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Snowflake SnowPro Advanced: Data Analyst Certification Exam Sample Questions (Q42-Q47):

NEW QUESTION # 42
When managing Snowsight dashboards, what significance do subscriptions and updates hold in meeting business requirements?

A. Subscriptions and updates ensure timely information delivery.
B. They enhance dashboard usability without data updates.
C. Managing subscriptions and updates complicates dashboard usage.
D. Subscriptions and updates have no impact on dashboard management.

Answer: A

Explanation:
Subscriptions and updates ensure timely information delivery, meeting business requirements.

NEW QUESTION # 43
You are designing a data pipeline to ingest JSON data from an external stage (AWS S3) into a Snowflake table called 'ORDERS' Some of the JSON files contain nested arrays that need to be flattened and transformed during the loading process. You have already defined a VARIANT column in the 'ORDERS table to store the raw JSON data'. However, occasionally, some files fail to load completely, and the 'SYSTEM$PIPE STATUS' shows a 'LOAD FAILED' status without providing granular details about the specific records causing the failure. Which of the following strategies, used IN COMBINATION, would be MOST effective in troubleshooting and resolving these failures while minimizing the impact on the overall data ingestion process?

A. Enable Snowpipe's 'ERROR_INTEGRATION' , examine the error logs for malformed JSON records, and adjust the COPY INTO statement with appropriate FILE_FORMAT options to handle the nested arrays.
B. Enabling the ERROR=CONTINUE parameter on the COPY INTO statement used in the pipe, and regularly querying the function to identify issues in the loaded data.
C. Implement a pre-processing step using a Snowflake task to validate the JSON data before loading it into the 'ORDERS' table using a COPY INTO statement. The Task would filter out bad records.
D. Increase the compute resources allocated to the virtual warehouse used by the Snowpipe. Also, disable Snowpipe and load the data manually using the COPY INTO command to identify any errors during load.
E. Use a 'VALIDATE' statement with the same COPY INTO statement to identify records that will fail. Then, modify the COPY INTO statement to handle the errors or exclude the problematic records using a 'WHERE clause in the transformation logic of the COPY INTO statement or inline SQL Transformations

Answer: A,E

Explanation:
ERROR INTEGRATION' allows you to inspect individual error records and identify patterns in those failing files. The 'VALIDATE' function allows you to perform a COPY INTO using similar parameters as your copy into statement to validate the record, and helps you tune your data pipeline for errors. Option B is viable, but has increased maintenance overhead compared to VALIDATE, because you would need to write code for the preprocessing. Option D focuses on resource allocation, which doesn't directly address data quality issues. Option E by itself only attempts to continue, and doesn't do any validation. 'ON is a good idea when paired with validating the data after the load.

NEW QUESTION # 44
When evaluating and selecting data for building dashboards, what factors should be considered for ensuring data relevance and usefulness? (Select all that apply)

A. Filtering data based on irrelevant attributes
B. Evaluating data based on business requirements
C. Ignoring data complexities for simplicity in visualization
D. Including all available data for comprehensive visualization

Answer: A,B

Explanation:
To ensure relevant and useful dashboards, data must be evaluated based on business requirements and filtered for irrelevant attributes.

NEW QUESTION # 45
A Snowflake data analyst needs to create a secure view called "masked customer data' based on an existing table named 'customer data'. The requirement is to mask the 'email' column for all users except those with the "DATA ADMIN' role. Also, only users with the 'ANALYST' role should be able to query any data from the view. The masking policy 'email_mask' has already been created. Which of the following sequence of commands correctly implements this requirement?

A. Option D
B. Option B
C. Option E
D. Option A
E. Option C

Answer: E

Explanation:
Option C correctly implements the requirements. First, a 'SECURE VIEW' is created to ensure data security. Then, the 'ALTER VIEW' command correctly applies the masking policy to the column of the view. Finally, 'GRANT SELECT ensures that only the 'ANALYST role can query data from the view. Option B attempts to alter the underlying table directly which isn't the intention, and uses an invalid command 'MODIFY COLUMN'. Option A does not create a secure view. Option D uses incorrect syntax 'MODIFY COLUMN' for altering view. Option E try to alter the masked_customer_data, which is not a TABLE instead it is a View.

NEW QUESTION # 46
When maintaining reports and dashboards, why is it crucial to build automated and repeatable tasks?

A. Automated tasks reduce manual efforts, ensuring consistency.
B. Automated tasks increase the complexity of dashboard management.
C. Repeatable tasks hinder data updates in dashboards.
D. They ensure inconsistency in reports and dashboards.

Answer: A

Explanation:
Automated tasks reduce manual efforts, ensuring consistency in reports and dashboards.

NEW QUESTION # 47
......

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