Last Updated: Sep 05, 2026
No. of Questions: 66 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Pipeline Orchestration | 18% | - Transformation tools selection
|
| Topic 2: Data Preparation and Ingestion | 30% | - Data loading methods
|
| Topic 3: Data Management and Governance | 25% | - Data security and access control
|
| Topic 4: Data Analysis and Presentation | 27% | - Business intelligence and decision support
|
Question 1
Your company is migrating their batch transformation pipelines to Google Cloud. You need to choose a solution that supports programmatic transformations using only SQL. You also want the technology to support Git integration for version control of your pipelines. What should you do?
A. Use Cloud Composer operators.
B. Use Dataflow pipelines.
C. Use Cloud Data Fusion pipelines.
D. Use Dataform workflows.
Question 2
You need to transfer approximately 300 TB of data from your company's on-premises data center to Cloud Storage. You have 100 Mbps internet bandwidth, and the transfer needs to be completed as quickly as possible. What should you do?
A. Use the gcloud storage command to transfer the data over the internet.
B. Use Cloud Client Libraries to transfer the data over the internet.
C. Compress the data, upload it to multiple cloud storage providers, and then transfer the data to CloudStorage.
D. Request a Transfer Appliance, copy the data to the appliance, and ship it back to Google.
Question 3
Your organization has several datasets in BigQuery. The datasets need to be shared with your external partners so that they can run SQL queries without needing to copy the data to their own projects. You have organized each partner's data in its own BigQuery dataset. Each partner should be able to access only their dat a. You want to share the data while following Google-recommended practices. What should you do?
A. Create a Dataflow job that reads from each BigQuery dataset and pushes the data into a dedicated Pub /Sub topic for each partner. Grant each partner the pubsub. subscriber IAM role.
B. Use Analytics Hub to create a listing on a private data exchange for each partner dataset. Allow each partner to subscribe to their respective listings.
C. Grant the partners the bigquery.user IAM role on the BigQuery project.
D. Export the BigQuery data to a Cloud Storage bucket. Grant the partners the storage.objectUser IAM role on the bucket.
Question 4
You manage data at an ecommerce company. You have a Dataflow pipeline that processes order data from Pub/Sub, enriches the data with product information from Bigtable, and writes the processed data to BigQuery for analysis. The pipeline runs continuously and processes thousands of orders every minute. You need to monitor the pipeline's performance and be alerted if errors occur. What should you do?
A. Use Cloud Logging to view the pipeline logs and check for errors. Set up alerts based on specific keywords in the logs.
B. Use Cloud Monitoring to track key metrics. Create alerting policies in Cloud Monitoring to trigger notifications when metrics exceed thresholds or when errors occur.
C. Use BigQuery to analyze the processed data in Cloud Storage and identify anomalies or inconsistencies. Set up scheduled alerts based when anomalies or inconsistencies occur.
D. Use the Dataflow job monitoring interface to visually inspect the pipeline graph, check for errors, and configure notifications when critical errors occur.
Question 5
Your organization needs to store historical customer order dat
a. The data will only be accessed once a month for analysis and must be readily available within a few seconds when it is accessed. You need to choose a storage class that minimizes storage costs while ensuring that the data can be retrieved quickly. What should you do?
A. Store the data in Cloud Storage using Nearline storage.
B. Store the data in Cloud Storage using Archive storage.
C. Store the data in Cloud Storage using Coldline storage.
D. Store the data in Cloud Storage using Standard storage.
Solutions:
| Question 1 Answer: D | Question 2 Answer: D | Question 3 Answer: B | Question 4 Answer: B | Question 5 Answer: A |
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