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1. 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?
A) All data should be deleted biweekly; Delta Lake's time travel functionality should be leveraged to maintain a history of non-PII information.
B) Data should be partitioned by the registration field, allowing ACLs and delete statements to be set for the PII directory.
C) Data should be partitioned by the topic field, allowing ACLs and delete statements to leverage partition boundaries.
D) Separate object storage containers should be specified based on the partition field, allowing isolation at the storage level.
E) Because the value field is stored as binary data, this information is not considered PII and no special precautions should be taken.
2. A data engineer manages a Unity Catalog table customer_data in schema finance that includes sensitive fields like ssn and credit_score. Intern Group should only see masked values, while Analyst Group should only access rows for their assigned region. The data engineer needs to restrict access based on user role and region without duplicating data. How should the data engineer enforce this security policy?
A) Use Unity Catalog's row filters based on the user roles and column masks based on the region.
B) Create dynamic views for each user role and manage access with ACLs.
C) Create views using current_user() and is_account_group_member() functions, and apply masking logic inside the SQL SELECT clause for each sensitive column.
D) Use Unity Catalog's row filters based on the region and column masks based on user roles.
3. In a Databricks Asset Bundle project, in the file resources/app.yml, the data engineer would like to deploy a Databricks Apps databricks_app_deployed and Volume volume_deployed and grant the Service Principal behind Databricks Apps permissions to READ and WRITE to the Volume.
How should the data engineer achieve the deployment?
A)
B)
C)
D) 
4. Each configuration below is identical to the extent that each cluster has 400 GB total of RAM, 160 total cores and only one Executor per VM.
Given a job with at least one wide transformation, which of the following cluster configurations will result in maximum performance?
A) Total VMs: 4
100 GB per Executor
40 Cores/Executor
B) Total VMs: 8
50 GB per Executor
20 Cores / Executor
C) Total VMs: 1
400 GB per Executor
160 Cores / Executor
D) Total VMs: 2
200 GB per Executor
80 Cores / Executor
5. A data engineer is troubleshooting a slow-running Delta Lake query on Databricks SQL involves complex joins and large datasets. They need to identify whether the root cause is related to poor data skipping, inefficient join strategies, or excessive data shuffling. Which approach should identify the specific bottlenecks using native Databricks tools?
A) Use the LIMIT clause to run a subset of the query and compare execution times with the full dataset.
B) Enable the EXPLAIN command to review the parsed logical plan and manually estimate shuffle sizes.
C) Analyze the Top Operators panel in the Query Profile to identify high-cost operations like BroadcastNestedLoopJoin
D) Check the query's execution time in the Jobs UI and correlate it with cluster resource utilization metrics.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: C |
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