977 'netezza':264,1151,3903 'network':171,370,469,1502,1722,1749,1810,1885,1911,5204 'new':4807 'nosql':3333 'notebook':4823,4924,4956 'notif':3118,4695 'null':1178 'object':4878 'odata':3912 'odbc':3918 'odp':4144 'old':140 'on-prem':1828 'on-premis':1139,4888 'onelak':3194 'onlin':789,4047,4235 'open':770,4135 'oper':3019,3069 'optim':255,289,1064,1074,1128,2236 'option':2651 'oracl':702,1984,3234,3944,3955,3965,3975 'orc':713,2737 'orchestr':920 'outbound':1569 'overrid':1990 'packag':998,1773,1898,1903,4440,4625,4637,4648,4658,4662,4671,4682 'paramet':403,1862,1994,2856,2915 'parameter':3049,3059 'parquet':724,2747 'pars':2497 'pattern':20,27,58,65,296,300,418,1034,1425,3182 'paus':2178 'paypal':3986 'pdfs':4844 'perform':229,244,856,1057,1066,1076,1086,1109,1124,1134,2235 'permiss':1560 'phoenix':3995 'pig':5021 'pii':1759 'pipelin':34,394,458,867,919,1007,1205,1349,1374,1383,1430,1458,1690,2021,2123,2181,2918,3030,3065,3173,4700,4721,4918,4947,4960,5060,5094,5103 'pipelines/triggers':230 'pivot':2508 'plan':283,353,1322,1391,1403,1592 'plus':337,369 'polici':368,1575,1736 'portal':1715,2305,4665 'post':5152 'post-deploy':5151 'postgresql':738,3423,4001,4012 'power':2109 'powershel':1703,2316,2349,4676,4759,5193 'practic':15,53,240,249,1019,1024,1216,1224 'pre':5149 'pre/post':461 'prefer':177,2874 'preinstal':1927 'prem':1830 'premis':1141,4890 'prerequisit':3092 'preserv':2241 'presto':4026 'preview':2883 'price':290,1249 'privat':374,377,1606,1678,1724,1791,1842 'problem':233,546,587,693,779,845 'procedur':4685,5066 'process':3074,4597 'product':5109 'programmat':4716 'promot':5139 'provid':43 'provis':1358,2285 'proxi':3129 'publish':5118 'pull':144 'purview':1673,3215,4593 'python':4742,4934 'queri':185,199,2110,5000 'question':1341 'quick':72 'quick-refer':71 'quickbas':4032 'quickbook':4046 'quota':22,60,325,1518 'rais':2045 'rang':101,1539 'rank':2519 'rds':3232,3246 'read':107,122 'readi':2167 'reconfigur':2922 'redshift':1975 'refer':73,127,1922,2955,4516 'releas':1281 'relev':95 'reliabl':247 'remot':76 'remov':2441 'replic':4875 'repositori':150 'requir':170 'reserv':292,339,1314,1522 'resolv':497,508,541,563,605,690,701,755,797,893,937 'responsi':3966 'rest':745,2993,4052,4416,4752 'return':192,208,2124,3169 'reus':1042,2459 'right':1260 'role':1558 'rout':2134 'row':1175,1189,2377,2432,2442 'rule':1417,3040 'run':434,2888,4438,4635,4656,4680,4901,4922,4932,4954,4985,4998,5008,5053,5148 'runtim':381,399,406,956,1108,1121,1254,1262,1498,1537,1644,1667,1807,1819,1892,1918,1934,1950,2281,2290,2302,2314,2338,2782,2908,2927,2971,2977,3004,3127,4446,5190,5200 'runtimes/compute/connectors':282 's3':265,513,1165,3259,3273,4853 's3-compatible':3258 'salesforc':756,4064,4075,4090,4097,4109 'sap':321,414,766,927,1211,1509,3072,3082,3095,3107,3186,4121,4132,4143,4147,4158,4168,4178,4191,4877,4880 'save':1318 'scale':1456 'schedul':2824,2899 'schema':258,1095,1465,2253 'script':462,2535,4760,4935,4989,5042,5154 'sdk':4733,4743 'sdks':4723 'search':3457 'secret':1687 'section':96 'secur':23,61,354,358,380,938,1531,1553,1593,1625,1672,1744,1782,1794,1814,1827 'security.md':119,120 'security/access':234 'select':2540 'self':386,409,953,966,1664,1816,2335,2345,2890,3103,3124,5187 