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Exam Code:	Databricks-Certified-Professional-Data-Engineer
Exam Name:	Databricks Certified Professional Data Engineer Exam
Certification Provider:	Databricks
Free Question Number:	62
Version:	v2025-11-17
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Exam Question List: Question 1: Incorporating unit tests into a PySpark application requires...; Question 2: The data engineering team is migrating an enterprise system ...; Question 3: A junior data engineer has been asked to develop a streaming...; Question 4: An external object storage container has been mounted to the...; Question 5: A Delta Lake table was created with the below query: (Exhibi...; Question 6: A data engineer wants to create a cluster using the Databric...; Question 7: Each configuration below is identical to the extent that eac...; Question 8: The Databricks CLI is use to trigger a run of an existing jo...; Question 9: A junior data engineer has been asked to develop a streaming...; Question 10: The following code has been migrated to a Databricks noteboo...; Question 11: The downstream consumers of a Delta Lake table have been com...; Question 12: Which statement regarding stream-static joins and static Del...; Question 13: A junior data engineer seeks to leverage Delta Lake's Change...; Question 14: The business reporting tem requires that data for their dash...; Question 15: Which of the following is true of Delta Lake and the Lakehou...; Question 16: All records from an Apache Kafka producer are being ingested...; Question 17: What is a method of installing a Python package scoped at th...; Question 18: The data architect has mandated that all tables in the Lakeh...; Question 19: A CHECK constraint has been successfully added to the Delta ...; Question 20: A Structured Streaming job deployed to production has been r...; Question 21: Which statement describes the correct use of pyspark.sql.fun...; Question 22: Although the Databricks Utilities Secrets module provides to...; Question 23: A data engineer wants to join a stream of advertisement impr...; Question 24: What is the first of a Databricks Python notebook when viewe...; Question 25: Which statement describes the default execution mode for Dat...; Question 26: A Delta Lake table in the Lakehouse named customer_parsams i...; Question 27: The marketing team is looking to share data in an aggregate ...; Question 28: The business reporting team requires that data for their das...; Question 29: A table in the Lakehouse named customer_churn_params is used...; Question 30: What statement is true regarding the retention of job run hi...; Question 31: A Databricks SQL dashboard has been configured to monitor th...; Question 32: Review the following error traceback: (Exhibit) Which statem...; Question 33: A data engineer wants to reflector the following DLT code, w...; Question 34: Which distribution does Databricks support for installing cu...; Question 35: In order to prevent accidental commits to production data, a...; Question 36: A Delta Lake table with Change Data Feed (CDF) enabled in th...; Question 37: The data engineer team has been tasked with configured conne...; Question 38: Which configuration parameter directly affects the size of a...; Question 39: To reduce storage and compute costs, the data engineering te...; Question 40: A data engineer has created a transactions Delta table on Da...; Question 41: The data engineer team is configuring environment for develo...; Question 42: A table is registered with the following code: (Exhibit) Bot...; Question 43: A nightly job ingests data into a Delta Lake table using the...; Question 44: A data engineer is testing a collection of mathematical func...; Question 45: A Delta table of weather records is partitioned by date and ...; Question 46: A junior data engineer has configured a workload that posts ...; Question 47: An hourly batch job is configured to ingest data files from ...; Question 48: The data science team has requested assistance in accelerati...; Question 49: The data governance team has instituted a requirement that a...; Question 50: A data architect has designed a system in which two Structur...; Question 51: Assuming that the Databricks CLI has been installed and conf...; Question 52: Which of the following technologies can be used to identify ...; Question 53: A Delta Lake table representing metadata about content posts...; Question 54: Which statement regarding spark configuration on the Databri...; Question 55: An analytics team wants to run a short-term experiment in Da...; Question 56: A data engineer needs to capture pipeline settings from an e...; Question 57: What is true for Delta Lake?; Question 58: A junior data engineer has manually configured a series of j...; Question 59: A junior developer complains that the code in their notebook...; Question 60: A Delta Lake table was created with the below query: (Exhibi...; Question 61: Which statement describes Delta Lake Auto Compaction?...; Question 62: Given the following error traceback: AnalysisException: cann...

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