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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
Exam Duration:100 minutes
Available Languages:English
Exam Format:Multiple choice, Case studies, Scenario-based questions, Interactive items
Passing Score:700
Related Certifications:Microsoft Certified: Azure Data Engineer Associate (DP-203)
Microsoft Certified: Fabric Data Engineer Associate (DP-700)
Recommended Training:DP-750 Training Course (DP-750T00)
Microsoft Learn DP-750 Study Guide
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: Prepare and process data30-35%- 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 transformation and modeling
        • 1. Delta Lake table design and SCD patterns
          • 2. Joins, aggregations, and normalization/denormalization
            • 3. SQL and PySpark transformations
              - Data quality and validation
              • 1. Pipeline expectations and data quality constraints
                • 2. Handling nulls, duplicates, and missing data
                  • 3. Schema enforcement and validation rules
                    Topic 2: Deploy and manage data pipelines and workloads30-35%- Operational reliability
                    • 1. Error handling and retries
                      • 2. Monitoring and logging (Azure Monitor integration)
                        - Lakehouse architecture operations
                        • 1. Delta Live Tables pipelines
                          • 2. Delta Lake optimization and clustering strategies
                            - Pipeline design and orchestration
                            • 1. Notebook-based vs declarative pipelines
                              • 2. Databricks Jobs and Workflows
                                Topic 3: Secure and govern data using Unity Catalog15-20%- Access control and policies
                                • 1. Attribute-based access control (ABAC)
                                  • 2. Tags and policy enforcement
                                    • 3. Row-level and column-level security
                                      - Data governance fundamentals
                                      • 1. Catalog, schema, and table management
                                        • 2. Data lineage and auditing
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                                          • 1. Access control for compute resources
                                            • 2. Service principals and managed identities
                                              • 3. Azure Key Vault integration
                                                - Workspace and compute configuration
                                                • 1. Runtime, Spark, and Photon configuration
                                                  • 2. Autoscaling, termination, and performance tuning
                                                    • 3. Cluster types and configuration (job, all-purpose, serverless)

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace that contains a Git folder and uses Azure Repos as the Git provider.
                                                      From the main branch, you create a branch named Branch1. You commit changes to Branch1.
                                                      You need to incorporate the changes from Branch1 into main The solution must preserve the commit history in the repository. Which command should you run?

                                                      A) merge
                                                      B) pull
                                                      C) Push
                                                      D) rebase


                                                      2. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to create an external volume named Volume1 in an existing schema. Volume1 must expose files from an Azure Storage container. The solution must meet the following requirements:
                                                      * Ensure that authentication does NOT require storing credentials in Databricks
                                                      * Ensure that users can access the files, but NOT modify the files.
                                                      * Follow the principle of least privilege
                                                      Which type of authentication should you configure, and which permission should you grant to the users? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      3. You need to configure the telemetry pipeline to support the planned changes for pipeline orchestration and address the resiliency issues.
                                                      What should you do?

                                                      A) Create a single Databricks notebook that contains all the ingestion, cleansing, and curation logic in sequential cells.
                                                      B) Create three separate jobs and schedule them to run at staggered times.
                                                      C) Use Azure Data Factory to orchestrate three separate Databricks notebook activities and define the task dependencies between each notebook activity.
                                                      D) Use Lakeflow Jobs and define task dependencies between the ingestion, cleansing, and curation tasks.


                                                      4. You have an Azure Databricks workspace.
                                                      You need to ingest streaming data from Azure Event Hubs by using Apache Spark Structured Streaming The solution must authenticate to Event Hubs and read the event payload.
                                                      How should you complete the PySpark code segment? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      5. Which ingestion option should you recommend for each data source? To answer, drag the appropriate options to the correct data sources. Each option 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.


                                                      Solutions:

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

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