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Exam Code: GCP-DE
Exam Name: Data Engineer
Updated: Sep 16, 2026
Q & A: 77 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Preparing data for analysis and machine learning | 13% | - Preparing data for ML
|
| Topic 2: Maintaining and automating data workloads | 18% | - Operationalizing workloads
|
| Topic 3: Designing data processing systems | 24% | - Planning data solutions
|
| Topic 4: Ingesting and processing data | 25% | - Transforming data
|
| Topic 5: Storing and managing data | 20% | - Optimizing storage performance and cost
|
You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?
Correct Answer: B 🗳️
You have historical data covering the last three years in BigQuery and a data pipeline that delivers new data to BigQuery daily. You have noticed that when the Data Science team runs a query filtered on a date column and limited to 30-90 days of data, the query scans the entire table. You also noticed that your bill is increasing more quickly than you expected. You want to resolve the issue as cost-effectively as possible while maintaining the ability to conduct SQL queries. What should you do?
Correct Answer: A 🗳️
Which of the following is NOT one of the three main types of triggers that Dataflow supports?
Correct Answer: A 🗳️
Explanation: Only visible for Pass4cram members. You can sign-up / login (it's free).
By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4cram members. You can sign-up / login (it's free).
You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?
Correct Answer: C 🗳️
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