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Databricks Certified Data Engineer Professional Sample Questions:

1. The view updates represents an incremental batch of all newly ingested data to be inserted or updated in the customers table.
The following logic is used to process these records.

Which statement describes this implementation?

A) The customers table is implemented as a Type 1 table; old values are overwritten by new values and no history is maintained.
B) The customers table is implemented as a Type 2 table; old values are overwritten and new customers are appended.
C) The customers table is implemented as a Type 0 table; all writes are append only with no changes to existing values.
D) The customers table is implemented as a Type 2 table; old values are maintained but marked as no longer current and new values are inserted.
E) The customers table is implemented as a Type 3 table; old values are maintained as a new column alongside the current value.


2. A data engineer wants to refactor the following DLT code, which includes multiple table definitions with very similar code.

In an attempt to programmatically create these tables using a parameterized table definition, the data engineer writes the following code.

The pipeline runs an update with this refactored code, but generates a different DAG showing incorrect configuration values for these tables.
How can the data engineer fix this?

A) Convert the list of configuration values to a dictionary of table settings, using table names as keys.
B) Load the configuration values for these tables from a separate file, located at a path provided by a pipeline parameter.
C) Move the table definition into a separate function, and make calls to this function using different input parameters inside the for loop.
D) Wrap the for loop inside another table definition, using generalized names and properties to replace with those from the inner table definition.


3. A faulty IoT sensor in a factory reports a temperature of -500, causing the LDP pipeline to fail the expectation, which only allows values between -100 and 200 degrees Celsius. The data engineer would like to further analyze the faulty data to better understand the reason behind this. How should the data engineer resolve the faulty data while ensuring data quality standards are maintained?

A) Remove all expectations form the pipeline to prevent any future failures, regardless of data quality.
B) Fix the pipeline code and implement a quarantine logic to isolate the faulty data before re-running the pipeline.
C) Change the expectation action from fail to warn so that invalid records are included in the output and the pipeline does not fail.
D) Ignore the error and simply re-run the pipeline, as Databricks will automatically skip the problematic record on the next run.


4. While reviewing a query's execution in the Databricks Query Profiler, a data engineer observes that the Top Operators panel shows a Sort operator with high Time Spent and Memory Peak metrics. The Spark UI also reports frequent data spilling. How should the data engineer address this issue?

A) Switch to a broadcast join to reduce memory usage.
B) Convert the sort operation to a filter operation.
C) Increase the number of shuffle partitions to better distribute data.
D) Repartition the DataFrame to a single partition before sorting.


5. The data architect has mandated that all tables in the Lakehouse should be configured as external Delta Lake tables.
Which approach will ensure that this requirement is met?

A) Whenever a database is being created, make sure that the location keyword is used
B) When configuring an external data warehouse for all table storage. leverage Databricks for all ELT.
C) When the workspace is being configured, make sure that external cloud object storage has been mounted.
D) When tables are created, make sure that the external keyword is used in the create table statement.
E) Whenever a table is being created, make sure that the location keyword is used.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: B
Question # 4
Answer: C
Question # 5
Answer: E

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