A data engineer is configuring Delta Sharing for a multi-team project where teams from different departments will need to access shared data. The data engineer has successfully created a Unity Catalog metastore and is now setting up the Delta Share. The goal is to ensure that internal teams can access the shared data with full permissions, while external partners can only read the data. Which action should the Data Engineer take to configure the sharing correctly?

• A. Assign READ permissions to external partners through the Delta Share and READ/WRITE permissions to internal teams, and ensure the correct tables and views are shared.
• B. Grant READ permissions to external partners and READ/WRITE permissions to internal teams through the Delta Share.
• C. Create a Delta Share, add the internal team's tables and views, and assign READ/WRITE permissions to both external partners and internal teams.
• D. Create a Delta Share, set up a secure access URL for internal teams and external partners, and distribute the URL to provide them access to the shared data.

Which of the following Git operations must be performed outside of Databricks Repos?

• A. Pull
• B. Commit
• C. Clone
• D. Push
• E. Merge

In a healthcare provider organization using Delta Lake to store electronic health records (EHRs), a data analyst needs to analyze a snapshot of the patient_records table from two weeks ago before some recent data corrections were applied. What approach should the Data Engineer take to allow the analyst to query that specific prior version?

• A. Truncate the table to remove all data, then reload the data from two weeks ago into the truncated table for the analyst to query.
• B. Restore the table to the version from two weeks ago using the RESTOREcommand, and have the analyst query the restored table.
• C. Identify the version number corresponding to two weeks ago from the Delta transaction log, share that version number with the analyst to query using VERSION AS OF syntax, or export that version to a new Delta table for the analyst to query.
• D. Use the VACUUMcommand to remove all versions of the table older than two weeks, then the analyst can query the remaining version.

A data engineering team needs to integrate two data sources into Databricks:
- Clickstream Events: Ingesting 5,000 events per second from an Apache
Kafka topic.
- Customer Master Data: Syncing only changed records every 4 hours from a Snowflake database.
The solution must meet two key requirements:
- Process the streaming clickstream data with a latency of under 30
seconds.
- Prevent the reprocessing of customer master data that has not
changed.
Which data ingestion approach meets these requirements?

• A. Use Structured Streaming for Kafka and Lakeflow Connect managed connector with incremental mode for Snowflake.
• B. Use spark.readStream() with Kafka and query Snowflake hourly with a time-based filter.
• C. Use a non-incremental Snowflake connector with polling and fetch all data every 4 hours with MERGE operations.
• D. Use Structured Streaming for Kafka and a Lakeflow Connect standard connector with full refresh for Snowflake.

A data engineer is attempting to grant a user access to a view. They successfully run GRANT SELECT ON VIEW sales_catalog.market_data.summary TO analyst_group.
However, the analyst still receives an "Insufficient Permissions" error when trying to query the view.
In which order should the engineer verify the Hierarchy of Securable Objects to ensure the analyst has the necessary usage permissions?

• A. STORAGE CREDENTIAL -> EXTERNAL LOCATION -> VIEW
• B. CATALOG -> SCHEMA -> VIEW
• C. METASTORE -> TABLE -> VIEW
• D. WORKSPACE -> CLUSTER -> VIEW