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Microsoft DP-700 Exam Syllabus Topics:

SectionObjectives
Topic 1: Secure and govern data in Microsoft Fabric- Implement data security
  • 1. Row-level security and column-level security
    • 2. Workspace and item-level permissions
      - Data governance and compliance
      • 1. Data lineage and cataloging
        • 2. Microsoft Purview integration
          Topic 2: Develop data transformation solutions- Transform data using Spark in Fabric
          • 1. Notebooks in Microsoft Fabric
            • 2. PySpark data processing
              - Data modeling and lakehouse transformation
              • 1. Delta Lake optimization
                • 2. Medallion architecture (Bronze/Silver/Gold)
                  Topic 3: Manage and monitor data solutions- Optimize performance and reliability
                  • 1. Spark job optimization
                    • 2. Capacity and workload management in Fabric
                      - Monitor pipelines and workloads
                      • 1. Configure alerts and logging
                        • 2. Monitor data pipeline runs
                          Topic 4: Design and implement data ingestion solutions- Ingest batch and streaming data into Microsoft Fabric
                          • 1. Ingest streaming data using Real-Time Analytics
                            • 2. Use Pipelines for data movement
                              • 3. Use Dataflows Gen2 for ingestion
                                - Integrate external data sources
                                • 1. Connect to on-premises and SaaS sources
                                  • 2. Connect to Azure data services

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                                    최신 Microsoft Certified: Fabric Data Engineer Associate DP-700 무료샘플문제 (Q83-Q88):

                                    질문 # 83
                                    You have a Fabric workspace that contains a data pipeline named Pipeline! as shown in the exhibit.
                                    (Click the Exhibit tab.) What will occur the next time Pipelinel tuns?

                                    정답：F


                                    질문 # 84
                                    You need to schedule the population of the medallion layers to meet the technical requirements.
                                    What should you do?

                                    정답：A

                                    설명：
                                    The technical requirements specify that:
                                    Medallion layers must be fully populated sequentially (bronze # silver # gold). Each layer must be populated before the next.
                                    If any step fails, the process must notify the data engineers.
                                    Data imports should run simultaneously when possible.
                                    Why Use a Data Pipeline That Calls Other Data Pipelines?
                                    A data pipeline provides a modular and reusable approach to orchestrating the sequential population of medallion layers.
                                    By calling other pipelines, each pipeline can focus on populating a specific layer (bronze, silver, or gold), simplifying development and maintenance.
                                    A parent pipeline can handle:
                                    - Sequential execution of child pipelines.
                                    - Error handling to send email notifications upon failures.
                                    - Parallel execution of tasks where possible (e.g., simultaneous imports into the bronze layer).


                                    질문 # 85
                                    You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse! contains a table named Customer. Customer contains the following data.

                                    You have an internal Microsoft Entra user named User1 that has an email address of user1@contoso.com.
                                    You need to provide User1 with access to the Customer table. The solution must prevent User1 from accessing the CreditCard column.
                                    How should you complete the statement? To answer, select the appropriate options in the answer area.
                                    NOTE: Each correct selection is worth one point.

                                    정답：

                                    설명：

                                    Explanation:


                                    질문 # 86
                                    You are developing a data pipeline named Pipeline1.
                                    You need to add a Copy data activity that will copy data from a Snowflake data source to a Fabric warehouse. Which option from the Settings tab of the Copy data activity must you configure?

                                    정답：B


                                    질문 # 87
                                    You have a Fabric deployment pipeline that uses three workspaces named Dev, Test, and Prod.
                                    You need to deploy an eventhouse as part of the deployment process.
                                    What should you use to add the eventhouse to the deployment process?

                                    정답：B

                                    설명：
                                    A deployment pipeline in Fabric is designed to automate the process of deploying assets (such as reports, datasets, eventhouses, and other objects) between environments like Dev, Test, and Prod. Since you need to deploy an eventhouse as part of the deployment process, a deployment pipeline is the appropriate tool to move this asset through the different stages of your environment.


                                    질문 # 88
                                    ......

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