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 |
|---|---|---|
| Topic 1: Deployment & Operations | 10% | - CDP Data Engineering Service
|
| Topic 2: Apache Spark Development & Processing | 48% | - Spark Streaming & Structured Streaming
|
| Topic 3: Integration & Optimization | 5% | - Hive & Spark Integration
|
| Topic 4: Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Topic 5: Workflow Orchestration | 15% | - Apache Airflow
|
Cloudera CDP Data Engineer - Certification Sample Questions:
Which tool or API is primarily used for monitoring and inspecting the performance of Spark applications in real-time?
A Spark History Server
- A. Hadoop YARN ResourceManager UI
- B. Spark Web UI
- C. Apache Ambari
Correct Answer: A 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
You're working with an Airflow DAG that performs data quality checks on sensitive dat a. How can you ensure data security during the checks?
- A. Store sensitive data like thresholds and comparison values directly within the DAG code.
- B. Implement data masking techniques to obfuscate sensitive information during the checks.
- C. All of the above
- D. Utilize environment variables to store sensitive data and access them within the PythonOperator.
Correct Answer: B,D 🗳️
You need to design a DAG that can be easily monitored and visualized for performance insights. How can you achieve this?
- A. Utilize Airflow's built-in metrics and monitoring features like the Airflow web UI to track DAG execution and task performance.
- B. Implement custom logic within each task to send detailed performance metrics to external monitoring tools.
- C. All of the above
- D. Implement alerts and notifications within the DAG to trigger upon specific events or performance thresholds.
Correct Answer: A,C 🗳️
You're tasked with scheduling an ETL pipeline in Airflow that extracts data from a database, transforms it, and loads it into a data warehouse. How can you achieve this using Airflow operators?
- A. Leverage dedicated operators like PostgresHook for extraction, custom Python operators for transformation, and S3Hook for loading.
- B. Implement a single custom Python script containing the entire ETL logic and call it within a BashOperator.
- C. Utilize Airflow's built-in ETL operators like BigQueryOperator or MySqlOperator (these operators are specific to certain data sources and not generally applicable for all ETL pipelines).
- D. Use three separate Python operators for each stage (extract, transform, loaD. and chain them together in the DAG.
Correct Answer: A 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
Your ETL pipeline processes sensitive dat
a. How can you ensure data security within Airflow?
- A. Store passwords and other sensitive data directly within your Airflow code.
- B. Grant everyone access to the Airflow web UI to monitor and manage the pipeline.
- C. Use environment variables to store sensitive credentials for accessing data sources.
- D. Implement encryption for sensitive data at rest and in transit.
Correct Answer: D 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
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