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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q104-Q109):
NEW QUESTION # 104
A Snowflake environment hosts two distinct workloads: daily ETL processes that require significant compute power and ad-hoc analytical queries from business users. You want to optimize cost and performance for each workload. Which of the following virtual warehouse configurations would be the MOST effective approach?
- A. Use one virtual warehouse sized for the ETL workload and another, smaller virtual warehouse for ad- hoc queries. Enable auto-suspend on both warehouses.
- B. Use a single, large virtual warehouse for ETL and disable auto-suspend to ensure consistent performance.
- C. Use a single, small virtual warehouse for both ETL and ad-hoc queries to minimize cost.
- D. Use separate virtual warehouses for ETL and ad-hoc queries, and configure resource monitors to limit credit consumption for each workload.
- E. Use a single, large virtual warehouse for both ETL and ad-hoc queries, with auto-suspend enabled.
Answer: A,D
Explanation:
Using separate warehouses allows you to size each warehouse appropriately for its specific workload. A larger warehouse can handle the ETL processing, while a smaller warehouse can serve ad-hoc queries. Configuring resource monitors adds another layer of cost control. Option A can lead to contention and inefficient resource utilization. Option C will likely result in poor performance for ETL. Option D wastes credits by keeping the large warehouse running continuously.
NEW QUESTION # 105
How can a directory table be enabled in Snowflake?
- A. By using the CREATE DIRECTORY command
- B. By using the COPY INTO command
- C. By uploading files directly to a schema
- D. By setting a table policy
Answer: A
NEW QUESTION # 106
Which layer of Snowflake's architecture provides security features like encryption and authentication?
- A. Data Storage Layer
- B. Cloud Services Layer
- C. Query Processing Layer
- D. Compute Layer
Answer: B
Explanation:
TheCloud Services Layeris responsible for Snowflake's global security, coordination, and metadata management. It orchestrates all authentication and authorization processes, including username/password login, MFA, OAuth, SSO, key-pair authentication, and integration with enterprise identity providers. It also manages role-based access control (RBAC), privilege enforcement, session management, and secure query orchestration.
This layer centralizes encryption policy enforcement, including the management of Snowflake-managed and customer-managed encryption keys (Tri-Secret Secure). While all data stored and transmitted in Snowflake is encrypted by default, it is the Cloud Services Layer that handles the key lifecycle, rotation, and hierarchy.
The Compute Layer only runs queries.
The Storage Layer keeps compressed, encrypted columnar data but does not manage security controls.
The Query Processing Layer executes SQL but does not manage authentication or RBAC.
Thus, the Cloud Services Layer is the authoritative control plane for Snowflake security.
NEW QUESTION # 107
Which command is used to view the details of a file format object in Snowflake?
- A. LIST FILE FORMAT
- B. ALTER FILE FORMAT
- C. SHOW FILE FORMATS
- D. DESCRIBE FILE FORMAT
Answer: D
Explanation:
DESCRIBE FILE FORMAT <name> returns configuration settings such as FIELD_DELIMITER, TYPE, SKIP_HEADER, and COMPRESSION for the specified format.
SHOW FILE FORMATS only lists existing formats, not their internals.
LIST FILE FORMAT is invalid. ALTER modifies but does not display details.
NEW QUESTION # 108
Which Snowflake Cortex LLM function allows a user to specify which model will be used?
- A. COMPLETE
- B. TRANSLATE
- C. SUMMARIZE
- D. SENTIMENT
Answer: A
Explanation:
TheCOMPLETEfunction is the only Cortex LLM function where the user can explicitly specify the model name (e.g., Mistral, Snowflake Arctic, Meta Llama models).
SUMMARIZE, SENTIMENT, and TRANSLATE are task-specific functions that use built-in, preselected models anddo not allowmodel selection.
NEW QUESTION # 109
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