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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Secure and govern data using Unity Catalog15-20%- Data governance fundamentals
  • 1. Catalog, schema, and table management
    • 2. Data lineage and auditing
      - Access control and policies
      • 1. Attribute-based access control (ABAC)
        • 2. Tags and policy enforcement
          • 3. Row-level and column-level security
            Topic 2: 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 Lake optimization and clustering strategies
                      • 2. Delta Live Tables pipelines
                        Topic 3: Prepare and process data30-35%- Data transformation and modeling
                        • 1. SQL and PySpark transformations
                          • 2. Delta Lake table design and SCD patterns
                            • 3. Joins, aggregations, and normalization/denormalization
                              - Data ingestion
                              • 1. Streaming ingestion using Spark Structured Streaming
                                • 2. Batch ingestion using COPY INTO and CTAS
                                  • 3. Auto Loader and CDC ingestion patterns
                                    - Data quality and validation
                                    • 1. Schema enforcement and validation rules
                                      • 2. Pipeline expectations and data quality constraints
                                        • 3. Handling nulls, duplicates, and missing data
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                                          • 1. Service principals and managed identities
                                            • 2. Access control for compute resources
                                              • 3. Azure Key Vault integration
                                                - 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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to implement a daily batch data process that requires complex and highly customized Python transformations. The solution must minimize additional complexity.
                                                      What should you include in the solution?

                                                      A) a Databricks notebook triggered by a job
                                                      B) an Azure Data Factory pipeline that has data flows
                                                      C) a continuous job in Lakeflow Jobs
                                                      D) a Lakeflow Spark Declarative Pipelines (SDP) pipeline


                                                      2. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1. Job1 contains multiple tasks.
                                                      Failures of non-critical tasks must be logged but must NOT trigger notifications. Notifications must be triggered only when critical tasks have failed, and Job1 has completed You need to configure the job alerting behavior.
                                                      What should trigger a notification?

                                                      A) task success
                                                      B) job success
                                                      C) a task failure
                                                      D) a job failure


                                                      3. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a catalog named CatalogV Catalog1 contains a schema named Schema! and a table named Table1.
                                                      You need to ensure that access to the data in Table1 is controlled by using attribute based access control (ABAC).
                                                      What should you apply to Table1, and how should you control access for users? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      4. 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.


                                                      5. 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.


                                                      Solutions:

                                                      Question # 1
                                                      Answer: A
                                                      Question # 2
                                                      Answer: D
                                                      Question # 3
                                                      Answer: Only visible for members
                                                      Question # 4
                                                      Answer: Only visible for members
                                                      Question # 5
                                                      Answer: Only visible for members

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