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Following are some reference material for actual Databricks Databricks-Certified-Data-Engineer-Professional exam test
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Monitoring and Troubleshooting | 16% | - Performance Optimization - Troubleshooting - Monitoring |
| Topic 2: Data Quality and Governance | 12% | - Data Quality - Data Lineage - Governance |
| Topic 3: Data Modeling and Storage | 20% | - Storage Optimization - File Formats - Data Modeling |
| Topic 4: Databricks Lakehouse Platform | 24% | - Data Management - Lakehouse Architecture - Delta Lake - Unity Catalog |
| Topic 5: Data Processing | 28% | - Structured Streaming - Data Transformation - ETL Pipelines - Spark SQL |
The DevOps team has configured a production workload as a collection of notebooks scheduled to run daily using the Jobs Ul. A new data engineering hire is onboarding to the team and has requested access to one of these notebooks to review the production logic. What are the maximum notebook permissions that can be granted to the user without allowing accidental changes to production code or data?
Correct Answer: B 🗳️
Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).
A data engineer is brining an existing production Databricks job under asset bundle management and wants to ensure that:
- The job's current configuration is captured as YAML, and all
referenced files are included in their bundle project.
- Future changes to the bundle's YAML will update the existing job in-
place (not create a new job)
How should the data engineer successfully move the production job under asset bundle management?
Correct Answer: A 🗳️
Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).
An external object storage container has been mounted to the location /mnt/finance_eda_bucket.
The following logic was executed to create a database for the finance team:
After the database was successfully created and permissions configured, a member of the finance team runs the following code:
If all users on the finance team are members of the finance group, which statement describes how the tx_sales table will be created?
Correct Answer: A 🗳️
Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).
A data engineer us ingesting JSON files from cloud object storage using Databricks Auto Loader.
The source folder may occasionally receive large files of data, which risks overwhelming the stream. To ensure predictable micro-batch sizes, the team wants to throttle ingestion based on the volume of data scanned at 1 GB, regardless of the number of files. Which Auto Loader configuration should the data engineer used to achieve this?
Correct Answer: D 🗳️
Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).
The data architect has mandated that all tables in the Lakehouse should be configured as external (also known as "unmanaged") Delta Lake tables.
Which approach will ensure that this requirement is met?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4guide members. You can sign-up / login (it's free).
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