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Download Databricks Certified Professional Data Engineer Exam Exam Dumps

NEW QUESTION 20
A data engineering team is in the process of converting their existing data pipeline to utilize Auto Loader for
incremental processing in the ingestion of JSON files. One data engineer comes across the following code
block in the Auto Loader documentation:
1. (streaming_df = spark.readStream.format("cloudFiles")
2. .option("cloudFiles.format", "json")
3. .option("cloudFiles.schemaLocation", schemaLocation)
4. .load(sourcePath))
Assuming that schemaLocation and sourcePath have been set correctly, which of the following changes does
the data engineer need to make to convert this code block to use Auto Loader to ingest the data?

A. There is no change required. The inclusion of format("cloudFiles") enables the use of Auto LoaderB. There is no change required. The data engineer needs to ask their administrator to turn on Auto LoaderC. The data engineer needs to change the format("cloudFiles") line to format("autoLoader")D. The data engineer needs to add the .autoLoader line before the .load(sourcePath) lineE. There is no change required. Databricks automatically uses Auto Loader for streaming reads

Answer: A

 

NEW QUESTION 21
A data engineering team has been using a Databricks SQL query to monitor the performance of an ELT job.
The ELT job is triggered by a specific number of input records being ready to process. The Databricks SQL
query returns the number of minutes since the job's most recent runtime.
Which of the following approaches can enable the data engineering team to be notified if the ELT job has not
been run in an hour?

A. They can set up an Alert for the query to notify when the ELT job failsB. They can set up an Alert for the accompanying dashboard to notify when it has not re-freshed in 60
minutesC. They can set up an Alert for the query to notify them if the returned value is greater than 60D. This type of alerting is not possible in DatabricksE. They can set up an Alert for the accompanying dashboard to notify them if the returned value is greater
than 60

Answer: C

 

NEW QUESTION 22
A data engineer is designing a data pipeline. The source system generates files in a shared directory that is also
used by other processes. As a result, the files should be kept as is and will accumulate in the directory. The
data engineer needs to identify which files are new since the previous run in the pipeline, and set up the
pipeline to only ingest those new files with each run.
Which of the following tools can the data engineer use to solve this problem?

A. Delta LakeB. Auto LoaderC. Unity CatalogD. Databricks SQLE. Data Explorer

Answer: B

 

NEW QUESTION 23
A new data engineer has started at a company. The data engineer has recently been added to the company's
Databricks workspace as [email protected]. The data engineer needs to be able to query the table
sales in the database retail. The new data engineer already has been granted USAGE on the database retail.
Which of the following commands can be used to grant the appropriate permissions to the new data engineer?

A. GRANT SELECT ON TABLE sales TO [email protected];B. GRANT SELECT ON TABLE [email protected] TO sales;C. GRANT USAGE ON TABLE [email protected] TO sales;D. GRANT USAGE ON TABLE sales TO [email protected];E. GRANT CREATE ON TABLE sales TO [email protected];

Answer: A

 

NEW QUESTION 24
Which of the following locations hosts the driver and worker nodes of a Databricks-managed clus-ter?

A. Control planeB. Databricks web applicationC. Databricks FilesystemD. Data planeE. JDBC data source

Answer: D

Explanation:
Explanation
See the Databricks high-level architecture

 

NEW QUESTION 25
......


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