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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. Joins, aggregations, and normalization/denormalization
              • 2. SQL and PySpark transformations
                • 3. Delta Lake table design and SCD patterns
                  - 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 quality and validation
                        • 1. Pipeline expectations and data quality constraints
                          • 2. Schema enforcement and validation rules
                            • 3. Handling nulls, duplicates, and missing data
                              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 Live Tables pipelines
                                    • 2. Delta Lake optimization and clustering strategies
                                      - Pipeline design and orchestration
                                      • 1. Databricks Jobs and Workflows
                                        • 2. Notebook-based vs declarative pipelines
                                          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. Cluster types and configuration (job, all-purpose, serverless)
                                                  • 2. Runtime, Spark, and Photon configuration
                                                    • 3. Autoscaling, termination, and performance tuning

                                                      Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

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


                                                      2. You have an Azure Databricks workspace
                                                      You are creating a Lakeflow Spark Declarative Pipelines (SDP) pipeline that scales automatically. You need to configure compute for the pipeline. The solution must minimize operational costs and effort. What should you use?

                                                      A) a single-node, all-purpose cluster
                                                      B) the existing SQL warehouse
                                                      C) a job cluster that uses autoscaling
                                                      D) an all-purpose cluster that uses autoscaling


                                                      3. You have an Azure Databricks workspace that is enabled for Unity Catalog You have an Apache Spark Structured Streaming job that writes data to a Delta table.
                                                      After the cluster restarts, the streaming job reprocesses previously ingested data You need to prevent the streaming job from reprocessing the data after the cluster restarts.
                                                      What should you do?

                                                      A) Configure a checkpoint location for the streaming query.
                                                      B) Enable change data feed (CDF) for the target table.
                                                      C) Increase the trigger interval of the streaming query.
                                                      D) Configure a watermark for the streaming query.


                                                      4. You have an Azure Databricks workspace that is enabled for Unity Catalog. You plan to run the following PySpark code.

                                                      For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.


                                                      5. You have an Azure Databricks workspace that is enabled for Unity Catalog.
                                                      You have a Lakeflow Spark Declarative Pipelines (SDP) pipeline that writes numerical data to a table named Table1 by using a data quality validation rule named rule1.
                                                      You need to modify rule1 to meet the following requirements:
                                                      * Ensure that amount is always greater than 0.
                                                      * Fail the pipeline update for Table1 when data that violates rule1 is detected.
                                                      Which statement should you execute?

                                                      A) @dlt.expect( " rule1 " , " amount > 0 " )
                                                      B) @dlt.expect_or_fail( " rule1 " , " amount > 0 " )
                                                      C) @dlt.expect_or_drop( " rule1 " , " amount > 0 " )
                                                      D) @dlt.expect_all_or_drop({ " rule1 " : " amount > 0 " })


                                                      Solutions:

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

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