'self-host':385,408,952,965,1663,1815,2334,2344,2889,3102,3123,5186 'send':4693 'server':3249,3615,4298 'servic':758,1963,3051,3085,3226,3976,4098,4110 'servicenow':777,4199,4209 'session':2205 'set':1874,1986,2119,2385,2552,2574,2872,2928,2934,2985,3080,4303 'setup':2783 'sftp':629,4224 'share':2343 'sharepoint':788,4234 'sheet':3683 'shir':932,2791,3009,3114 'shir/ssis':231 'shopifi':798,4247 'sink':1065,2551 'skill':40,42,84,169,191,205 'skill-azure-data-factory' 'smartsheet':4253 'snippet':1183 'snowflak':809,4263,4273 'solut':1763 'sort':2562 'sourc':433,1075,2472,2573,3139,3532,3542,3707,3762 'source-microsoftdocs' 'sources/sinks/ir':256 'spark':4284,4966,5054 'specifi':111 'split':2409 'sql':315,820,1444,1464,1477,1831,1846,3248,3483,3496,4297,4640,4988,5045,5175 'sql-base':819 'squar':4308 'ssdt':4652 'ssis':285,312,384,413,465,977,989,997,1001,1119,1363,1404,1414,1441,1483,1496,1551,1642,1698,1710,1772,1805,1890,1897,1902,1916,1932,2288,2300,2312,2323,2780,2847,2906,2925,3018,3133,4439,4444,4624,4636,4647,4657,4661,4670,4681,4895,5174 'ssis/databricks/synapse/ml':435 'ssisdb':4577 'stage':334,1282 'standard':1909 'start':2900 'status':1009 'stop':2902 'storag':522,556,577,1146,1168,2812,3261,3306,3371,3384,3509,3673,3946 'store':1779,1904,3317,4684,4868,5065 'strategi':1201,1596 'stream':5032 'string':186,200 'stringifi':2584 'structur':4841 'studio':877,2871,2882 'suggest':141,158 'support':3148 'surrog':2595 'switch':2130 'sybas':4314 'synaps':286,1293,1382,1955,2655,3470,4699,4955,4965 'system':617,2142,3605 'tabl':576,767,2716,3508,4192,4365,4788,4835 'teamdesk':4324 'templat':427,455,1764,1993,2327,4796,4836,4847,4858,4871,5134,5142,5164 'tenant':2356 'teradata':831,4337 'text':597,2683,4601 'text/markdown':207 'time':4496 'timelin':336 'tls':1821 'toler':2197 'tool':154,958,2268 'topic':473,1020,1235,1426,1519,1532,1856,3183,5086 'topic-agent' 'topic-agent-skills' 'topic-agentic-skills' 'topic-agentskill' 'topic-ai-agents' 'topic-ai-coding' 'topic-azure' 'topic-azure-functions' 'topic-azure-kubernetes-service' 'topic-azure-openai' 'topic-azure-sql-database' 'topic-azure-storage' 'transform':1085,2367,2378,2389,2398,2410,2420,2430,2439,2448,2457,2468,2478,2498,2509,2520,2541,2563,2585,2597,2608,2619,2630,3269,3279,3289,3301,3312,3326,3352,3365,3403,3417,3466,3479,3492,3546,3590,3679,3838,3849,3929,4031,4057,4142,4221,4252,4571,4818,5046 'trigger':398,922,2804,2816,2825,2836,2913,3162,4912,4964 'troubleshoot':13,51,215,472,475,485,530,552,574,595,615,627,650,659,669,712,744,765,787,808,818,853,861,882,915,976,996 'truncat':1191 'tumbl':2834,3160 'tune':252,1053,1106,1116 'twilio':4344 'type':2256,2403 'u':4987 'u-sql':4986 'understand':1506,1521 'union':2607 'unpivot':2618 'updat':2381 'upgrad':503,1240,1288,1302,1370 'upgrades/migrations':284 'url':474,1021,1236,1427,1520,1533,1857,3184,5087 'usag':1340 'use':30,82,88,106,121,178,195,422,950,1032,1179,1237,1286,1310,1431,1475,1581,1683,1702,1719,1731,1790,1860,2030,2041,2075,2108,2118,2141,2174,2232,2264,2325,2387,2396,2455,2855,2912,2953,3022,3198,3262,3396,3448,3459,3510,3519,3550,3582,3616,3674,3684,3726,3749,3773,3794,3805,3816,3830,3864,3879,3890,3917,3991,4000,4011,4022,4051,4063,4074,4096,4108,4123,4137,4193,4208,4272,4323,4343,4385,4460,4471,4482,4493,4505,4538,4548,4557,4567,4683,4757,4786,4794,4833,4845,4869,4882,4975,5030,5041,5074,5107 