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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
  • 1. Service principals and managed identities
    • 2. Azure Key Vault integration
      • 3. Access control for compute resources
        - Workspace and compute configuration
        • 1. Cluster types and configuration (job, all-purpose, serverless)
          • 2. Runtime, Spark, and Photon configuration
            • 3. Autoscaling, termination, and performance tuning
              Topic 2: Secure and govern data using Unity Catalog15-20%- Access control and policies
              • 1. Attribute-based access control (ABAC)
                • 2. Row-level and column-level security
                  • 3. Tags and policy enforcement
                    - Data governance fundamentals
                    • 1. Data lineage and auditing
                      • 2. Catalog, schema, and table management
                        Topic 3: Deploy and manage data pipelines and workloads30-35%- Pipeline design and orchestration
                        • 1. Databricks Jobs and Workflows
                          • 2. Notebook-based vs declarative pipelines
                            - Operational reliability
                            • 1. Error handling and retries
                              • 2. Monitoring and logging (Azure Monitor integration)
                                - Lakehouse architecture operations
                                • 1. Delta Live Tables pipelines
                                  • 2. Delta Lake optimization and clustering strategies
                                    Topic 4: Prepare and process data30-35%- Data quality and validation
                                    • 1. Schema enforcement and validation rules
                                      • 2. Handling nulls, duplicates, and missing data
                                        • 3. Pipeline expectations and data quality constraints
                                          - Data ingestion
                                          • 1. Auto Loader and CDC ingestion patterns
                                            • 2. Streaming ingestion using Spark Structured Streaming
                                              • 3. Batch ingestion using COPY INTO and CTAS
                                                - Data transformation and modeling
                                                • 1. Joins, aggregations, and normalization/denormalization
                                                  • 2. SQL and PySpark transformations
                                                    • 3. Delta Lake table design and SCD patterns

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question 1

                                                      You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job! contains three tasks named Task1, Task2. and Task3.
                                                      If Task1 fails, Task2 and Task3 must be prevented from running. Successfully completed tasks must NOT rerun during recovery.
                                                      You need to configure Job1 to support controlled failure handling and recovery What should you configure? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Question 2

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You plan to ingest data from CSV files stored in Azure Data Lake Storage Gen2. New rows are appended frequently.
                                                      You need to implement a data ingestion solution that meets the following requirements:
                                                      * New data must be available in near-real-time (NRT).
                                                      * The data must be stored in managed Delta tables.
                                                      * The solution must minimize custom code and maintenance effort.
                                                      What should you include in the solution?

                                                      A. scheduled Apache Spark batch jobs
                                                      B. Auto Loader
                                                      C. an external table that references the CSV files
                                                      D. an Azure Data Factory pipeline


                                                      Question 3

                                                      You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job! runs every hour.
                                                      Occasionally, the job run takes longer than one hour to complete. Overlapping runs must be prevented to avoid data corruption.
                                                      You need to configure the job scheduling behavior.
                                                      What should you configure? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Question 4

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You have a Lakeflow Spark Declarative Pipelines (SDP) pipeline that writes numerical data to a table named Table1 by using a data quality validation rule named rule1.
                                                      You need to modify rule1 to meet the following requirements:
                                                      * Ensure that amount is always greater than 0.
                                                      * Fail the pipeline update for Table1 when data that violates rule1 is detected.
                                                      Which statement should you execute?

                                                      A. @dlt.expect( " rule1 " , " amount > 0 " )
                                                      B. @dlt.expect_or_fail( " rule1 " , " amount > 0 " )
                                                      C. @dlt.expect_or_drop( " rule1 " , " amount > 0 " )
                                                      D. @dlt.expect_all_or_drop({ " rule1 " : " amount > 0 " })


                                                      Question 5

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a catalog named finance, finance contains two schemas named default and procurement.
                                                      You need to create a table named assets in the procurement schema, assets must contain the following columns:
                                                      * asset.id
                                                      * asset, type
                                                      * asset_name
                                                      How should you complete the SQL statement? To answer, drag the appropriate values to 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.


                                                      Solutions:

                                                      Question 1
                                                      Answer: Only visible for members
                                                      Question 2
                                                      Answer: B
                                                      Question 3
                                                      Answer: Only visible for members
                                                      Question 4
                                                      Answer: B
                                                      Question 5
                                                      Answer: Only visible for members

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