- Exam Code: CDP-3002
- Exam Name: CDP Data Engineer - Certification Exam
- Certification Provider: Cloudera
- Corresponding Certification:Cloudera Certification
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Apache Spark Development & Processing | 48% | - Spark Streaming & Structured Streaming
|
| Integration & Optimization | 5% | - Hive & Spark Integration
|
| Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Deployment & Operations | 10% | - CDP Data Engineering Service
|
| Workflow Orchestration | 15% | - Pipeline Development
|
Cloudera CDP Data Engineer - Certification Sample Questions:
You're integrating data quality checks into a complex ETL pipeline with numerous tasks and dependencies. How can you ensure the checks are executed in the correct order and don't interfere with other pipeline tasks?
- A. Schedule the data quality checks as a separate DAG and trigger it after the ETL pipeline completes.
- B. Utilize Airflow upstream/downstream dependencies to define the execution order between check tasks and other pipeline tasks.
- C. Implement a custom script to manage the execution of the data quality checks independently.
- D. Run all tasks (ETL and checks) concurrently, assuming they are independent.
Correct Answer: B 🗳️
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Which component of the Cloudera Data Engineering service is responsible for managing and scheduling data pipelines?
- A. CDH Management Console
- B. Cloudera Scheduler
- C. Cloudera Manager
- D. Cloudera Navigator
Correct Answer: B 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
When creating a partitioned table in Hive, what does the clause PARTITIONED BY specify?
- A. The default file format for data storage
- B. The replication factor for the HDFS data blocks
- C. The column(s) used to divide the table into partitions
- D. The compression algorithm used for data storage
Correct Answer: C 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
In a CI/CD pipeline, what is a key consideration when integrating Cloudera Data Engineering (CDE. service API calls for deploying Spark jobs, specifically regarding security?
- A. Disabling TLS for API endpoints to simplify integration
- B. Hardcoding API keys in the pipeline scripts
- C. Incorporating API token rotation and secure secret management practices
- D. Using generic Spark Docker images for all jobs to avoid API customization
Correct Answer: C 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
What does the appearance of "Filter Early" in an Explain Plan suggest about the execution strategy of a SQL query in Cloudera's SQL engines?
- A. It suggests that the query optimizer has chosen to apply filtering operations as early as possible to reduce data volume
- B. It indicates that filtering operations are postponed until the end of the query execution
- C. It signals that the query will bypass filtering operations to improve performance
- D. It means that all filtering operations are applied after join operations
Correct Answer: A 🗳️
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