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Microsoft DP-750 Exam Syllabus Topics:

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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You manage Declarative Automation Bundles by using the Databricks CLI.
                                                      You run the following command in a terminal window.
                                                      databricks bundle init
                                                      What occurs when you run the command?

                                                      A) Jobs or pipelines defined in the bundle are run.
                                                      B) The bundle configuration is validated.
                                                      C) Bundle-defined resources are deployed to the Databricks workspace.
                                                      D) A new Declarative Automation Bundles project structure is created.


                                                      2. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to share curated data with an external organization. The solution must meet the following requirements:
                                                      * The organization will use its own compute platform to query the data.
                                                      * Access to the data must be centrally governed by using Unity Catalog.
                                                      * Administrative effort must be minimized.
                                                      What should you do?

                                                      A) Create a SQL warehouse for external users.
                                                      B) Create a pipeline to move the data to an SFTP server.
                                                      C) Create a Lakeflow Connect pipeline.
                                                      D) Grant workspace access to external users.
                                                      E) Use Delta Sharing.


                                                      3. You have an Azure Databricks account that contains workspaces enabled for Unity Catalog.
                                                      You need to implement audit logging to meet the following requirements:
                                                      * Capture audit logs for all the workspaces in the account.
                                                      * Retain the audit logs for 90 days.
                                                      * Minimize storage and ingestion costs.
                                                      The logs will be reviewed only during security investigations and will NOT be queried regularly.
                                                      To where should you send the audit logs?

                                                      A) an Azure Storage account
                                                      B) Log Analytics
                                                      C) Azure Monitor metrics
                                                      D) Azure Event Hubs


                                                      4. You have an Azure Databticks workspace that is enabled for Unity Catalog and contains a catalog named catalog1.
                                                      You have a group named group!
                                                      You plan to create a schema named schema1 in catalog1.
                                                      You need to ensure that group1 meets the following requirements:
                                                      * Can create tables in schema1
                                                      * Can modify and query tables
                                                      * Cannot grant permissions for the schema and its objects
                                                      How should you complete the SQL statements? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      5. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains two Delta tables named Table1 and Table2 of the same data type.
                                                      Table1 contains a column named Columnl. Table2 contains a column named Column2. You run the following query.
                                                      SELECT Column1
                                                      FROM Table1
                                                      GROUP BY Column1
                                                      HAVING COUNT( " ) > 1
                                                      INTERSECT
                                                      SELECT C0lumn2
                                                      FROM Table2
                                                      GROUP BY Column2
                                                      HAVING COUNT( ' ) > 1;
                                                      What occurs when you run the query?

                                                      A) Values appear in Table more than once.
                                                      B) Values appear in both tables more than once.
                                                      C) Values appear in Table2 but NOT Table1.
                                                      D) Values appear in either table more than once.


                                                      Solutions:

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

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