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| Section | Weight | Objectives |
|---|
| Spark SQL and DataFrames | 15-20% | - Join and union DataFrames - Handle null values and data quality - Write and execute Spark SQL queries - Aggregate and group data
|
| Python for Data Engineering | 10-15% | - Implement user-defined functions (UDFs) - Use PySpark for data processing - Work with Spark APIs in Python
|
| Delta Lake Fundamentals | 20-25% | - Create and manage Delta tables - Explain Delta Lake features and benefits - Write to and read from Delta tables - Understand ACID transactions and time travel
|
| Lakehouse Platform Concepts | 10-15% | - Understand the Lakehouse architecture and its benefits - Describe key Databricks Lakehouse platform components - Explain data governance and security concepts
|
| Data Pipeline Architecture | 15-20% | - Understand ELT vs ETL patterns - Implement incremental data processing - Monitor and optimize pipeline performance - Design data pipelines for batch and streaming
|
| Apache Spark Data Processing Fundamentals | 20-25% | - Apply transformations and actions on DataFrames - Work with structured data types (arrays, maps, structs) - Create and use Spark DataFrames - Use Spark SQL for data processing
|
>> Databricks-Certified-Data-Engineer-Associate Certification Questions <<
Databricks-Certified-Data-Engineer-Associate New Learning Materials | Databricks-Certified-Data-Engineer-Associate Test Dump
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Databricks Certified Data Engineer Associate Exam Sample Questions (Q228-Q233):
NEW QUESTION # 228
A data engineer is getting a partner organization up to speed with Databricks account. Both teams share some business use cases. The data engineer has to share some of your Unity-Catalog managed delta tables and the notebook jobs creating those tables with the partner organization.
How can the data engineer seamlessly share the required information?
- A. Data and Notebooks can be shared simply using Unity Catalog.
- B. Share required datasets and notebooks via Delta Sharing. Manage permissions via Unity Catalog.
- C. Zip all the code and share via email and allow data ingestion from your data lake
- D. Share access to codebase via Github and allow them to ingest datasets from your Datalake.
Answer: B
NEW QUESTION # 229
Which of the following is hosted completely in the control plane of the classic Databricks architecture?
- A. Driver node
- B. JDBC data source
- C. Databricks web application
- D. Worker node
- E. Databricks Filesystem
Answer: C
Explanation:
The Databricks web application is the user interface that allows you to create and manage workspaces, clusters, notebooks, jobs, and other resources. It is hosted completely in the control plane of the classic Databricks architecture, which includes the backend services that Databricks manages in your Databricks account. The other options are part of the compute plane, which is where your data is processed by compute resources such as clusters. The compute plane is in your own cloud account and network. Reference: Databricks architecture overview, Security and Trust Center
NEW QUESTION # 230
A data engineer needs to control access to data assets across multiple workspaces and enforce centralized governance policies. The organization wants fine-grained access control for tables, schemas, and catalogs. Which Databricks feature supports this requirement?
- A. MLflow
- B. Delta Cache
- C. Unity Catalog
- D. DBFS
Answer: C
NEW QUESTION # 231
In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?
- A. Checkpointing and Idempotent Sinks
- B. Write-ahead Logs and Idempotent Sinks
- C. Replayable Sources and Idempotent Sinks
- D. Checkpointing and Write-ahead Logs
- E. Structured Streaming cannot record the offset range of the data being processed in each trigger.
Answer: D
NEW QUESTION # 232
A data engineer is working on a personal laptop and needs to perform complex transformations on data stored in a Delta Lake on cloud storage. The engineer decides to use Databricks Connect to interact with Databricks clusters and work in their local IDE.
How does Databricks Connect enable the engineer to develop, test, and debug code seamlessly on their local machine while interacting with Databricks clusters?
- A. By providing a local environment that mimics the Databricks runtime, enabling the engineer to develop, test, and debug code using their preferred ide
- B. By providing a local environment that mimics the Databricks runtime, enabling the engineer to develop, test, and debug code using a specific IDE that is required by Databricks
- C. By allowing direct execution of Spark jobs from the local machine without needing a network connection
- D. By providing a local environment that mimics the Databricks runtime, enabling the engineer to develop, test, and debug code only through Databricks' own web interface
Answer: A
NEW QUESTION # 233
......
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