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| Section | Objectives |
|---|---|
| Snowflake Architecture and Platform Concepts | - Virtual warehouses and compute model - Storage and data organization - Snowflake architecture fundamentals |
| Performance and Optimization | - Warehouse sizing and scaling - Query optimization basics |
| Data Loading and Unloading | - External and internal stages - Bulk data loading using stages and COPY INTO |
| Security and Access Control | - Role-based access control (RBAC) - Authentication and user management |
| Data Sharing and Protection | - Secure data sharing - Data replication and failover concepts |
| Data Transformation and Processing | - SQL operations in Snowflake - Streams and tasks for data pipelines |
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NEW QUESTION # 571
For which use case will transient tables be most cost-effective?
Answer: D
Explanation:
The correct answer is A. The table data does not require Fail-safe .
Transient tables are designed for data that does not need the same level of data recovery protection as permanent tables. Unlike permanent tables, transient tables do not have a Fail-safe period.
Why A is correct:
Fail-safe storage can add cost because Snowflake retains historical data for recovery by Snowflake support after the Time Travel retention period ends. Since transient tables do not have Fail-safe, they can reduce storage costs for data that does not require this additional protection.
Common use cases include:
Temporary ETL data
Staging data
Intermediate transformation data
Reproducible data
Non-critical working data
Why the other options are incorrect:
B). Long-term critical storage is usually better suited for permanent tables because they support Fail-safe.
C). Frequent access and modification alone does not make a transient table the best cost choice. The key factor is whether Fail-safe is needed.
D). Sharing data with external accounts is not the primary cost-effective use case for transient tables.
Official Snowflake documentation reference:
Snowflake documentation explains that transient tables persist until explicitly dropped, support Time Travel with limited retention, and do not have a Fail-safe period.
Reference: Snowflake Documentation - Transient tables; Snowflake Documentation - Understanding and viewing Fail-safe; SnowPro Core Study Guide - Snowflake Architecture.
==
NEW QUESTION # 572
What is the maximum total Continuous Data Protection (CDP) charges incurred for a temporary table?
Answer: B
Explanation:
For a temporary table, the maximum total Continuous Data Protection (CDP) charges incurred are for the duration of the session in which the table was created, which does not exceed 24 hours2.
References = [COF-C02] SnowPro Core Certification Exam Study Guide, Snowflake Documentation2
NEW QUESTION # 573
What is a characteristic of the Snowflake Query Profile?
Answer: D
Explanation:
The Snowflake Query Profile provides a graphic representation of the main components of the query processing.This visual aid helps users understand the execution details and performance characteristics of their queries4.
NEW QUESTION # 574
What are key characteristics of virtual warehouses in Snowflake? (Select TWO).
Answer: C,E
Explanation:
Virtual warehouses in Snowflake can be started and stopped at any time, providing flexibility in managing compute resources. They can also be resized at any time, even while running, toaccommodate varying workloads910. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 575
When loading data into Snowflake, how should the data be organized?
Answer: A
Explanation:
When loading data into Snowflake, it is recommended to organize the data into single files with 100-250 MB of compressed data per file. This size range is optimal for parallel processing and can help in achieving better performance during data loading operations. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 576
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