CDP-3002 Exam Question 131

You're tasked with optimizing the performance of your ETL pipeline in Airflow. What are some potential strategies to consider?
  • CDP-3002 Exam Question 132

    You're deploying your Airflow DAGs to a production environment. What are some best practices to ensure reliability and maintainability?
  • CDP-3002 Exam Question 133

    An Airflow DAG designed to run a sequence of data validation checks generates a dynamic number of validation tasks based on the incoming data's characteristics. Each validation task must complete successfully before a final data processing task can begin. Which Airflow feature is most suitable for implementing this pattern?
  • CDP-3002 Exam Question 134

    Which feature of Apache Avro facilitates dynamic schema inference during data serialization and deserialization?
  • CDP-3002 Exam Question 135

    Your Spark application encounters frequent failures during the execution of a specific stage. How can you utilize Spark's persistence mechanisms to improve the application's fault tolerance?