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| Section | Objectives |
|---|---|
| Snowflake Architecture and Overview | - Virtual warehouses and resource scaling concepts - Snowflake architecture concepts (cloud data platform, separation of storage and compute) |
| Data Transformations and Querying | - SQL querying in Snowflake - Semi-structured data handling (VARIANT, JSON, Parquet) |
| Data Protection, Security, and Performance | - Time Travel and Fail-safe concepts - Role-based access control (RBAC) - Query performance optimization basics |
| Data Loading and Unloading | - Data unloading and external stages - Bulk loading using stages and COPY INTO |
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NEW QUESTION # 373
What features does Snowflake Time Travel enable?
Answer: C
NEW QUESTION # 374
Which of the following commands cannot be used within a reader account?
Answer: C
Explanation:
A reader account is intended primarily for querying data shared by the provider of the account. Adding new data to the account and/or updating shared data in the account is not supported. Changing the configuration of virtual warehouses is also not permitted as those resources are owned and managed by the provider of the account which is sharing the data.
NEW QUESTION # 375
Which roles are needed to access Document AI? Select TWO.
Answer: C,E
Explanation:
The correct answers are C. ACCOUNTADMIN and E. DOCUMENT_INTELLIGENCE_CREATOR .
Document AI is part of Snowflake Cortex and uses specific privileges/roles for access and administration. The ACCOUNTADMIN role is commonly required for initial setup or granting required privileges, while DOCUMENT_INTELLIGENCE_CREATOR is used to create and work with Document AI objects.
Why C is correct:
ACCOUNTADMIN has the account-level authority needed to enable or manage required access for Document AI features.
Why E is correct:
DOCUMENT_INTELLIGENCE_CREATOR is the Snowflake role associated with creating Document AI- related objects and using Document AI capabilities.
Why the other options are incorrect:
A). PUBLIC is available to all users but does not provide Document AI creation privileges.
B). SYSADMIN manages many account objects, but it is not the specific Document AI role in the answer set.
D). OBJECT_VIEWER is a Snowflake database role for object metadata visibility, not Document AI access.
Official Snowflake documentation reference:
Snowflake documentation for Document AI describes the required access model and includes the DOCUMENT_INTELLIGENCE_CREATOR role for creating Document AI objects, with account administrator involvement for setup.
Reference: Snowflake Documentation - Document AI; Snowflake Cortex; SnowPro Core Study Guide - Snowflake Architecture and Security.
NEW QUESTION # 376
Which command can be used to load data files into a Snowflake stage?
Answer: D
NEW QUESTION # 377
What is a directory table in Snowflake?
Answer: B
Explanation:
A directory table in Snowflake is an object layered on a stage that is used to store file-level metadata. It is not a separate database object but is conceptually similar to an external table because it stores metadata about the data files in the stage5.
NEW QUESTION # 378
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