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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q62-Q67):

NEW QUESTION # 62
A Snowflake account administrator needs to configure a resource monitor to limit the credit consumption of a specific virtual warehouse named 'ANALYTICS WH'. The resource monitor should trigger a notification when the warehouse consumes 80% of its allocated credits within a calendar month and should suspend the warehouse when it reaches 100%. Which of the following SQL statements, executed in the correct order, would achieve this?

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

Answer: E

Explanation:
The correct syntax for creating a resource monitor with triggers is to use the 'TRIGGERS' clause with the 'DO' keyword followed by the action. 'SUSPEND_IMMEDIATELY ensures the warehouse stops immediately when the limit is reached, preventing further credit consumption. Other options have incorrect syntax or trigger wrong action.

NEW QUESTION # 63
You are designing a data ingestion pipeline for a SaaS application that generates JSON log files daily. These files are uploaded to an AWS S3 bucket. You need to load this data into Snowflake, transform it, and store it in a structured table. Consider the following requirements: 1 . Automated ingestion of new log files as they arrive in S3. 2. Transformation of the JSON data into a relational format. 3. Minimal operational overhead. 4. Cost Optimization. Which combination of Snowflake features would best address these requirements?

A. Snowpipe with COPY INTO and Views.
B. Snowpipe with Streams and Tasks.
C. Scheduled Tasks using Cron and Stored Procedures with Python IJDF.
D. Snowpipe with Snowsight Tasks and Materialized Views.
E. Snowpipe with External Tables and User-Defined Functions (UDFs).

Answer: B

Explanation:
Option D provides the best balance of automation, transformation, and minimal operational overhead. Snowpipe enables continuous data loading as new files arrive in S3. Streams capture change data (new files loaded), and Tasks automate the transformation process based on those changes. A is good, but not perfect. Materialized Views have limitations related to supported functions. Tasks using 'AFTER with streams ensures only new changes are processed. B:
External tables are not ideal for frequent transformations. UDFs are fine, but using streams and tasks together offers better automation for transformation following loading. C: Scheduled tasks using cron are less reactive to new files than Snowpipe. This requires more operational oversight compared to event-driven Snowpipe. E: While COPY INTO can be used in a scheduled task, Snowpipe is more efficient for continuous loading, and views are not suitable for data transformation.

NEW QUESTION # 64
A data engineer needs to grant a business analyst role ('BI ANALYST) the ability to query data in a specific schema ('SALES DATA) within a database ('REPORTING DB'). The business analyst should also be able to create temporary tables for their analysis but should not be able to modify the underlying tables. Which of the following set of commands is the MOST SECURE and LEAST PRIVILEGED way to achieve this?

A. GRANT USAGE ON DATABASE REPORTING DB TO ROLE BI ANALYST; GRANT SELECT ON FUTURE TABLES IN SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST, GRANT CREATE TEMPORARY TABLE ON DATABASE REPORTING DB TO ROLE BI ANALYST;
B. GRANT ALL ON DATABASE REPORTING DB TO ROLE BI ANALYST; GRANT SELECT ON ALL TABLES IN SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST; GRANT CREATE TEMPORARY TABLE ON DATABASE REPORTING DB TO ROLE BI ANALYST,
C. GRANT USAGE ON DATABASE REPORTING DB TO ROLE BI ANALYST; GRANT USAGE ON SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST; GRANT SELECT ON ALL TABLES IN SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST; GRANT CREATE TEMPORARY TABLE ON DATABASE REPORTING DB TO ROLE BI ANALYST;
D. GRANT USAGE ON DATABASE REPORTING DB TO ROLE BI ANALYST; GRANT SELECT ON ALL TABLES IN SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST; GRANT CREATE TEMPORARY TABLE ON DATABASE REPORTING DB TO ROLE BI ANALYST;
E. GRANT USAGE ON DATABASE REPORTING DB TO ROLE BI ANALYST; GRANT SELECT ON SCHEMA REPORTING DB.SALES DATA TO ROLE BI ANALYST; GRANT CREATE TEMPORARY TABLE ON DATABASE REPORTING DB TO ROLE BI ANALYST,

Answer: C

Explanation:
Option D provides the most secure and least privileged access. USAGE on the database and schema allows access without full control. SELECT on tables allows querying. CREATE TEMPORARY TABLE allows the creation of temporary tables within the database. Granting SELECT ON FUTURE TABLES would grant access to tables that don't exist yet, unnecessary for this scenario. Option A does not grant USAGE on the schema. Option C is overly permissive.

NEW QUESTION # 65
A Snowflake administrator is tasked with setting up role-based access control (RBAC) to manage access to different objects within Snowflake using the web UI. Which of the following statements accurately describe best practices and functionalities available through the Snowflake web UI for managing RBAC?

A. The 'Account' section in the Snowflake web UI provides a visual interface to manage users, roles, and their associated privileges.
B. The Snowflake web UI allows creating custom roles, granting privileges to these roles, and assigning roles to users or other roles.
C. The web UI only allows granting ownership of database objects to roles but not individual privileges like SELECT or INSERT.
D. Roles can only be created and managed using SQL commands within a worksheet and cannot be managed through the web UI.
E. Role hierarchies cannot be created through the web UI; they must be defined using SQL commands.

Answer: A,B

Explanation:
The Snowflake web UI enables creating custom roles, granting various privileges (including object privileges like SELECT and INSERT), and assigning roles to users or other roles. The
'Account' section within the web UI indeed provides a user- friendly interface for managing users, roles, and their associated privileges. Role hierarchies can be managed through SQL but the UI also allows users to manage, by assigning users or roles to a given role. Therefore, 'C' is incorrect. 'A' is incorrect as roles can be managed by using the UI.

NEW QUESTION # 66
You are using the 'COPY INTO' command to load data from an Amazon S3 bucket into a Snowflake table named 'employees'. The data in S3 is in CSV format, compressed with gzip, and contains a header row. You want to skip the header row during the load and handle any data conversion errors by continuing the load operation. Which of the following 'COPY INTO' commands is most appropriate?

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

Answer: B

Explanation:
Option A is the most appropriate. It correctly specifies the S3 bucket and file, CSV file format, skips the header row CSKIP_HEADER = and handles data conversion errors by continuing the load CON_ERROR = 'CONTINUE"). While other options might partially address the requirements, option A is complete and adheres to correct syntax. Option B uses 'SKIP_FILE' which would skip the whole file on error. Option C is closer, but adding `ERROR = FALSE is not directly related to handling data conversion errors. option D is incorrect because 'ON_ERROR = CONTINUE is not a valid syntax, it requires to be in single quotes 'ON ERROR = 'CONTINUE".
Option E is also good but 'FIELD DELIMITER = is not required here and is not adding value.

NEW QUESTION # 67
......

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