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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q23-Q28):
NEW QUESTION # 23
You have a table named 'raw_events' with a VARIANT column called containing JSON data. The JSON structure has varying levels of nesting. You need to extract the 'user_id', 'event_type', and the first element of the 'items' array (if it exists) for each event. Which of the following SQL queries is the MOST efficient and correct way to achieve this?
Answer: E
Explanation:
Option B is the most robust and efficient. It explicitly checks if the 'items' array exists and has at least one element using 'ARRAY_SIZE'. If it does, it extracts the first element; otherwise, it returns NULL. This handles cases where the 'items' array is missing or empty. Option A will throw an error if 'items' is not an array. Option C uses FLATTEN' , which is unnecessary and inefficient for extracting just the first element. Option D uses and ` , implying the item is a number, which may not be true in all cases. Also TRY TO NUMBER is incorrect syntax. Option E using IS_ARRAY without checking array size will still cause a problem if the array is empty.
NEW QUESTION # 24
A data engineer is tasked with creating a new database called `SALES DATA within a Snowflake account. They want to ensure that only users with the 'ACCOUNTADMIN' role or a custom role
'SALES ADMIN' can manage the database's overall configuration. Which of the following steps are necessary to achieve this? (Choose all that apply)
Answer: B,E
Explanation:
The 'OWNERSHIP' privilege grants the 'SALES ADMIN' role full control over the 'SALES DATA' database, including configuration. ACCOUNTADMIN' inherently has ownership over all objects and requires no additional grants. 'CREATE SCHEMA' is for creating schemas within the database, 'MODIFY is not a valid privilege on 'DATABASE object, and ` USAGE allows access but not management of the database object itself.
NEW QUESTION # 25
You need to programmatically retrieve query history metadata (e.g., start time, end time, status, user) for queries executed in the last 24 hours using SQL from within Snowsight. However, you only want to retrieve records for queries that took longer than 5 seconds to execute, filtering by a specific user 'DATA USER'. Which of the following SQL statements, when executed in Snowsight, is the MOST efficient way to achieve this?
Answer: C
Explanation:
In the view is measured in milliseconds. Therefore, to filter for queries that took longer than 5 seconds, you need to use > 5000'. Options A and D are incorrect because `execution_status' and execution_time' are not valid columns. Option C calculates the difference manually, which, although functional, is less efficient than using the pre- calculated column. Option E uses an interval which is valid, but less performant and harder to read than the numerical comparision from option B. can be directly compared with the integer value representing miliseconds.
NEW QUESTION # 26
A company is experiencing inconsistent query performance in their Snowflake environment.
Some queries execute quickly, while others, seemingly similar, take significantly longer. They suspect that the virtual warehouse sizing is not optimal. Which of the following strategies would be the MOST comprehensive approach to diagnosing and resolving this issue, assuming you have access to Snowflake's monitoring tools and SQL?
Answer: C,D
Explanation:
While monitoring CPU utilization (A) is helpful, it's not the most comprehensive. Query Acceleration service (B) may help to accelerate, but will not diagnose the underlying issue.
Resource Monitors (D) address credit usage but don't directly improve query performance. The most comprehensive approach is to analyze slow queries using query profiles (C) to understand bottlenecks. Then you must improve data locality by Clustering Tables(E). Also, the sizing of a warehouse needs monitoring over time to ensure its performing at it's best. The best choice is to first identify the root cause of performance issues (C, E) before taking action.
NEW QUESTION # 27
You have a requirement to implement a role hierarchy in Snowflake. The `DATA ADMIN' role should be able to manage all data-related objects within a specific database, while the
`REPORTING ROLE should only be able to query data within specific schemas. Which of the following SQL statements correctly demonstrates how to achieve this, considering that the `DATA ADMIN' role already exists?
Answer: A
Explanation:
Option B correctly implements the role hierarchy and grants the necessary privileges. By granting
`REPORTING ROLE' to 'DATA_ADMIW, 'DATA_ADMIN' inherits the privileges of
'REPORTING_ROLE. Granting 'USAGE on the database to 'DATA_ADMIN' allows the role to access the database. Granting `SELECT on all tables in the reporting schema to `REPORTING ROLE' allows the role to query the data. Options C and D use FUTURE GRANTS which are applied to new objects, not existing ones. Option A grants ownership, which is too much for a reporting role. Option E gives all privileges which are again excessive.
NEW QUESTION # 28
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