CERTIFIED-DATA-ENGINEER-PROFESSIONAL Exam Questions

Review the following error traceback: Which statement describes the error being raised?

Which distribution does Databricks support for installing custom Python code packages?

Which Python variable contains a list of directories to be searched when trying to locate required modules?

Incorporating unit tests into a PySpark application requires upfront attention to the design of your jobs, or a potentially significant refactoring of existing code. Which statemen...

Which statement describes integration testing?

Which REST API call can be used to review the notebooks configured to run as tasks in a multi- task job?

A Databricks job has been configured with 3 tasks, each of which is a Databricks notebook. Task A does not depend on other tasks. Tasks B and C run in parallel, with each having a...

A Delta Lake table was created with the below query: Realizing that the original query had a typographical error, the below code was executed: ALTER TABLE prod.sales_by_stor RENAME...

The data engineering team maintains a table of aggregate statistics through batch nightly updates. This includes total sales for the previous day alongside totals and averages for...

A distributed team of data analysts share computing resources on an interactive cluster with autoscaling configured. In order to better manage costs and query throughput, the works...

Which statement describes the correct use of pyspark.sql.functions.broadcast?

A Databricks SQL dashboard has been configured to monitor the total number of records present in a collection of Delta Lake tables using the following query pattern: SELECT COUNT (...

When evaluating the Ganglia Metrics for a given cluster with 3 executor nodes, which indicator would signal proper utilization of the VM's resources?

A member of the data engineering team has submitted a short notebook that they wish to schedule as part of a larger data pipeline. Assume that the commands provided below produce t...

A Delta Lake table was created with the below query: Consider the following query: DROP TABLE prod.sales_by_store If this statement is executed by a workspace admin, which result w...

Which of the following technologies can be used to identify key areas of text when parsing Spark Driver log4j output?

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, offse...

The data architect has mandated that all tables in the Lakehouse should be configured as external (also known as "unmanaged") Delta Lake tables. Which approach will ensure that thi...

The following code has been migrated to a Databricks notebook from a legacy workload: The code executes successfully and provides the logically correct results, however, it takes o...

A data engineer is configuring a pipeline that will potentially see late-arriving, duplicate records. In addition to de-duplicating records within the batch, which of the following...

A Databricks job has been configured with 3 tasks, each of which is a Databricks notebook. Task A does not depend on other tasks. Tasks B and C run in parallel, with each having a...

The data engineering team maintains the following code: Assuming that this code produces logically correct results and the data in the source table has been de-duplicated and valid...

Assuming that the Databricks CLI has been installed and configured correctly, which Databricks CLI command can be used to upload a custom Python Wheel to object storage mounted wit...

The data science team has requested assistance in accelerating queries on free form text from user reviews. The data is currently stored in Parquet with the below schema: item_id I...

The data architect has decided that once data has been ingested from external sources into the Databricks Lakehouse, table access controls will be leveraged to manage permissions f...

A junior data engineer has manually configured a series of jobs using the Databricks Jobs UI. Upon reviewing their work, the engineer realizes that they are listed as the "Owner" f...

A CHECK constraint has been successfully added to the Delta table named activity_details using the following logic: A batch job is attempting to insert new records to the table, in...

A junior data engineer has been asked to develop a streaming data pipeline with a grouped aggregation using DataFrame df. The pipeline needs to calculate the average humidity and a...

A data ingestion task requires a one-TB JSON dataset to be written out to Parquet with a target part- file size of 512 MB. Because Parquet is being used instead of Delta Lake, buil...

Two of the most common data locations on Databricks are the DBFS root storage and external object storage mounted with dbutils.fs.mount(). Which of the following statements is corr...

The business intelligence team has a dashboard configured to track various summary metrics for retail stories. This includes total sales for the previous day alongside totals and a...

A Delta Lake table in the Lakehouse named customer_parsams is used in churn prediction by the machine learning team. The table contains information about customers derived from a n...

A data engineer is performing a join operating to combine values from a static userlookup table with a streaming DataFrame streamingDF. Which code block attempts to perform an inva...

Which statement describes the default execution mode for Databricks Auto Loader?

Spill occurs as a result of executing various wide transformations. However, diagnosing spill requires one to proactively look for key indicators. Where in the Spark UI are two of...

A Delta Lake table representing metadata about content from user has the following schema: Based on the above schema, which column is a good candidate for partitioning the Delta Ta...

A team of data engineer are adding tables to a DLT pipeline that contain repetitive expectations for many of the same data quality checks. One member of the team suggests reusing t...

The data engineer team has been tasked with configured connections to an external database that does not have a supported native connector with Databricks. The external database al...

A user wants to use DLT expectations to validate that a derived table report contains all records from the source, included in the table validation_copy. The user attempts and fail...

A data engineer needs to capture pipeline settings from an existing in the workspace, and use them to create and version a JSON file to create a new pipeline. Which command should...

What is a method of installing a Python package scoped at the notebook level to all nodes in the currently active cluster?

A data engineer is testing a collection of mathematical functions, one of which calculates the area under a curve as described by another function. Which kind of the test does the...

Which statement describes a key benefit of an end-to-end test?

A Data engineer wants to run unit's tests using common Python testing frameworks on python functions defined across several Databricks notebooks currently used in production. How c...

In order to prevent accidental commits to production data, a senior data engineer has instituted a policy that all development work will reference clones of Delta Lake tables. Afte...

A junior data engineer is working to implement logic for a Lakehouse table named silver_device_recordings. The source data contains 100 unique fields in a highly nested JSON struct...

The DevOps team has configured a production workload as a collection of notebooks scheduled to run daily using the Jobs Ul. A new data engineering hire is onboarding to the team an...

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 regarding spark configuration on the Databricks platform is true?

The business reporting tem requires that data for their dashboards be updated every hour. The total processing time for the pipeline that extracts transforms and load the data for...