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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges |
| Topic 2: Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - External Integrations, Connectors, SnowSQL - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables |
| Topic 3: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace |
| Topic 4: Performance Optimization, Querying & Transformation | 21% | - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Query Processing, Profiling, Optimization |
| Topic 5: Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer |
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NEW QUESTION # 388
Which of the following is the Snowflake Account_Usage.Metering_History view used for?
Answer: B
Explanation:
The Snowflake Account_Usage.Metering_History view is used to gather the hourly credit usage for an account. This view provides details on the credits consumed by various services within Snowflake for the last
365 days1.
NEW QUESTION # 389
What are the responsibilities of Snowflake's Cloud Service layer? (Choose three.)
Answer: B,E,F
Explanation:
The responsibilities of Snowflake's Cloud Service layer include authentication (A), which ensures secure access to the platform; resource management (B), which involves allocating and managing compute resources; and query parsing and optimization (D), which improves the efficiency and performance of SQL query execution3.
NEW QUESTION # 390
Which object can be referenced from a User-Defined Function, or UDF?
Answer: A
Explanation:
The correct answer is A. View.
In Snowflake, a SQL User-Defined Function can reference certain database objects in a SQL expression or query expression. A view can be referenced by a SQL UDF, subject to normal privilege and ownership rules.
Why A is correct:
A UDF can include SQL logic that references a view. This allows reusable logic to be built on top of existing query definitions.
Example concept:
CREATE FUNCTION my_function()
RETURNS NUMBER
AS
$$
SELECT COUNT(*) FROM my_view
$$;
Why the other options are less appropriate:
B). A stream is a change tracking object and is not the standard object referenced from a UDF for reusable query logic.
C). An external table is used to query data stored in external cloud storage. It is not the best answer for this SnowPro-style question.
D). A materialized view is a precomputed view-like object, but the standard documented answer for an object referenced from a UDF is a view.
Official Snowflake documentation reference:
Snowflake documentation for SQL UDFs explains that SQL UDF definitions can contain SQL expressions and query expressions. These query expressions can reference database objects such as views, depending on privileges and valid SQL usage.
Reference: Snowflake Documentation - SQL user-defined functions; Snowflake Documentation - Views; SnowPro Core Study Guide - SQL and Snowflake Objects.
NEW QUESTION # 391
What objects can be cloned within Snowflake? (Select TWO).
Answer: C,D
Explanation:
In Snowflake, cloning is available for certain types of objects, allowing quick duplication without copying data:
Schemas: These can be cloned, enabling users to replicate entire schema structures, including tables and views, for development or testing.
Internal named stages: These stages, used to store data files within Snowflake, can also be cloned, preserving configurations for data loading.
Users and external objects (like external stages or tables) cannot be cloned due to their dependency on external data and configurations outside Snowflake.
NEW QUESTION # 392
Which roles can make grant decisions to objects within a managed access schema? (Select TWO)
Answer: C,E
Explanation:
Managed Access Schemas: These are a special type of schema designed for fine-grained access control in Snowflake.
Roles with Grant Authority:
ACCOUNTADMIN:The top-level administrative role can grant object privileges on all objects within the account, including managed access schemas.
SECURITYADMIN:Can grant and revoke privileges on objects within the account, including managed access schemas.
Important Note: The ORGADMIN role focuses on organization-level management, not object access control.
NEW QUESTION # 393
......
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