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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Prepare and process data30-35%- Data ingestion
  • 1. Streaming ingestion using Spark Structured Streaming
    • 2. Auto Loader and CDC ingestion patterns
      • 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
              - Data quality and validation
              • 1. Handling nulls, duplicates, and missing data
                • 2. Pipeline expectations and data quality constraints
                  • 3. Schema enforcement and validation rules
                    Secure and govern data using Unity Catalog15-20%- Data governance fundamentals
                    • 1. Catalog, schema, and table management
                      • 2. Data lineage and auditing
                        - Access control and policies
                        • 1. Attribute-based access control (ABAC)
                          • 2. Row-level and column-level security
                            • 3. Tags and policy enforcement
                              Configure and manage Azure Databricks environments15-20%- Workspace and compute configuration
                              • 1. Cluster types and configuration (job, all-purpose, serverless)
                                • 2. Runtime, Spark, and Photon configuration
                                  • 3. Autoscaling, termination, and performance tuning
                                    - Security and authentication setup
                                    • 1. Access control for compute resources
                                      • 2. Service principals and managed identities
                                        • 3. Azure Key Vault integration
                                          Deploy and manage data pipelines and workloads30-35%- Lakehouse architecture operations
                                          • 1. Delta Live Tables pipelines
                                            • 2. Delta Lake optimization and clustering strategies
                                              - Operational reliability
                                              • 1. Error handling and retries
                                                • 2. Monitoring and logging (Azure Monitor integration)
                                                  - Pipeline design and orchestration
                                                  • 1. Databricks Jobs and Workflows
                                                    • 2. Notebook-based vs declarative pipelines

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

                                                      Question 1

                                                      You have an Azure Databricks workspace that contains a Delta table named Table 1. Table 1 has accumulated obsolete files.
                                                      You need to reduce storage costs. The solution must preserve 30 days of time travel history. Which two actions should you perform? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      A. Run the vacuum command on Table1.
                                                      B. Reduce the deleted file retention period to one day.
                                                      C. Set the delta. logRetentionDuration table property to 30 days.
                                                      D. Run the OPTIMIZE command on Table1
                                                      E. Set the delta.deletedFileRetentionDuration table property to 10 days


                                                      Question 2

                                                      You need to configure compute for the ingestion of telemetry data. The solution must meet the data ingestion and processing requirements.
                                                      What should you do?

                                                      A. Enable Photon acceleration for a job compute cluster.
                                                      B. Move the ingestion pipelines to shared compute.
                                                      C. Disable autoscaling for a job compute cluster.
                                                      D. Increase an all-purpose cluster to a larger fixed node type.


                                                      Question 3

                                                      You have an Azure Databricks workspace that contains the objects shown in the following table.
                                                      Name | Type
                                                      Catalog1 | Catalog
                                                      Schema1 | Schema
                                                      Sales1 | Table
                                                      Notebook1 | Notebook
                                                      Space1 | AI/BI Genie space
                                                      Users often use the following words to refer to a sale: transaction, event, order, and invoice.
                                                      You need to create a knowledge store. The solution must ensure that when the users use any of the words in Space1, Genie queries the Sales1 table. Any other Genie spaces must remain unaffected.
                                                      To which object should you add the instructions?

                                                      A. Notebook1
                                                      B. Sales1
                                                      C. Schema1
                                                      D. Space1


                                                      Question 4

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Payments.
                                                      Payments stores transaction data and contains a column named payment_amount of the Decimal data type.
                                                      You must enforce the following business rule:
                                                      payment_amount must be between 0 and 10,000, inclusive
                                                      You need to ensure that records that violate the rule are rejected when data is written to the Payments table.
                                                      What should you do?

                                                      A. Configure row-level security (RLS) to hide records that have invalid values.
                                                      B. Run SELECT statements to filter out records that have invalid values in payment_amount.
                                                      C. Add a CHECK constraint to payment_amount to enforce the allowed range.
                                                      D. Create a table update trigger.


                                                      Question 5

                                                      You have an Azure Databricks workspace that is enabled for Unity Catalog and contains:
                                                      * A catalog named Corpdb
                                                      * A schema named Finance in the Corpdb catalog
                                                      * A table named Sales in the Finance schema
                                                      You have a group named Analysts.
                                                      You assign the following permissions to Analysts:
                                                      * USE CATALOG on the Corpdb catalog
                                                      * USE SCHEMA on the Finance schema
                                                      * SELECT on the Sales table
                                                      For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                      NOTE: Each correct selection is worth one point.


                                                      Solutions:

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

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