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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types |
| Topic 2: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 3: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Materialized Views, Streams, Tasks, Pipelines - Cortex AI, Notebooks, Apache Iceberg Tables |
| Topic 4: Account Management & Data Governance | 20% | - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security - Trust Center, Data Lineage, Compliance - Security: Network Policies, MFA, Encryption |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL |
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NEW QUESTION # 385
A user has unloaded data from Snowflake to a stage
Which SQL command should be used to validate which data was loaded into the stage?
Answer: A
Explanation:
Thelistcommand in Snowflake is used to validate and display the list of files in a specified stage. When a user has unloaded data to a stage, running the list @file__stage command will show all the files that have been uploaded to that stage, allowing the user to verify the data that was unloaded.
References:
Snowflake Documentation on Stages
SnowPro Core Certification Study Guide
NEW QUESTION # 386
What tasks can be completed using the copy command? (Select TWO)
Answer: B,C
Explanation:
The COPY command in Snowflake allows for the reordering of columns as they are loaded into a table, and it also permits the omission of columns from the source file during the load process. This provides flexibility in handling the schema of the data being ingested. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 387
Which privilege is required to grant a database role to another role?
Answer: B
Explanation:
The correct answer is B. OWNERSHIP on the database role .
A database role is a securable object within a database. To grant a database role to another role, the granting role must have the authority to manage that database role. The OWNERSHIP privilege on the database role gives full control over the database role, including the ability to grant it.
Why B is correct:
The owner of a database role can grant that database role to another database role or account role, depending on the supported grant relationship.
Example concept:
GRANT DATABASE ROLE database1.db_role1 TO ROLE account_role1;
To perform this action, the executing role must have appropriate authority over database1.db_role1, such as OWNERSHIP.
Why the other options are incorrect:
A). USAGE on the database allows access to the database namespace, but it does not grant authority to grant a database role.
C). CREATE ROLE applies to creating account roles, not granting database roles.
D). MANAGE GRANTS can allow broad grant management, but the specific required object-level privilege in this question is OWNERSHIP on the database role.
Official Snowflake documentation reference:
Snowflake documentation explains that database roles are securable objects and that ownership provides full control over the object, including grant management.
Reference: Snowflake Documentation - Database roles; Snowflake Documentation - GRANT DATABASE ROLE; Snowflake Documentation - Access control privileges; SnowPro Core Study Guide - Security and Access Control.
==
NEW QUESTION # 388
What is a benefit of using Snowflake directory tables?
Answer: B
Explanation:
The correct answer is D. Directory tables can be joined with other tables in Snowflake .
A directory table stores file-level metadata for files in a stage. This metadata can be queried using SQL, which means it can also be filtered, selected from, and joined with other Snowflake tables.
Why D is correct:
Because directory table metadata can be queried like table data, users can join that metadata with other Snowflake tables. This is useful for workflows where file metadata needs to be compared with control tables, audit tables, or processing logs.
Example concept:
SELECT d.relative_path, l.load_status
FROM DIRECTORY(@my_stage) d
LEFT JOIN load_log l
ON d.relative_path = l.file_name;
Why the other options are incorrect:
A). Directory tables store file-level metadata, but not in a temporary table. They are associated with stages.
B). Directory tables do not have their own independent privilege model. Access is controlled through privileges on the associated stage.
C). Any user cannot configure directory table privileges independently.
Official Snowflake documentation reference:
Snowflake documentation explains that directory tables store file-level metadata about staged files and that users can query this metadata with SQL, enabling joins with other tables.
Reference: Snowflake Documentation - Directory tables; Snowflake Documentation - Stages; SnowPro Core Study Guide - Data Loading and Unloading.
==
NEW QUESTION # 389
Which Snowflake function will interpret an input string as a JSON document, and produce a VARIANT value?
Answer: C
Explanation:
The parse_json()function in Snowflake interprets an input string as a JSON document and produces a VARIANT value containing the JSON document.This function is specifically designed for parsing strings that contain valid JSON information3.
NEW QUESTION # 390
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