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Microsoft DP-700 Exam Syllabus Topics:

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

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                                    Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q51-Q56):

                                    NEW QUESTION # 51
                                    You have a Fabric workspace that contains a warehouse named Warehouse!. Warehousel contains a table named DimCustomers. DimCustomers contains the following columns:
                                    * CustomerName
                                    * CustomerlD
                                    * BirthDate
                                    * Email
                                    You need to configure security to meet the following requirements:
                                    * BirthDate in DimCustomer must be masked and display 1900-01-01.
                                    * Email in DimCustomer must be masked and display only the first leading character and the last five characters.
                                    How should you complete the statement? To answer, select the appropriate options in the answer are a. NOTE: Each correct selection is worth one point.

                                    Answer:

                                    Explanation:


                                    NEW QUESTION # 52
                                    You need to create a workflow for the new book cover images.
                                    Which two components should you include in the workflow? Each correct answer presents part of the solution.
                                    NOTE: Each correct selection is worth one point.

                                    Answer: D,F


                                    NEW QUESTION # 53
                                    Your company has a team of developers. The team creates Python libraries of reusable code that is used to transform data.
                                    You create a Fabric workspace name Workspace1 that will be used to develop extract, transform, and load (ETL) solutions by using notebooks.
                                    You need to ensure that the libraries are available by default to new notebooks in Workspace1.
                                    Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

                                    Answer:

                                    Explanation:


                                    NEW QUESTION # 54
                                    DRAG DROP
                                    You have a Fabric eventhouse that contains a KQL database. The database contains a table named TaxiData.
                                    The following is a sample of the data in TaxiData.

                                    You need to build two KQL queries. The solution must meet the following requirements:
                                    One of the queries must partition RunningTotalAmount by VendorID.
                                    The other query must create a column named FirstPickupDateTime that shows the first value of each hour from tpep_pickup_datetime partitioned by payment_type.
                                    How should you complete each query? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
                                    NOTE: Each correct selection is worth one point.

                                    Answer:

                                    Explanation:

                                    Explanation:

                                    Partition the RunningTotalAmount by VendorID. - Row_cumsum
                                    The Row_cumsum function computes the cumulative sum of a column while optionally restarting the accumulation based on a condition. In this case, it calculates the cumulative sum of total_amount for each VendorID, restarting when the VendorID changes (VendorID != prev(VendorID)).

                                    Create a column FirstPickupDateTime that shows the first value of each hour from tpep_pickup_datetime, partitioned by payment_type - Row_window_session


                                    NEW QUESTION # 55
                                    You have a table in a Fabric lakehouse that contains the following data.

                                    You have a notebook that contains the following code segment.

                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                    NOTE: Each correct selection is worth one point.

                                    Answer:

                                    Explanation:

                                    Explanation:


                                    NEW QUESTION # 56
                                    ......

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