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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Building and operationalizing data processing systems | 24% | - Data ingestion and integration
|
| Topic 2: Designing data processing systems | 22% | - Data architecture and storage design
|
| Topic 3: Ensuring solution quality | 28% | - Security and governance
|
| Topic 4: Operationalizing machine learning models | 26% | - Model deployment and monitoring
|
>> Standard Professional-Data-Engineer Answers <<
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NEW QUESTION # 184
Your company uses separate Google Cloud projects for development, staging, and production.
Developers need edit access in the development project, read-only access in the staging project, and no access in the production project. You need an effective and manageable solution to assign and enforce these permissions according to Google-recommended practices. What should you do?
Answer: D
Explanation:
Using Google Groups to represent access levels and assigning IAM roles to those groups at the project level provides a scalable and maintainable access control model. This approach aligns with Google-recommended best practices by centralizing identity management, simplifying permission changes, and consistently enforcing least-privilege access across development, staging, and production environments.
NEW QUESTION # 185
You have a BigQuery table that contains customer data, including sensitive information such as names and addresses. You need to share the customer data with your data analytics and consumer support teams securely. The data analytics team needs to access the data of all the customers, but must not be able to access the sensitive dat a. The consumer support team needs access to all data columns, but must not be able to access customers that no longer have active contracts. You enforced these requirements by using an authorized dataset and policy tags After implementing these steps, the data analytics team reports that they still have access to the sensitive columns. You need to ensure that the data analytics team does not have access to restricted data What should you do?
Choose 2 answers
Answer: B,E
Explanation:
To ensure that the data analytics team does not have access to sensitive columns, you should:
B . Ensure that the data analytics team members do not have the Data Catalog Fine-Grained Reader role for the policy tags. This role allows users to read metadata for data assets that have policy tags applied, which could include sensitive information.
C . Enforce access control in the policy tag taxonomy. By setting access control at the policy tag level, you can restrict access to specific columns within a dataset, ensuring that only authorized users can view sensitive data.
NEW QUESTION # 186
You need to store and analyze social media postings in Google BigQuery at a rate of 10,000 messages per minute in near real-time. Initially, design the application to use streaming inserts for individual postings.
Your application also performs data aggregations right after the streaming inserts. You discover that the queries after streaming inserts do not exhibit strong consistency, and reports from the queries might miss in-flight dat
Answer: B
NEW QUESTION # 187
How would you query specific partitions in a BigQuery table?
Answer: A
Explanation:
Partitioned tables include a pseudo column named _PARTITIONTIME that contains a date- based timestamp for data loaded into the table. To limit a query to particular partitions (such as Jan 1st and 2nd of 2017), use a clause similar to this:
WHERE _PARTITIONTIME BETWEEN TIMESTAMP('2017-01-01') AND
TIMESTAMP('2017-01-02')
Reference: https://cloud.google.com/bigquery/docs/partitioned-
tables#the_partitiontime_pseudo_column
NEW QUESTION # 188
When running a pipeline that has a BigQuery source, on your local machine, you continue to get permission denied errors. What could be the reason for that?
Answer: B
Explanation:
When reading from a Dataflow source or writing to a Dataflow sink using DirectPipelineRunner, the Cloud Platform account that you configured with the gcloud executable will need access to the corresponding source/sink
NEW QUESTION # 189
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