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Microsoft DP-750 Exam Syllabus Topics:

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

Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. 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


2. You have an Azure Databricks workspace that is enabled for Unity Catalog and contains a catalog named CatalogV Catalog1 contains a schema named Schema! and a table named Table1.
You need to ensure that access to the data in Table1 is controlled by using attribute based access control (ABAC).
What should you apply to Table1, and how should you control access for users? 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.
Users report that a Databricks notebook that runs each day takes longer than expected to run.
When reading the Directed Acyclic Graph (DAG), you discover the following issues concerning the Apache Spark stage:
* Most tasks in the stage finish quickly.
* A few tasks in the stage run more slowly.
* The CPU is underutilized at the end of the stage.
* The slow tasks process many more input records.
* The stage is blocked while it waits for the few slow tasks.
What is the root cause of the issues?

A) shuffling
B) caching
C) spilling
D) skewing


4. You need to develop the task logic for a new job in Lakeflow Jobs that processes telemetry data.
Each task must contain only the appropriate logic for its step in the pipeline. The solution must support the planned changes and meet the data ingestion and processing requirements.
What should you do?

A) Create separate tasks for ingestion, cleansing, and curation.
B) Use a single Databricks notebook task that performs ingestion, cleansing, and curation in one script.
C) Use a single SQL task that performs ingestion, cleansing, and curation by running merge commands.
D) Create three tasks that each contains the identical logic and use task retries.


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

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