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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: Azure Data Engineer Associate (DP-203)
Microsoft Certified: Fabric Data Engineer Associate (DP-700)
Exam Duration:100 minutes
Available Languages:English
Exam Format:Multiple choice, Case studies, Scenario-based questions, Interactive items
Passing Score:700
Recommended Training:Microsoft Learn DP-750 Study Guide
DP-750 Training Course (DP-750T00)
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. Row-level and column-level security
    • 2. Tags and policy enforcement
      • 3. Attribute-based access control (ABAC)
        - Data governance fundamentals
        • 1. Catalog, schema, and table management
          • 2. Data lineage and auditing
            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. Schema enforcement and validation rules
                          • 2. Pipeline expectations and data quality constraints
                            • 3. Handling nulls, duplicates, and missing data
                              Configure and manage Azure Databricks environments15-20%- 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)
                                    - Security and authentication setup
                                    • 1. Azure Key Vault integration
                                      • 2. Access control for compute resources
                                        • 3. Service principals and managed identities
                                          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. 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

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      1. 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.


                                                      2. 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) No
                                                      B) Yes


                                                      3. 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) Repair the current job run.
                                                      C) Restart Job!
                                                      D) Update the job parameters.


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


                                                      5. You have an Azure Databricks workspace that uses serverless compute.
                                                      You need to ingest data by using Lakeflow Jobs. New records must be processed as soon as they become available.
                                                      Which type of job trigger should you use for the ingestion?

                                                      A) continuous
                                                      B) manual
                                                      C) file arrival
                                                      D) scheduled


                                                      Solutions:

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

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