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"Databricks Certified Data Engineer Associate Exam", also known as Databricks-Certified-Data-Engineer-Associate exam, is a Databricks Certification. With the complete collection of questions and answers, Pass4sureCert has assembled to take you through 322 Q&As to your Databricks-Certified-Data-Engineer-Associate Exam preparation. In the Databricks-Certified-Data-Engineer-Associate exam resources, you will cover every field and category in Databricks Certification Certification helping to ready you for your successful Databricks Certification.
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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A data engineer wants a Structured Streaming job to process all data available in the source, then stop automatically, so it can run on a scheduled job cluster instead of running continuously.
Which trigger should be configured?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
A Data Engineer is building a simple data pipeline using Delta Live Tables (DLT) in Databricks to ingest customer data. The raw customer data is stored in a cloud storage location in JSON format. The task is to create a DLT pipeline that reads the raw JSON data and writes it into a Delta table for further processing. Which code snippet will correctly ingest the raw JSON data and create a Delta table using DLT?




Correct Answer: D 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
A data engineer needs to compute metrics such as:
- rolling 7-day sales
- percent of total revenue
- top-N most profitable categories
Which two approaches are appropriate for implementing these metrics with PySpark DataFrames? (Choose two.)
Correct Answer: C,E 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
Which two items are characteristics of the Gold Layer? (Choose two.)
Correct Answer: A,D 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
A data engineering team is analyzing customer transactions using a PySpark DataFrame named transactions with columns customer_id, amount, and category.
The team needs to compute, for each customer, the total transaction amount, the average transaction amount, and the maximum amount - all in a single operation for efficiency.
Which code fragment should be used to achieve this in PySpark?




Correct Answer: C 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
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