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1. You are designing a genomics analysis application and need to set up an Apache Oozie job to execute a single MapReduce workflow at 12:00 AM EST every day.
Which Oozie job type should you implement?

A) Workflow
B) Coordinator
C) Bundle
D) JobTracker

2. Which of the following best describes the purpose of database normalization in a relational database schema?

A) Reducing data redundancy
B) Enforcing referential integrity
C) Increasing data security
D) Improving query performance

3. A company needs to fill an opening for a key tactical data governance position. The new hire is to be a subject matter expert on customer data and ensure the data policies and standards are adhered to on a daily basis. This role bridges the gap between a data governance program and its execution.
What is a suitable job title for this role?

A) Data scientist
B) Data miner
C) Data steward
D) Data engineer

4. An organization wants to simplify the data ingestion configuration process through simple click, drag, and drop type actions.
Which tool provides an easy to use graphical user interface for building data pipeline data flows?

A) Apache Airflow
B) Apache Hadoop
C) Apache Spark
D) Apache Pig

5. With Apache Kafka, what is an advantage of implementing the Publish/Subscribe messaging system over Point-to-Point messaging system?

A) Any message published to a topic is received only by a few subscribers to that topic
B) Messages stored are deduplicated automatically to increase the overall storage capacity of a topic
C) Messages can be dynamically moved between topics to improve the overall throughput of the system
D) Any message published to a topic is immediately received by all the subscribers to that topic

問題與答案：