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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
Related Certifications:Microsoft Certified: Azure Data Engineer Associate (DP-203)
Microsoft Certified: Fabric Data Engineer Associate (DP-700)
Passing Score:700
Exam Format:Multiple choice, Case studies, Scenario-based questions, Interactive items
Recommended Training:DP-750 Training Course (DP-750T00)
Microsoft Learn DP-750 Study Guide
Exam Registration:Pearson VUE Exam Scheduling
Official Microsoft Certification Page
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
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
            Deploy and manage data pipelines and workloads30-35%- 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
                    - Operational reliability
                    • 1. Monitoring and logging (Azure Monitor integration)
                      • 2. Error handling and retries
                        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 ingestion
                              • 1. Batch ingestion using COPY INTO and CTAS
                                • 2. Auto Loader and CDC ingestion patterns
                                  • 3. Streaming ingestion using Spark Structured Streaming
                                    - Data quality and validation
                                    • 1. Handling nulls, duplicates, and missing data
                                      • 2. Schema enforcement and validation rules
                                        • 3. Pipeline expectations and data quality constraints
                                          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. Runtime, Spark, and Photon configuration
                                                  • 2. Cluster types and configuration (job, all-purpose, serverless)
                                                    • 3. Autoscaling, termination, and performance tuning

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. You have an Azure Databricks workspace named Workspace1 that contains a takehouse and is enabled for Unity Catalog.
                                                      You have a connection to a Microsoft SQL Server database named DB1.
                                                      You need to expose the schemas and tables of DB1 to meet the following requirements:
                                                      * The schemas and tables can be queried in Databricks.
                                                      * The schemas and tables appear alongside other Unity Catalog objects.
                                                      * The data is NOT copied into Databricks-managed storage.
                                                      Solution: You create a new native catalog in Unity Catalog. Does this meet the goal?

                                                      A) Yes
                                                      B) No


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


                                                      3. You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1.
                                                      Job! runs every hour.
                                                      Occasionally, the job run takes longer than one hour to complete. Overlapping runs must be prevented to avoid data corruption.
                                                      You need to configure the job scheduling behavior.
                                                      What should you configure? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      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.
                                                      You have an Apache Spark Structured Streaming job named Job! that processes data continuously and fails periodically due to transient errors You need to ensure that Job! meets the following requirements
                                                      * Resumes processing from the point that Job1 failed
                                                      * Minimizes how long it takes to restart Job!
                                                      * Minimizes the costs to restart Job!
                                                      What should you do?

                                                      A) Implement checkpointing.
                                                      B) Decrease the retry interval.
                                                      C) Increase the minimum number of nodes in the cluster
                                                      D) Add an alert and manually restart Job1.


                                                      Solutions:

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

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