Associate Data Practitioner Exam Questions & Answers

All 30 questions

1. Q1 Which feature in BigQuery helps ensure that queries don't exceed budget limits?
2. Q2 When migrating terabytes of historical data from a relational database to BigQuery, which loading approach would be most efficient?
3. Q3 A financial analyst needs to create a time-series forecast for quarterly revenue using BigQuery ML. Which model type should they use?
4. Q4 A retail company collects product inventory data from 300 stores and needs to combine it with online sales data for analysis. The…
5. Q5 A company wants to automatically delete log files in Cloud Storage after 90 days to minimize storage costs. Which feature should they…
6. Q6 A financial institution needs to migrate transaction data from an on-premises Oracle database to BigQuery while ensuring minimal downtime. The database is…
7. Q7 A marketing analyst needs to predict which customers are most likely to respond to an upcoming promotion based on purchase history and…
8. Q8 Which storage option would be most cost-effective for storing petabytes of genomic sequencing data that is accessed infrequently but must be retained…
9. Q9 A data engineer needs to extract structured data from thousands of PDF invoices and load it into BigQuery for analysis. Which service…
10. Q10 A healthcare organization needs to implement column-level access controls in BigQuery to restrict access to patient identifiable information. Which approach should they…
11. Q11 Which storage solution is most appropriate for storing and querying petabytes of log data that will primarily be used for occasional forensic…
12. Q12 Which feature in Looker helps ensure that business metrics are consistently defined across different reports and dashboards?
13. Q13 A company wants to analyze streaming IoT data in real time while maintaining a historical archive for compliance. Which storage architecture would…
14. Q14 Which Cloud Storage storage class would be most cost-effective for data accessed approximately once per quarter?
15. Q15 Which access control method for Cloud Storage provides the most granular control over individual objects in a bucket?
16. Q16 A data analyst wants to compare actual sales performance against targets across different regions. Which visualization approach would be most effective?
17. Q17 A data governance team needs to discover, catalog, and manage metadata for datasets across their organization. Which Google Cloud service should they…
18. Q18 A data engineer needs to load time-series data from IoT sensors into BigQuery for analysis. The data includes device ID, timestamp, and…
19. Q19 A data analyst wants to compare actual sales performance against targets for the current year. Which visualization approach in Looker Studio would…
20. Q20 A marketing analyst needs to calculate a 7-day rolling average of daily sales using BigQuery. Which SQL feature is most appropriate?
21. Q21 A data analyst needs to query data stored in multiple CSV files in Cloud Storage without loading them into BigQuery. Which approach…
22. Q22 You need to perform complex data cleaning on a dataset with inconsistent formatting before loading it into BigQuery. Which Google Cloud service…
23. Q23 A data engineer needs to transfer 5TB of data from an AWS S3 bucket to Google Cloud Storage. Which service should they…
24. Q24 Which ETL tool would be most appropriate for transforming data using Apache Spark without managing infrastructure?
25. Q25 A retail company has customer transaction data with personally identifiable information (PII) that needs to be de-identified before analysis. Which Google Cloud…
26. Q26 A data analyst is using BigQuery ML to predict customer lifetime value. After training the model, which function should they use to…
27. Q27 A data analyst wants to use a pre-trained language model for sentiment analysis on customer reviews directly within BigQuery. Which approach should…
28. Q28 A marketing team needs to analyze the conversion path of users across multiple touchpoints. Which BigQuery feature would be most useful?
29. Q29 A data pipeline needs to apply different processing logic based on the content of the data. Which service provides the most flexibility…
30. Q30 A data engineer needs to load a dataset with nested and repeated fields into BigQuery. Which file format would best preserve the…