Question 31

A data ingestion task requires a one-TB JSON dataset to be written out to Parquet with a target part-file size of
512 MB. Because Parquet is being used instead of Delta Lake, built-in file-sizing features such as Auto-Optimize & Auto-Compaction cannot be used.
Which strategy will yield the best performance without shuffling data?
  • Question 32

    Which is a key benefit of an end-to-end test?
  • Question 33

    The business reporting tem requires that data for their dashboards be updated every hour. The total processing time for the pipeline that extracts transforms and load the data for their pipeline runs in 10 minutes.
    Assuming normal operating conditions, which configuration will meet their service-level agreement requirements with the lowest cost?
  • Question 34

    Which of the following python statement can be used to replace the schema name and table name in the query statement?
  • Question 35

    A data engineer has a Delta table orders with deletion vectors enabled. The engineer executes the following command:
    DELETE FROM orders WHERE status = ' cancelled ' ;
    What should be the behavior of deletion vectors when the command is executed?