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1. What happens when a task in Airflow is marked as "skipped"?
A) The skipped task's downstream tasks are automatically executed.
B) The skipped task's downstream tasks are also skipped, unless their conditions for execution are met independently.
C) The entire DAG is marked as failed, and no further tasks are executed.
D) Airflow retries the skipped task until it succeeds.
2. Consider a PySpark application that calculates the count of rows in a CSV file. The main application file is 'count_rows.py', and it uses a custom library 'data_utils.py'. After packaging, which 'spark-submit' command correctly submits this job including the custom library?
A) 'spark-submit --jars data utils.py count_rows.py'
B) 'spark-submit --archives data_utils.py count_rows.py'
C) 'spark-submit --files data_utils.py count_rows.py'
D) 'spark-submit -py-files data utils.py count_rows.py'
3. Which of the following strategies would NOT be recommended for managing skewed data during join operations in Spark?
A) Salting the keys to distribute the data more evenly across partitions.
B) Using a broadcast join assuming one dataset is small enough to fit into memory.
C) Applying a filter to remove outliers that cause data skewness before joining.
D) Increasing the number of partitions to distribute the skewed data more evenly.
4. Which of the following commands is used to install PySpark in your development environment?
A) brew install pyspark
B) pip install pyspark
C) yarn add pyspark
D) npm install pyspark
5. For iterative machine learning algorithms in Spark, which caching level minimizes the trade-off between computation time and storage efficiency?
A) MEMORY AND DISK SER
B) DISK ONLY
C) MEMORY ONLY
D) MEMORY ONLY SER
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: D |
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