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Microsoft DP-700 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 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: Secure and govern data in Microsoft Fabric- Data governance and compliance
                  • 1. Data lineage and cataloging
                    • 2. Microsoft Purview integration
                      - Implement data security
                      • 1. Workspace and item-level permissions
                        • 2. Row-level security and column-level security
                          Topic 4: Design and implement data ingestion solutions- Integrate external data sources
                          • 1. Connect to Azure data services
                            • 2. Connect to on-premises and SaaS sources
                              - Ingest batch and streaming data into Microsoft Fabric
                              • 1. Use Pipelines for data movement
                                • 2. Ingest streaming data using Real-Time Analytics
                                  • 3. Use Dataflows Gen2 for ingestion

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                                    DP-700シュミレーション問題集 & DP-700日本語認定対策

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                                    Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric 認定 DP-700 試験問題 (Q65-Q70):

                                    質問 # 65
                                    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.

                                    正解:

                                    解説:

                                    Explanation:

                                    Topic 1, Litware, IncCase Study
                                    This is a case study. Case studies are not timed separately. You can use as much exam time as you would like to complete each case. However, there may be additional case studies and sections on this exam. You must manage your time to ensure that you are able to complete all questions included on this exam in the time provided.
                                    To answer the questions included in a case study, you will need to reference information that is provided in the case study. Case studies might contain exhibits and other resources that provide more information about the scenario that is described in the case study. Each question is independent of the other questions in this case study.
                                    At the end of this case study, a review screen will appear. This screen allows you to review your answers and to make changes before you move to the next section of the exam. After you begin a new section, you cannot return to this section.
                                    To start the case study
                                    To display the first question in this case study, click the Next button. Use the buttons in the left pane to explore the content of the case study before you answer the questions. Clicking these buttons displays information such as business requirements, existing environment, and problem statements. If the case study has an All Information tab, note that the information displayed is identical to the information displayed on the subsequent tabs. When you are ready to answer a question, click the Question button to return to the question.
                                    Overview
                                    Litware, Inc. is a publishing company that has an online bookstore and several retail bookstores worldwide.
                                    Litware also manages an online advertising business for the authors it represents.
                                    Existing Environment. Fabric Environment
                                    Litware has a Fabric workspace named Workspace1. High concurrency is enabled for Workspace1.
                                    The company has a data engineering team that uses Python for data processing.
                                    Existing Environment. Data Processing
                                    The retail bookstores send sales data at the end of each business day, while the online bookstore constantly provides logs and sales data to a central enterprise resource planning (ERP) system.
                                    Litware implements a medallion architecture by using the following three layers: bronze, silver, and gold. The sales data is ingested from the ERP system as Parquet files that land in the Files folder in a lakehouse.
                                    Notebooks are used to transform the files in a Delta table for the bronze and silver layers. The gold layer is in a warehouse that has V-Order disabled.
                                    Litware has i mag e files of book covers in Azure Blob Storage. The files are loaded into the Files folder.
                                    Existing Environment. Sales Data
                                    Month-end sales data is processed on the first calendar day of each month. Data that is older than one month never changes.
                                    In the source system, the sales data refreshes every six hours starting at midnight each day.
                                    The sales data is captured in a Dataflow Gen1 dataflow. When the dataflow runs, new and historical data is captured. The dataflow captures the following fields of the source:
                                    Sales Date
                                    Author
                                    Price
                                    Units
                                    SKU
                                    A table named AuthorSales stores the sales data that relates to each author. The table contains a column named AuthorEmail. Authors authenticate to a guest Fabric tenant by using their email address.
                                    Existing Environment. Security Groups
                                    Litware has the following security groups:
                                    Sales
                                    Fabric Admins
                                    Streaming Admins
                                    Existing Environment. Performance Issues
                                    Business users perform ad-hoc queries against the warehouse. The business users indicate that reports against the warehouse sometimes run for two hours and fail to load as expected. Upon further investigation, the data engineering team receives the following error message when the reports fail to load: "The SQL query failed while running." The data engineering team wants to debug the issue and find queries that cause more than one failure.
                                    When the authors have new book releases, there is often an increase in sales activity. This increase slows the data ingestion process.
                                    The company's sales team reports that during the last month, the sales data has NOT been up-to-date when they arrive at work in the morning.
                                    Requirements. Planned Changes
                                    Litware recently signed a contract to receive book reviews. The provider of the reviews exposes the data in Amazon Simple Storage Service (Amazon S3) buckets.
                                    Litware plans to manage Search Engine Optimization (SEO) for the authors. The SEO data will be streamed from a REST API.
                                    Requirements. Version Control
                                    Litware plans to implement a version control solution in Fabric that will use GitHub integration and follow the principle of least privilege.
                                    Requirements. Governance Requirements
                                    To control data platform costs, the data platform must use only Fabric services and items. Additional Azure resources must NOT be provisioned.
                                    Requirements. Data Requirements
                                    Litware identifies the following data requirements:
                                    Process the SEO data in near-real-time (NRT).
                                    Make the book reviews available in the lakehouse without making a copy of the data.
                                    When a new book cover image arrives in the Files folder, process the image as soon as possible.


                                    質問 # 66
                                    You have a Fabric workspace named Workspace1 that uses version control. Workspace! and Azure DevOps are integrated.
                                    In Azure DevOps. developers create a branch named Branch1 to test extract, transform, and load (ETL) updates.
                                    You need to connect Workspace1 to Branch1. The solution must ensure that all the existing content in Branch1 is available in Workspace1.
                                    What should you do?

                                    正解:A


                                    質問 # 67
                                    You need to ensure that the authors can see only their respective sales data.
                                    How should you complete the statement? 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.

                                    正解:

                                    解説:

                                    Explanation:


                                    質問 # 68
                                    DRAG DROP
                                    You have a Fabric eventhouse that contains a KQL database. The database contains a table named TaxiDat a. 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.

                                    正解:

                                    解説:


                                    質問 # 69
                                    HOTSPOT
                                    You have a Fabric workspace that contains an eventstream named EventStream1.
                                    You discover that an EventStream1 transformation fails.
                                    You need to find the following error information:
                                    The error details, including the occurrence time
                                    The total number of errors
                                    What should you use? To answer, select the appropriate options in the answer area.
                                    NOTE: Each correct selection is worth one point.

                                    正解:

                                    解説:

                                    Explanation:


                                    質問 # 70
                                    ......

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