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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Databricks Lakehouse Platform | 24% | - Lakehouse Architecture - Delta Lake - Data Management - Unity Catalog |
| Topic 2: Monitoring and Troubleshooting | 16% | - Performance Optimization - Monitoring - Troubleshooting |
| Topic 3: Data Processing | 28% | - ETL Pipelines - Spark SQL - Data Transformation - Structured Streaming |
| Topic 4: Data Quality and Governance | 12% | - Governance - Data Quality - Data Lineage |
| Topic 5: Data Modeling and Storage | 20% | - Data Modeling - File Formats - Storage Optimization |
A data engineer is creating a daily reporting job. There are two reporting notebooks--one for weekdays and one for weekends. An "if/else condition" task is configured as
{{job.start_time.is_weekday}} == true to route the job to either the weekday or weekend notebook tasks. The same job would be used across multiple time zones. Which action should a senior data engineer take upon reviewing the job to merge or reject the pull request?
Correct Answer: A 🗳️
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Each configuration below is identical to the extent that each cluster has 400 GB total of RAM, 160 total cores and only one Executor per VM.
Given a job with at least one wide transformation, which of the following cluster configurations will result in maximum performance?
Correct Answer: B 🗳️
Explanation: Only visible for ExamBoosts members. You can sign-up / login (it's free).
A data engineer wants to enforce the principle of least privilege when configuring ACLs for Databricks jobs in a collaborative workspace. Which approach should the data engineer use?
Correct Answer: B 🗳️
Explanation: Only visible for ExamBoosts members. You can sign-up / login (it's free).
An analytics team wants to run a short-term experiment in Databricks SQL on the customer transactions Delta table (about 20 billion records) created by the data engineering team. Which strategy should the data engineering team use to ensure minimal downtime and no impact on the ongoing ETL processes?
Correct Answer: B 🗳️
Explanation: Only visible for ExamBoosts members. You can sign-up / login (it's free).
A data engineer inherits a Delta table with historical partitions by country that are badly skewed.
Queries often filter by high-cardinality customer_id and vary across dimensions over time. The engineer wants a strategy that avoids a disruptive full rewrite, reduces sensitivity to skewed partitions, and sustains strong query performance as access patterns evolve. Which two actions should the data engineer take? (Choose two.)
Correct Answer: A,E 🗳️
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