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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Topic 2: Apache Spark Development & Processing | 48% | - Spark Architecture & Execution Model
|
| Topic 3: Deployment & Operations | 10% | - CDP Data Engineering Service
|
| Topic 4: Workflow Orchestration | 15% | - Pipeline Development
|
| Topic 5: Integration & Optimization | 5% | - Troubleshooting
|
Cloudera CDP Data Engineer - Certification Sample Questions:
1. When tuning Spark applications, why is it important to adjust the spark.executor.cores configuration?
A) To determine the number of partitions created during shuffle operations
B) To directly control the amount of memory available to each executor
C) To specify the number of tasks that can be run in parallel on a single executor
D) To limit the maximum size of Spark's internal data structures
2. You need to filter data from a Hive table based on a specific date range. Which approach would be most efficient and maintainable?
A) Leverage HiveQL's built-in filtering capabilities with a WHERE clause
B) Convert the Hive table to a temporary table and then use Spark SQL filtering
C) Implement a custom filter function in Spark to process each row individually
D) Use Spark SQL functions like filter with a date comparison expression
3. What is the best practice for handling DAG dependencies in Apache Airflow when one DAG's output is another DAG's input?
A) Use the TriggerDagRunOperator to trigger one DAG from another upon completion.
B) Directly call one DAG from another using the PythonOperator.
C) Manually trigger the dependent DAG after the first DAG completes.
D) Use the ExternalTaskSensor to wait for a task in another DAG to complete.
4. You want to write the results of a Spark DataFrame back to a Hive table. How can you achieve this efficiently?
A) Implement a custom function to write individual rows to the Hive table
B) Convert the DataFrame to a temporary table and then use HiveQL operations
C) Use the hiveContext.sql("lNSERT INTO table_name SELECT FROM df') method
D) Use the DataFrame.write.saveAsTable("table_name") method
5. How does dynamic schema inference impact the processing of streaming data in real-time analytics platforms?
A) It significantly increases the latency of data processing operations.
B) It enables the platform to adapt to changes in data format without downtime.
C) It decreases the overall throughput of the analytics platform.
D) It requires streaming data to be stored before its schema can be inferred.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: B |






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