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Microsoft DP-750 Exam Syllabus Topics:

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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

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


                                                      2. You have an Azure Databricks workspace named Workspace1 that contains a cluster named Cluster1.
                                                      You need to enable a user named User1 to install a Maven package on all the nodes of Cluster1. The solution must follow the principle of least privilege.
                                                      What should you do?

                                                      A) Grant User1 the CAN MANAGE permission for Cluster1.
                                                      B) Grant User1 the CAN RESTART permission for Cluster1.
                                                      C) Assign User1 the Contributor role for the resource group that contains Workspace1.
                                                      D) Assign User1 the workspace admins role for Workspace1.


                                                      3. You have an Azure Databricks workspace named Workspace1. You create a compute cluster named Cluser1 that will be used to ingest data.
                                                      You need to install the required libraries on Cluster 1. The solution must use Unity Catalog for access control.
                                                      What should you do?

                                                      A) Upload the libraries to Workspace1 and install the libraries on Cluster1.
                                                      B) Install the libraries by using pip3.
                                                      C) Install the libraries on Cluster1 and manually restart the cluster.
                                                      D) Create a custom dependency management script and run the script from a Databricks notebook.


                                                      4. You have an Azure Databricks job named Job1 that contains an ingestion task named Task1 and transformation task named Task2. You need to ensure that if Task1 fails, the task retries automatically, and Task2 is prevented from running How should you configure Job1? 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 a managed Delta table named Payments.
                                                      Payments stores transaction data and contains a column named payment_amount of the Decimal data type.
                                                      You must enforce the following business rule:
                                                      payment_amount must be between 0 and 10,000, inclusive
                                                      You need to ensure that records that violate the rule are rejected when data is written to the Payments table.
                                                      What should you do?

                                                      A) Add a CHECK constraint to payment_amount to enforce the allowed range.
                                                      B) Configure row-level security (RLS) to hide records that have invalid values.
                                                      C) Create a table update trigger.
                                                      D) Run SELECT statements to filter out records that have invalid values in payment_amount.


                                                      Solutions:

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

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