- Exam Code: ARA-C01
- Exam Name: SnowPro Advanced Architect Certification
- Certification Provider: Snowflake
- Corresponding Certification:SnowPro Advanced Certification
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Reference: https://learn.snowflake.com/en/certifications/snowpro-advanced-architect/
Snowflake SnowPro Advanced Architect Certification Sample Questions:
An Architect is evaluating compute and storage costs related to performance optimization techniques.
Which Snowflake performance optimizations have storage costs associated with them? (Select THREE).
- A. Materialized views
- B. Multi-cluster virtual warehouse
- C. Query Acceleration Service
- D. Clustering a table
- E. Search Optimization Service
- F. Rekeying
Correct Answer: A,D,E 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
What are characteristics of Dynamic Data Masking? (Select TWO).
- A. A single masking policy can be applied to columns in different tables.
- B. The role that creates the masking policy will always see unmasked data In query results
- C. A masking policy can be applied to a column with the GEOGRAPHY data type.
- D. A masking policy that Is currently set on a table can be dropped.
- E. A masking policy can be applied to the value column of an external table.
Correct Answer: A,D 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
How do Snowflake databases that are created from shares differ from standard databases that are not created from shares? (Choose three.)
- A. Shared databases cannot be cloned.
- B. Shared databases can also be created as transient databases.
- C. Shared databases will have the PUBLIC or INFORMATION_SCHEMA schemas without explicitly granting these schemas to the share.
- D. Shared databases are read-only.
- E. Shared databases must be refreshed in order for new data to be visible.
- F. Shared databases are not supported by Time Travel.
Correct Answer: A,D,F 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
A global retail company must ensure comprehensive data governance, security, and compliance with various international regulations while using Snowflake for data warehousing and analytics.
What should an Architect do to meet these requirements? (Select TWO).
- A. Create a network policy at the column level to secure the data.
- B. Enable Secure Data Sharing with external partners for collaborative purposes.
- C. Use column-level security to restrict access to specific columns.
- D. Store encryption keys on an external server to manage encryption manually.
- E. Implement Role-Based Access Control (RBAC) to assign roles and permissions.
Correct Answer: C,E 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
A company has a source system that provides JSON records for various loT operations. The JSON Is loading directly into a persistent table with a variant field. The data Is quickly growing to 100s of millions of records and performance to becoming an issue. There is a generic access pattern that Is used to filter on the create_date key within the variant field.
What can be done to improve performance?
- A. Alter the target table to include additional fields pulled from the JSON records. This would include a create_date field with a datatype of varchar. When this field is used in the filter, partition pruning will occur.
- B. Incorporate the use of multiple tables partitioned by date ranges. When a user or process needs to query a particular date range, ensure the appropriate base table Is used.
- C. Validate the size of the warehouse being used. If the record count is approaching 100s of millions, size XL will be the minimum size required to process this amount of data.
- D. Alter the target table to Include additional fields pulled from the JSON records. This would Include a create_date field with a datatype of time stamp. When this field Is used in the filter, partition pruning will occur.
Correct Answer: D 🗳️
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