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learn-pr/paths/data-integration-scale-azure-data-factory/index.yml

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metadata:
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title: Data integration at scale Azure Data Factory
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description: Data integration at scale with Azure Data Factory or Azure Synapse Pipeline
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ms.date: 03/19/2024
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author: wwlpublish
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ms.author: jamesh
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: learning-path
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title: Data integration at scale with Azure Data Factory or Azure Synapse Pipeline
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prerequisites: |

learn-pr/paths/optimize-devops-ai-agents-azure/index.yml

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- learn.wwl.manage-azure-boards-using-github-copilot
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- learn.wwl.manage-ado-mcp-server
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- learn.wwl.optimize-azure-reliability-using-sre-agent
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- learn.wwl.use-plan-mode-cloud-ops
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- learn.wwl.transition-traditional-ops-agent-automation
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trophy:
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uid: learn.wwl.optimize-devops-ai-agents-azure.trophy

learn-pr/paths/understand-data-concepts/index.yml

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metadata:
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title: Understand data concepts
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description: Data is key to most business operations and services and an understanding of data is essential in many roles. This learning path covers data concepts, data analytics, and data roles, services, and products.
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ms.date: 02/18/2025
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author: wwlpublish
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ms.author: weslbo
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: learning-path
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title: Understand data concepts
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prerequisites: |

learn-pr/wwl-data-ai/.openpublishing.redirection.wwl-data-ai.json

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{
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"source_path_from_root": "/learn-pr/wwl-data-ai/foundry-sdk/7-summary.yml",
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"redirect_url": "/training/modules/foundry-sdk/8-summary"
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},
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{
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"source_path_from_root": "/learn-pr/wwl-data-ai/orchestrate-data-movement-transformation-azure-data-factory/5a-exercise-integrate-notebook-azure-synapse-pipelines.yml",
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"redirect_url": "/azure/data-factory/quickstart-get-started"
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}
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]
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}
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.introduction
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title: Introduction
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metadata:
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title: Introduction
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description: "Introduction"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 2
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content: |
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[!include[](includes/1-introduction.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.introduction
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title: Introduction
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metadata:
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title: Introduction
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description: "Introduction"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 2
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content: |
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[!include[](includes/1-introduction.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.create-activities-pipelines
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title: Create data factory activities and pipelines
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metadata:
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title: Create data factory activities and pipelines
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description: "Create data factory activities and pipelines"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 9
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content: |
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[!include[](includes/10-create-activities-pipelines.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.create-activities-pipelines
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title: Create data factory activities and pipelines
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metadata:
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title: Create data factory activities and pipelines
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description: "Create data factory activities and pipelines"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 9
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content: |
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[!include[](includes/10-create-activities-pipelines.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.manage-integration-runtime
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title: Manage integration runtimes
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metadata:
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title: Manage integration runtimes
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description: "Manage integration runtimes"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 6
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content: |
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[!include[](includes/11-manage-integration-runtimes.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.manage-integration-runtime
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title: Manage integration runtimes
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metadata:
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title: Manage integration runtimes
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description: "Manage integration runtimes"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 6
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content: |
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[!include[](includes/11-manage-integration-runtimes.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.knowledge-check
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title: Module assessment
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metadata:
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title: Module assessment
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description: "Knowledge check"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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module_assessment: true
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azureSandbox: false
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labModal: false
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durationInMinutes: 3
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quiz:
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questions:
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- content: "Which Azure Data Factory component orchestrates a transformation job or runs a data movement command?"
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choices:
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- content: "Linked Services"
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isCorrect: false
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explanation: "Incorrect. Linked Services is objects that are used to define the connection to data stores or compute resources in Azure."
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- content: "Datasets"
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isCorrect: false
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explanation: "Incorrect. Datasets represent data structures within the data store that is being referenced by the Linked Service object."
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- content: "Activities"
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isCorrect: true
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explanation: "Correct. Activities contain the transformation logic or the analysis commands of the Azure Data Factory’s work."
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- content: "You're moving data from an Azure Data Lake Gen2 store to Azure Synapse Analytics. Which Azure Data Factory integration runtime would be used in a data copy activity?"
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choices:
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- content: "Azure-SSIS"
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isCorrect: false
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explanation: "Incorrect. Azure-SSIS IR is used when you lift and shift existing SSIS workload."
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- content: "Azure"
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isCorrect: true
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explanation: "Correct. When moving data between Azure data platform technologies, the Azure Integration runtime is used when copying data between two Azure data platform."
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- content: "Self-hosted"
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isCorrect: false
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explanation: "Incorrect. Self-hosted IR is used when working with data movement from private networks to the cloud and vice versa."
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.knowledge-check
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title: Module assessment
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metadata:
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title: Module assessment
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description: "Knowledge check"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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module_assessment: true
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azureSandbox: false
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labModal: false
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durationInMinutes: 3
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quiz:
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questions:
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- content: "Which Azure Data Factory component orchestrates a transformation job or runs a data movement command?"
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choices:
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- content: "Linked Services"
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isCorrect: false
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explanation: "Incorrect. Linked Services is objects that are used to define the connection to data stores or compute resources in Azure."
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- content: "Datasets"
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isCorrect: false
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explanation: "Incorrect. Datasets represent data structures within the data store that's being referenced by the Linked Service object."
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- content: "Activities"
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isCorrect: true
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explanation: "Correct. Activities contain the transformation logic or the analysis commands of the Azure Data Factory’s work."
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- content: "You're copying data from an Azure Data Lake Storage Gen2 account to an Azure SQL Database. Which Azure Data Factory integration runtime would be used in this data copy activity?"
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choices:
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- content: "Azure-SSIS"
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isCorrect: false
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explanation: "Incorrect. Azure-SSIS IR is used when lifting and shifting existing SSIS packages to execute in Azure."
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- content: "Azure"
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isCorrect: true
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explanation: "Correct. When copying data between two Azure cloud data stores, the Azure Integration Runtime is used. It automatically determines the appropriate region for the copy."
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- content: "Self-hosted"
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isCorrect: false
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explanation: "Incorrect. Self-hosted IR is used when copying data between private network resources and the cloud, not between two Azure cloud data stores."
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.summary
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title: Summary
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metadata:
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title: Summary
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description: "Summary"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 3
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content: |
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[!include[](includes/13-summary.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.summary
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title: Summary
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metadata:
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title: Summary
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description: "Summary"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 3
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content: |
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[!include[](includes/13-summary.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.understand
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title: Understand Azure Data Factory
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metadata:
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title: Understand Azure Data Factory
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description: "Understand Azure Data Factory"
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ms.date: 06/05/2023
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author: wwlpublish
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ms.author: jamesh
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 4
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content: |
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[!include[](includes/2-understand.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.integrate-data-azure-data-factory.understand
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title: Understand Azure Data Factory
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metadata:
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title: Understand Azure Data Factory
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description: "Understand Azure Data Factory"
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ms.date: 04/30/2026
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author: weslbo
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ms.author: wedebols
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ms.topic: unit
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azureSandbox: false
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labModal: false
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durationInMinutes: 4
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content: |
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[!include[](includes/2-understand.md)]

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