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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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 2: Deploy and manage data pipelines and workloads30-35%- Operational reliability
            • 1. Error handling and retries
              • 2. Monitoring and logging (Azure Monitor integration)
                - Pipeline design and orchestration
                • 1. Notebook-based vs declarative pipelines
                  • 2. Databricks Jobs and Workflows
                    - Lakehouse architecture operations
                    • 1. Delta Live Tables pipelines
                      • 2. Delta Lake optimization and clustering strategies
                        Topic 3: Configure and manage Azure Databricks environments15-20%- Workspace and compute configuration
                        • 1. Cluster types and configuration (job, all-purpose, serverless)
                          • 2. Autoscaling, termination, and performance tuning
                            • 3. Runtime, Spark, and Photon configuration
                              - Security and authentication setup
                              • 1. Access control for compute resources
                                • 2. Azure Key Vault integration
                                  • 3. Service principals and managed identities
                                    Topic 4: Prepare and process data30-35%- Data ingestion
                                    • 1. Streaming ingestion using Spark Structured Streaming
                                      • 2. Auto Loader and CDC ingestion patterns
                                        • 3. Batch ingestion using COPY INTO and CTAS
                                          - 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 transformation and modeling
                                                • 1. SQL and PySpark transformations
                                                  • 2. Joins, aggregations, and normalization/denormalization
                                                    • 3. Delta Lake table design and SCD patterns

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question 1

                                                      You need to curate Unity Catalog objects that reference the ERP data. The solution must meet the governance requirements.
                                                      What should you do?

                                                      A. Create a volume in the foreign catalog and store curated Delta tables in the volume.
                                                      B. In the managed analytics catalog, create views that reference foreign catalog tables that use three-level naming.
                                                      C. Run the ALTER TABLE command on the foreign catalog tables to add new columns that are required for analytics.
                                                      D. Create Delta tables directly inside the foreign catalog by running the CREATE TABLE AS SELECT (CTAS) command.


                                                      Question 2

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Tabid.
                                                      Table! is written by batch jobs every hour and is queried frequently by filtering two columns named Customerld and EventDate.
                                                      You expect Table1 to grow significantly over time.
                                                      The rows in Table1 are frequently updated and deleted to support compliance requests.
                                                      You need to keep query performance consistent as Table1 grows. The solution must minimize update and deletion effort.
                                                      What should you include in the solution? To answer, select the appropriate options in the answer area NOTE: Each correct selection is worth one point.


                                                      Question 3

                                                      You have an Azure Databricks workspace named Workspace1 that is attached to a Unity Catalog metastore named metastore1 You need to register an Azure Storage account named account1 that has a hierarchical namespace enabled as an external location The external location must use a managed identity to authenticate to account1 and the solution must follow the principle of least privilege.
                                                      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.


                                                      Question 4

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog You have a complex job named Job1 that contains eight tasks. Job! takes multiple hours to complete During the last job run, the final task fails due to a transient issue.
                                                      You need to retry the last task without rerunning tasks that have already completed.
                                                      What should you do?

                                                      A. Restart Job!
                                                      B. Repair the current job run.
                                                      C. Update the job parameters.
                                                      D. Disable and reenable the job schedule.


                                                      Question 5

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to implement a data lifecycle and expiration solution that meets the following requirements
                                                      * Transaction logs and deleted data files that are older than 90 days must be removed from Delta tables to reclaim storage.
                                                      * All the tables must remain available for querying during the cleanup process.
                                                      * Administrative effort must be minimized
                                                      What should you do for each requirement? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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