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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Deploy and maintain data pipelines and workloads30–35%- Monitor, troubleshoot, and maintain workloads
  • 1. Troubleshoot failures, repair and restart jobs
  • 2. Apply SDLC practices and version control
  • 3. Monitor performance, logs, and execution metrics
- Build and orchestrate pipelines
  • 1. Configure Lakeflow Jobs: schedules, triggers, alerts, retries
  • 2. Design and implement Lakeflow Spark Declarative Pipelines
  • 3. Implement CI/CD with Git, Databricks Asset Bundles, CLI, and APIs
Topic 2: Set up and configure an Azure Databricks environment15–20%- Select and configure compute resources
  • 1. Configure cluster policies, instance pools, and libraries
  • 2. Manage workspace settings, permissions, and networking
  • 3. Choose compute types: serverless, job compute, SQL warehouse, classic compute
- Integrate with Azure services
  • 1. Connect to Azure Data Lake Storage, Azure Data Factory, Microsoft Entra ID
  • 2. Configure monitoring with Azure Monitor and diagnostic settings
Topic 3: Prepare and process data30–35%- Optimize and manage data storage
  • 1. Optimize Delta tables: partitioning, Z-ordering, vacuum, optimize
  • 2. Implement lakehouse architecture and manage table versions
  • 3. Handle structured, semi-structured, and unstructured data
- Ingest and transform data
  • 1. Transform using Spark SQL, PySpark, Scala, and Delta Lake
  • 2. Ingest batch and streaming data from multiple sources
  • 3. Implement schema enforcement, schema drift, and slowly changing dimensions
Topic 4: Secure and govern Unity Catalog objects15–20%- Manage data sharing and permissions
  • 1. Set up external locations and storage credentials
  • 2. Grant and revoke permissions, manage groups and service principals
- Implement data governance and security
  • 1. Configure access control: row-level, column-level, attribute-based security
  • 2. Enforce data quality, lineage, and auditing
  • 3. Manage catalogs, schemas, tables, views, and volumes

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

You use Declarative Automation Bundles to manage two jobs and an app.
You need to deploy the bundle to development and production environments. The solution must meet the following requirements:
* Deploy the app to both environments.
* Deploy only one job to development.
* Minimize administrative effort.
What should you use?

  • A. separate databricks.yml files for each environment
  • B. a variables node in a databricks.yml file
  • C. a targets node in a databricks.yml file
  • D. a resources node in a databricks.yml file
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

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. Apache Spark read APIs
  • D. Auto Loader
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a managed Delta table named Tabid.
Table! is written by batch jobs every hour and is queried frequently by filtering two columns named Customerld and EventDate.
You expect Table1 to grow significantly over time.
The rows in Table1 are frequently updated and deleted to support compliance requests.
You need to keep query performance consistent as Table1 grows. The solution must minimize update and deletion effort.
What should you include in the solution? To answer, select the appropriate options in the answer area NOTE: Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Two features work together to keep performance consistent and update costs low:
OPTIMIZE with ZORDER BY (CustomerId, EventDate). Z-Ordering co-locates rows with the same CustomerId and EventDate values in the same Parquet files. When a query filters on those columns, the Delta engine uses file statistics to skip files that can ' t possibly contain matching rows (data skipping). As the table grows, skipping scales proportionally - query time stays consistent.
Deletion Vectors (delta.enableDeletionVectors = true). When a row is updated or deleted, instead of rewriting the entire Parquet file, Delta marks the affected row in a small companion deletion vector file. This dramatically reduces write amplification for the frequent compliance-driven updates and deletions the question describes. Actual file rewrites are deferred to the next OPTIMIZE run.
Reference: https://learn.microsoft.com/en-us/azure/databricks/delta/data-skipping

You have an Azure Databricks workspace that contains multiple all-purpose clusters. You discover that some clusters remain idle for long periods after users finish their work. You need to reduce compute costs without affecting active workloads. What should you do?

  • A. Enable autoscaling.
  • B. Convert the clusters into job clusters
  • C. Use spot instances.
  • D. Configure automatic termination.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

You have an Azure Databricks workspace that contains a job in Lakeflow Jobs named Job1. Job1 contains multiple tasks.
Failures of non-critical tasks must be logged but must NOT trigger notifications. Notifications must be triggered only when critical tasks have failed, and Job1 has completed You need to configure the job alerting behavior.
What should trigger a notification?

  • A. job success
  • B. a job failure
  • C. task success
  • D. a task failure
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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