You Are Designing a Cloud-Native Historical Data Processing System to Meet

question 151

Multiple Choice

You are designing a cloud-native historical data processing system to meet the following conditions: The data being analyzed is in CSV, Avro, and PDF formats and will be accessed by multiple analysis tools including Cloud Dataproc, BigQuery, and Compute Engine. A streaming data pipeline stores new data daily. Peformance is not a factor in the solution. The solution design should maximize availability. How should you design data storage for this solution?

• A) Create a Cloud Dataproc cluster with high availability. Store the data in HDFS, and peform analysis as needed.
• B) Store the data in BigQuery. Access the data using the BigQuery Connector on Cloud Dataproc and Compute Engine.
• C) Store the data in a regional Cloud Storage bucket. Access the bucket directly using Cloud Dataproc, BigQuery, and Compute Engine.
• D) Store the data in a multi-regional Cloud Storage bucket. Access the data directly using Cloud Dataproc, BigQuery, and Compute Engine.

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Definitions:

Illusion of Control

The cognitive bias that leads individuals to overestimate their ability to control events, more than what is actually possible.

Outcome Bias

The tendency to judge a decision based on its outcome rather than the quality of the decision at the time it was made.

Intercultural Misunderstandings

Occur when people from different cultural backgrounds misinterpret each other's behaviors, words, or actions due to differing norms and values.

Holistic World Views

A perspective that emphasizes the importance of understanding the whole rather than dissecting into parts, often applied in cultural and environmental contexts.