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Question 5/40

All records from an Apache Kafka producer are being ingested into a single Delta Lake table with the following schema:
key BINARY, value BINARY, topic STRING, partition LONG, offset LONG, timestamp LONG There are 5 unique topics being ingested. Only the "registration" topic contains Personal Identifiable Information (PII). The company wishes to restrict access to PII. The company also wishes to only retain records containing PII in this table for 14 days after initial ingestion. However, for non-PII information, it would like to retain these records indefinitely.
Which of the following solutions meets the requirements?

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Question List (40q)
Question 1: The Databricks workspace administrator has configured intera...
Question 2: A junior data engineer has manually configured a series of j...
Question 3: An upstream system has been configured to pass the date for ...
Question 4: A data engineer, User A, has promoted a new pipeline to prod...
Question 5: All records from an Apache Kafka producer are being ingested...
Question 6: The data architect has mandated that all tables in the Lakeh...
Question 7: A Delta table of weather records is partitioned by date and ...
Question 8: A junior data engineer is working to implement logic for a L...
Question 9: The following code has been migrated to a Databricks noteboo...
Question 10: A junior data engineer on your team has implemented the foll...
Question 11: A table in the Lakehouse namedcustomer_churn_paramsis used i...
Question 12: In order to facilitate near real-time workloads, a data engi...
Question 13: Where in the Spark UI can one diagnose a performance problem...
Question 14: A nightly job ingests data into a Delta Lake table using the...
Question 15: The data engineering team has configured a Databricks SQL qu...
Question 16: A Databricks SQL dashboard has been configured to monitor th...
Question 17: A new data engineer notices that a critical field was omitte...
Question 18: Which of the following is true of Delta Lake and the Lakehou...
Question 19: Which distribution does Databricks support for installing cu...
Question 20: The data engineering team maintains a table of aggregate sta...
Question 21: A data ingestion task requires a one-TB JSON dataset to be w...
Question 22: Assuming that the Databricks CLI has been installed and conf...
Question 23: A Structured Streaming job deployed to production has been e...
Question 24: A small company based in the United States has recently cont...
Question 25: Which configuration parameter directly affects the size of a...
Question 26: Although the Databricks Utilities Secrets module provides to...
Question 27: Which REST API call can be used to review the notebooks conf...
Question 28: The data architect has decided that once data has been inges...
Question 29: A Delta Lake table was created with the below query: (Exhibi...
Question 30: Which statement describes the correct use of pyspark.sql.fun...
Question 31: A Spark job is taking longer than expected. Using the Spark ...
Question 32: The data engineering team maintains the following code: (Exh...
Question 33: The data architect has mandated that all tables in the Lakeh...
Question 34: A junior developer complains that the code in their notebook...
Question 35: A production workload incrementally applies updates from an ...
Question 36: An external object storage container has been mounted to the...
Question 37: The security team is exploring whether or not the Databricks...
Question 38: Which Python variable contains a list of directories to be s...
Question 39: Which statement characterizes the general programming model ...
Question 40: A junior data engineer has configured a workload that posts ...