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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integration & Optimization | 5% | - Troubleshooting
|
| Topic 2: Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Topic 3: Deployment & Operations | 10% | - CDP Data Engineering Service
|
| Topic 4: Apache Spark Development & Processing | 48% | - Spark Streaming & Structured Streaming
|
| Topic 5: Workflow Orchestration | 15% | - Pipeline Development
|
Your Spark application involves complex data transformations requiring multiple shuffles. How can you leverage Spark's in- memory caching mechanisms to improve performance?
A Use rdd.persist(StorageLevel.MEMORY_ONLY) for all intermediate RDDs
Correct Answer: B 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
What is the purpose of the Airflow XCom feature?
Correct Answer: A 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
What is the key benefit of using the Cloudera Data Engineering service compared to building and managing data pipelines manually?
Correct Answer: D 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
You need to design a DAG that can be easily paused, resumed, or skipped based on specific conditions. How can you achieve this functionality?
Correct Answer: C 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
You're working with a complex DataFrame containing nested structures (e.g., arrays of structs). How can you access and manipulate data within these nested structures?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Dump members. You can sign-up / login (it's free).
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