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| Section | Weight | Objectives |
|---|
| Topic 1: Data Modeling and Storage | 20% | - Storage Optimization - File Formats - Data Modeling
|
| Topic 2: Monitoring and Troubleshooting | 16% | - Performance Optimization - Troubleshooting - Monitoring
|
| Topic 3: Databricks Lakehouse Platform | 24% | - Unity Catalog - Delta Lake - Data Management - Lakehouse Architecture
|
| Topic 4: Data Quality and Governance | 12% | - Data Quality - Governance - Data Lineage
|
| Topic 5: Data Processing | 28% | - Data Transformation - ETL Pipelines - Structured Streaming - Spark SQL
|
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Databricks Certified Data Engineer Professional Exam Sample Questions (Q33-Q38):
NEW QUESTION # 33
The following table consists of items found in user carts within an e-commerce website.
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The following MERGE statement is used to update this table using an updates view, with schema evaluation enabled on this table.

How would the following update be handled?
- A. The new restored field is added to the target schema, and dynamically read as NULL for existing unmatched records.
- B. The update throws an error because changes to existing columns in the target schema are not supported.
- C. The new nested field is added to the target schema, and files underlying existing records are updated to include NULL values for the new field.
- D. The update is moved to separate ''restored'' column because it is missing a column expected in the target schema.
Answer: C
Explanation:
With schema evolution enabled in Databricks Delta tables, when a new field is added to a record through a MERGE operation, Databricks automatically modifies the table schema to include the new field. In existing records where this new field is not present, Databricks will insert NULL values for that field. This ensures that the schema remains consistent across all records in the table, with the new field being present in every record, even if it is NULL for records that did not originally include it.
NEW QUESTION # 34
A junior member of the data engineering team is exploring the language interoperability of Databricks notebooks. The intended outcome of the below code is to register a view of all sales that occurred in countries on the continent of Africa that appear in the geo_lookup table.
Before executing the code, running SHOW TABLES on the current database indicates the database contains only two tables: geo_lookup and sales.
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Which statement correctly describes the outcome of executing these command cells in order in an interactive notebook?
- A. Cmd 1 will succeed and Cmd 2 will fail, countries at will be a Python variable representing a PySpark DataFrame.
- B. Both commands will succeed. Executing show tables will show that countries at and sales at have been registered as views.
- C. Cmd 1 will succeed. Cmd 2 will search all accessible databases for a table or view named countries af: if this entity exists, Cmd 2 will succeed.
- D. Cmd 1 will succeed and Cmd 2 will fail, countries at will be a Python variable containing a list of strings.
- E. Both commands will fail. No new variables, tables, or views will be created.
Answer: D
Explanation:
This is the correct answer because Cmd 1 is written in Python and uses a list comprehension to extract the country names from the geo_lookup table and store them in a Python variable named countries af. This variable will contain a list of strings, not a PySpark DataFrame or a SQL view.
Cmd 2 is written in SQL and tries to create a view named sales af by selecting from the sales table where city is in countries af. However, this command will fail because countries af is not a valid SQL entity and cannot be used in a SQL query. To fix this, a better approach would be to use spark.sql() to execute a SQL query in Python and pass the countries af variable as a parameter.
NEW QUESTION # 35
A platform engineer needs to report the resource consumption, categorized by SKU tier, across all workspaces. The engineer decides to use the system.billing.usage system table to create a query. Which SQL query will accurately return the daily usage by product?
Answer: B
Explanation:
This query correctly aggregates usage at a daily granularity by truncating the usage start timestamp to the day and summing the usage quantity, which represents DBUs. Grouping by both the derived daily value and the SKU name ensures usage is accurately categorized by product tier across all workspaces.
NEW QUESTION # 36
A junior data engineer has configured a workload that posts the following JSON to the Databricks REST API endpoint 2.0/jobs/create.

Assuming that all configurations and referenced resources are available, which statement describes the result of executing this workload three times?
- A. The logic defined in the referenced notebook will be executed three times on new clusters with the configurations of the provided cluster ID.
- B. One new job named "Ingest new data" will be defined in the workspace, but it will not be executed.
- C. The logic defined in the referenced notebook will be executed three times on the referenced existing all purpose cluster.
- D. Three new jobs named "Ingest new data" will be defined in the workspace, but no jobs will be executed.
- E. Three new jobs named "Ingest new data" will be defined in the workspace, and they will each run once daily.
Answer: D
Explanation:
Databricks jobs create will create a new job with the same name each time it is run.
In order to overwrite the extsting job you need to run databricks jobs reset
NEW QUESTION # 37
Each configuration below is identical to the extent that each cluster has 400 GB total of RAM 160 total cores and only one Executor per VM.
Given an extremely long-running job for which completion must be guaranteed, which cluster configuration will be able to guarantee completion of the job in light of one or more VM failures?
- A. - Total VMs: 16
- 25 GB per Executor
- 10 Cores / Executor - B. - Total VMs: 1
- 400 GB per Executor
- 160 Cores/Executor - C. - Total VMs: 2
- 200 GB per Executor
- 80 Cores / Executor - D. - Total VMs: 8
- 50 GB per Executor
- 20 Cores / Executor - E. - Total VMs: 4
- 100 GB per Executor
- 40 Cores / Executor
Answer: A
NEW QUESTION # 38
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