'user':143,160 'util':4631 'v1':3661,4013,4076,4112,4210,4274 'v2':3649,4002,4065,4100,4200,4264 'valid':2163 'valu':2125,3170 'vantag':4338 'variabl':2003,2120,2143 'vault':365,1686,1786 'verif':2188 'version':147 'vertica':4354 'via':931,1677,1714,1833,2303,2315,2990,4134,4223,4638,4659,4722,4731,4751,4879,5165 'virtual':1501,1721,1809,1884,1910,5203 'visual':3028 'vms':3011 'vnet':373,1546,1701,1713,1837,3002 'wait':2175 'warehous':682,3854 'web':3225,4364,4419 'webhook':4425 'webpag':197 'width':4600 'window':1769,2629,2835,2894,3161,4558 'work':341,905 'wrangl':2114,5076 'write':1226 'xero':4378 'xml':842,2757 'zendesk':4386 'zoho':4396","prices":[{"id":"0074a15b-a47c-4292-9cdb-de712331a11d","listingId":"c1173334-6b46-434a-805c-8d393204c574","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"skill-free","isPrimary":true,"details":{"org":"MicrosoftDocs","category":"Agent-Skills","install_from":"skills.sh"},"createdAt":"2026-04-18T21:58:43.044Z"}],"sources":[{"listingId":"c1173334-6b46-434a-805c-8d393204c574","source":"github","sourceId":"MicrosoftDocs/Agent-Skills/azure-data-factory","sourceUrl":"https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-data-factory","isPrimary":false,"firstSeenAt":"2026-04-18T21:58:43.044Z","lastSeenAt":"2026-05-18T18:53:51.479Z"}],"details":{"listingId":"c1173334-6b46-434a-805c-8d393204c574","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"org":"MicrosoftDocs","slug":"azure-data-factory","github":{"repo":"MicrosoftDocs/Agent-Skills","stars":549,"topics":["agent","agent-skills","agentic-skills","agentskill","ai","ai-agents","ai-coding","azure","azure-functions","azure-kubernetes-service","azure-openai","azure-sql-database","azure-storage","azure-virtual-machine","claude-code","github-copilot","microsoft-learn","openai-codex","skills"],"license":"cc-by-4.0","html_url":"https://github.com/MicrosoftDocs/Agent-Skills","pushed_at":"2026-05-17T02:50:05Z","description":"Curated Agent Skills for Microsoft & Azure – giving AI coding assistants structured, real-time expertise from Microsoft Learn docs.","skill_md_sha":"d4e2c989267650be0f4af18393434c411703c8db","skill_md_path":"skills/azure-data-factory/SKILL.md","default_branch":"main","skill_tree_url":"https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-data-factory"},"layout":"multi","source":"github","category":"Agent-Skills","frontmatter":{"name":"azure-data-factory","description":"Expert knowledge for Azure Data Factory development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building ADF pipelines, mapping data flows, SHIR/Azure-SSIS IR, SAP CDC, or SSIS-to-ADF migrations, and other Azure Data Factory related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure Databricks (use azure-databricks), Azure Stream Analytics (use azure-stream-analytics), Azure Logic Apps (use azure-logic-apps).","compatibility":"Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation."},"skills_sh_url":"https://skills.sh/MicrosoftDocs/Agent-Skills/azure-data-factory"},"updatedAt":"2026-05-18T18:53:51.479Z"}}