Microsoft DP-750 dumps - in .pdf

DP-750 pdf
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 25, 2026
  • Q & A: 93 Questions and Answers
  • PDF Price: $59.99
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  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 25, 2026
  • Q & A: 93 Questions and Answers
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DP-750 Testing Engine
  • Exam Code: DP-750
  • Exam Name: Implementing Data Engineering Solutions Using Azure Databricks
  • Updated: Jul 25, 2026
  • Q & A: 93 Questions and Answers
  • Software Price: $59.99
  • Testing Engine

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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Deploy and manage data pipelines and workloads30-35%- Operational reliability
  • 1. Monitoring and logging (Azure Monitor integration)
    • 2. Error handling and retries
      - Lakehouse architecture operations
      • 1. Delta Lake optimization and clustering strategies
        • 2. Delta Live Tables pipelines
          - Pipeline design and orchestration
          • 1. Notebook-based vs declarative pipelines
            • 2. Databricks Jobs and Workflows
              Topic 2: Prepare and process data30-35%- Data ingestion
              • 1. Auto Loader and CDC ingestion patterns
                • 2. Batch ingestion using COPY INTO and CTAS
                  • 3. Streaming ingestion using Spark Structured Streaming
                    - 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. Schema enforcement and validation rules
                            • 2. Handling nulls, duplicates, and missing data
                              • 3. Pipeline expectations and data quality constraints
                                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. Data lineage and auditing
                                        • 2. Catalog, schema, and table management
                                          Topic 4: Configure and manage Azure Databricks environments15-20%- Security and authentication setup
                                          • 1. Service principals and managed identities
                                            • 2. Azure Key Vault integration
                                              • 3. Access control for compute resources
                                                - Workspace and compute configuration
                                                • 1. Autoscaling, termination, and performance tuning
                                                  • 2. Runtime, Spark, and Photon configuration
                                                    • 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 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.


                                                      2. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to ensure that data lineage is captured and can be reviewed for tables accessed by Databricks notebooks and jobs. The solution must minimize administrative effort.
                                                      Which compute configuration should you use to capture the data lineage, and what should you use to review the data lineage? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      3. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You have 500 GB of sales data stored as multiple CSV files in cloud storage.
                                                      You plan to load the data into a Delta table.
                                                      You need to ingest the bulk data by using a solution that meets the following requirements:
                                                      * Minimize how long it takes to implement the solution.
                                                      * Minimize the amount of custom code required.
                                                      What should you use?

                                                      A) file upload
                                                      B) COPY INTO
                                                      C) Auto Loader
                                                      D) Apache Spark read APIs


                                                      4. You have an Azure Databricks workspace named Workspace1 that is attached to a Unity Catalog metastore named metastore1 You need to register an Azure Storage account named account1 that has a hierarchical namespace enabled as an external location The external location must use a managed identity to authenticate to account1 and the solution must follow the principle of least privilege.
                                                      Which three actions should you perform in sequence ' To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.


                                                      5. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You need to implement a data lifecycle and expiration solution that meets the following requirements
                                                      * Transaction logs and deleted data files that are older than 90 days must be removed from Delta tables to reclaim storage.
                                                      * All the tables must remain available for querying during the cleanup process.
                                                      * Administrative effort must be minimized
                                                      What should you do for each requirement? To answer, select the appropriate options in the answer area.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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