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Microsoft DP-750 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Implementing Data Engineering Solutions Using Azure Databricks
Exam Number:DP-750
Related Certifications:Microsoft Certified: Fabric Data Engineer Associate (DP-700)
Microsoft Certified: Azure Data Engineer Associate (DP-203)
Available Languages:English
Exam Duration:100 minutes
Passing Score:700
Exam Format:Scenario-based questions, Multiple choice, Case studies, Interactive items
Recommended Training:Microsoft Learn DP-750 Study Guide
DP-750 Training Course (DP-750T00)
Exam Registration:Official Microsoft Certification Page
Pearson VUE Exam Scheduling
Sample Questions:Microsoft DP-750 Sample Questions
Exam Way:Online proctored exam via Pearson VUE
Pre Condition:Recommended experience with Azure Databricks, SQL, Python, and basic Azure services (Entra ID, Data Factory, Key Vault, Azure Storage).
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/implementing-data-engineering-solutions-using-azure-databricks/

Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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
              Topic 2: Prepare and process data30-35%- 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. 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
                                Topic 3: 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. Monitoring and logging (Azure Monitor integration)
                                      • 2. Error handling and retries
                                        - Pipeline design and orchestration
                                        • 1. Notebook-based vs declarative pipelines
                                          • 2. Databricks Jobs and Workflows
                                            Topic 4: 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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question 1

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


                                                      Question 2

                                                      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.


                                                      Question 3

                                                      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. Create a volume in the foreign catalog and store curated Delta tables in the volume.
                                                      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 4

                                                      You have an Azure Databricks workspace
                                                      You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?

                                                      A. the existing SQL warehouse
                                                      B. a single-node, all-purpose cluster
                                                      C. an all-purpose cluster that uses autoscaling
                                                      D. a job cluster that uses autoscaling


                                                      Question 5

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a Delta table named Orders You load the Orders table into an Apache Spark DataFrame named df.
                                                      You need to create a DataFrame that excludes rows where the order amount is null.
                                                      Solution: You run the following expression.
                                                      df-fillna(0, subset=[ ' order_amount ' ])
                                                      Does this meet the goal?

                                                      A. Yes
                                                      B. No


                                                      Solutions:

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

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