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NEW QUESTION # 20
In Apache Airflow, how can you ensure that a data quality check task is only executed if a previous data ingestion task succeeded and the ingested data volume exceeds a certain threshold?
Answer: D
Explanation:
The ShortCircuitOperator is designed for situations where subsequent tasks should only run based on the outcome of a condition. By using this operator with a custom Python function that verifies both the success of the previous task and whether the data volume exceeds a specific threshold, you can effectively control the execution flow of your data quality checks.
NEW QUESTION # 21
Your Spark application on Kubernetes requires a secure connection to a database. You've stored the database password in Kubernetes Secrets. How would you typically access this secret in your PySpark application?
Answer: A
Explanation:
Kubernetes Secrets can be mounted as volumes and accessed within the pod. In a PySpark application, you can read these secrets from the mounted path, making it a secure way to access sensitive information like database passwords.
NEW QUESTION # 22
When deploying a Spark application in Kubernetes, what is the purpose of specifying the '-conf spark.kubernetes.driver.pod.name=spark-driver-pod' in the 'spark-submit' command?
Answer: D
Explanation:
The configuration 'spark.kubernetes.driver.pod.name' in the 'spark-submit' command is used to specify the name of the Kubernetes pod that will run the Spark Driver.
NEW QUESTION # 23
What is the purpose of the Airflow XCom feature?
Answer: A
Explanation:
Airflow's XCom (short for "cross-communication") feature allows tasks to share data (small amounts) such as messages or values between them, enabling inter-task communication within a DAG. This can be useful for passing results from one task to another, thereby creating a more dynamic and flexible workflow.
NEW QUESTION # 24
How can you ensure that a set of tasks in an Airflow DAG are executed in parallel after a specific initial task is completed?
Answer: A
Explanation:
The ]] (bitshift right) and (bitshift left) operators in Apache Airflow are used to define task dependencies within a DAG. To execute a set of tasks in parallel after an initial task, you can set the initial task to be upstream (using ]]) of all tasks intended to run in parallel. This ensures the parallel tasks only start after the completion of the initial task, leveraging Airflow's task dependency mechanism.
NEW QUESTION # 25
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