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Microsoft DP-750 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Secure and govern Unity Catalog objects15-20%- Implement governance and security
  • 1. Implement data-sharing capabilities
  • 2. Implement access control and permissions
  • 3. Configure Unity Catalog
  • 4. Manage data lineage and auditing
  • 5. Manage catalogs, schemas, and tables
Topic 2: Deploy and maintain data pipelines and workloads30-35%- Manage production workloads
  • 1. Monitor and troubleshoot pipelines
  • 2. Implement CI/CD processes
  • 3. Create and manage Lakeflow Jobs
  • 4. Deploy workloads using Databricks Asset Bundles
  • 5. Maintain production data engineering solutions
  • 6. Optimize workload performance and reliability
  • 7. Integrate Git-based development workflows
Topic 3: Set up and configure an Azure Databricks environment15-20%- Create and configure Azure Databricks workspaces
  • 1. Configure workspace settings
  • 2. Manage Databricks runtimes
  • 3. Configure compute resources and clusters
  • 4. Configure networking and connectivity
Topic 4: Prepare and process data30-35%- Ingest and transform data
  • 1. Model and partition data
  • 2. Implement Delta Lake tables
  • 3. Implement data quality controls
  • 4. Implement streaming data processing
  • 5. Use Auto Loader and batch ingestion
  • 6. Transform data using SQL and Python
  • 7. Optimize storage and table performance
  • 8. Apply medallion architecture patterns

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. You have an Azure Databricks workspace named Workspace1 that contains a Git folder linked to a remote Git repository. The Git folder contains a Databricks notebook named Notebook1.
From the main branch, you create a feature branch named Branch1 and commit changes to Notebook1.
Another user commits changes to Notebook1 in main.
When you attempt to merge Branch1 into main, a merge conflict occurs.
You need to ensure that Notebook1 in main includes the changes from both branches.
What should you do?

A) From Workspace1, clone the main branch as a new Git folder.
B) From Workspace1, clone Branch1 as a new Git folder.
C) Merge main into Branch1, resolve the conflicts, and then complete the merge of Branch1 into main.
D) Apply the changes directly to the main branch.


2. You have an Azure Databricks workspace named Workspace1 that contains a lakehouse and is enabled for Unity Catalog.
You have a connection to a Microsoft SQL Server database named DB1.
You need to expose the schemas and tables of DB1 to meet the following requirements:
* The schemas and tables can be queried in Databricks.
* The schemas and tables appear alongside other Unity Catalog objects.
* The data is NOT copied into Databricks-managed storage.
Solution: You create a foreign catalog in Catalog Explorer.
Does this meet the goal?

A) Yes
B) No


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) Apache Spark read APIs
D) Auto Loader


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


5. You have an Azure Databricks workspace named Workspace1 that contains a takehouse and is enabled for Unity Catalog.
You have a connection to a Microsoft SQL Server database named DB1.
You need to expose the schemas and tables of DB1 to meet the following requirements:
* The schemas and tables can be queried in Databricks.
* The schemas and tables appear alongside other Unity Catalog objects.
* The data is NOT copied into Databricks-managed storage.
Solution: You create a new native catalog in Unity Catalog. Does this meet the goal?

A) Yes
B) No


Solutions:

Question # 1
Answer: C
Question # 2
Answer: A
Question # 3
Answer: B
Question # 4
Answer: A
Question # 5
Answer: B

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