Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Updated: Oct 03, 2026
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Ingestion and Integration | 20% | - Batch Data Ingestion - Data Federation - CDC (Change Data Capture) - Stream Data Ingestion - Data Transformation and ETL |
| Topic 2: Data Quality and Governance | 15% | - Data Catalog and Metadata - Data Lineage - Access Control and Security - Data Validation and Cleansing |
| Topic 3: CDP Platform Operations | 15% | - Cloudera Data Platform Architecture - Data Lake and Storage - Cluster Management and Monitoring - Cloudera Flow Management |
| Topic 4: Data Processing with Spark | 30% | - Spark SQL and DataFrames - Spark Core Concepts - Spark Structured Streaming - Spark Performance Optimization - DataFrame and Dataset APIs |
| Topic 5: Data Pipeline Orchestration | 20% | - Pipeline Scheduling and Triggers - Error Handling and Retries - Workflow Dependencies - Apache Airflow on CDP |
Cloudera CDP Data Engineer - Certification Sample Questions:
You're facing a schema mismatch between a Spark DataFrame and a Hive table when trying to write the DataFrame to the table. What are the potential causes and how can you address them?
- A. Modify the Spark DataFrame schema to match the Hive table schema manually
- B. Ignore the schema mismatch and write the data anyway, potentially leading to data corruption
- C. Use HiveQL's ALTER TABLE statement to modify the Hive table schema
- D. Leverage Spark SQL's schema inference capabilities to automatically adjust the DataFrame schema
Correct Answer: D 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
Your team is deploying a Spark application on a Kubernetes cluster. To ensure high availability, you need to decide how many executor instances to configure. Which of the following configurations in your PySpark application would correctly set the number of executor instances?
- A.
- B.
- C.
- D.
Correct Answer: D 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
You want to write the results of a Spark DataFrame operation to a Parquet file for efficient storage and retrieval. What approach can you achieve this efficiently?
- A. Convert the DataFrame to a temporary table and then use HiveQL commands to write to Parquet
- B. Use Spark SQL's CREATE TABLE statement with the Parquet format specified
- C. Leverage the DataFrame.write.parquet() method with appropriate options
- D. Use the DataFrame.write.text() method and specify the output format as Parquet
Correct Answer: C 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
When configuring a Spark job to run on Kubernetes within the Cloudera Data Engineering (CDE. service, which property is crucial for specifying the Docker image to be used by the executors?
- A. spark.kubernetes.container.image
- B. spark.kubernetes.executor.container.image
- C. spark.cde.container.image
- D. spark.executor.image
Correct Answer: B 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
Which of the following is a best practice for organizing tasks within a DAG in Apache Airflow?
- A. Group tasks with similar functionalities using SubDAGs for better readability and maintainability.
- B. Place all tasks directly in the root DAG to simplify monitoring and execution.
- C. Use a single Pythonoperator to execute all tasks as functions for efficiency.
- D. Dynamically generate tasks at runtime to avoid defining them explicitly in the DAG.
Correct Answer: A 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
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