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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Platform Operations | - Cluster and workload management
|
| Data Ingestion and Integration | - Batch and streaming ingestion
|
| Data Processing and Transformation | - SQL analytics engines
|
| Data Storage and Modeling | - Data lake architecture
|
| Data Governance and Security | - Data governance
|
Cloudera CDP Data Engineer - Certification Sample Questions:
1. How can you utilize Spark's lineage tracking feature to improve the efficiency of your data pipelines?
A) Leverage lineage information to identify and recompute only the affected data after failures
B) Use lineage tracking to optimize the order of transformations for better performance
C) Manually track the lineage of each transformation for debugging purposes
D) Spark's lineage tracking doesn't offer any performance benefits
2. You want to track changes to an Iceberg table over time for auditing purposes. Which combination of Iceberg features would best support this?
A) Hidden partitioning and Iceberg audit logs
B) Snapshots and manifest lists
C) Metadata tables and time travel
D) Snapshots and partition evolution
3. 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.executor.image
B) spark.cde.container.image
C) spark.kubernetes.executor.container.image
D) spark.kubernetes.container.image
4. In Hive, what impact does setting the hive.exec.dynamic.partition.mode to nonstrict have on dynamic partitioning operations?
A) It disables dynamic partitioning, requiring all partitions to be predefined.
B) It restricts the insertion of data to existing partitions only.
C) It allows the creation of new partitions dynamically based on the input data values.
D) It enforces that at least one static partition be specified in the query.
5. What is the role of an Operator in an Apache Airflow DAG?
A To schedule DAG runs based on time or external triggers
A) To store metadata and logs for tasks and DAGs
B) To monitor the execution of DAGs and provide notifications
C) To represent a single task or a step within a DAG
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: B |
