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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 2: Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features |
| Topic 3: Account Management & Data Governance | 20% | - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges |
| Topic 4: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Bulk Load, Streaming, Dynamic Tables |
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NEW QUESTION # 389
To switch between a Gen2 standard warehouse and a Snowpark-optimized warehouse, which warehouse object properties must be changed? Select TWO.
Answer: A,B
Explanation:
Snowflake warehouses can use different warehouse types and resource constraints. Snowpark-optimized warehouses use warehouse properties such as WAREHOUSE_TYPE and RESOURCE_CONSTRAINT to define the compute configuration.
Reference: Snowflake Documentation - Snowpark-optimized warehouses; CREATE WAREHOUSE; ALTER WAREHOUSE.
NEW QUESTION # 390
The customer table in the T1 database is accidentally dropped.
Which privileges are required to restore this table? {Select TWO).
Answer: A,E
NEW QUESTION # 391
Which Snowflake feature can be used to find sensitive data in a table or column?
Answer: B
Explanation:
Data classification in Snowflake is a feature that allows organizations to identify and categorize data stored in tables or columns based on its sensitivity level or content type. This feature can be used to find sensitive data within the database by classifying data as confidential, personal, public, etc., making it easier to apply appropriate security measures, such as masking policies or row-level security, to protect sensitive information.
References:
Snowflake Documentation: Data Classification
NEW QUESTION # 392
Which Snowsight feature can be used to perform data manipulations and transformations using a programming language?
Answer: D
Explanation:
Python worksheets in Snowsight enable users to perform data manipulations and transformations using the Python programming language directly within the Snowflake environment. This feature integrates the power of Python with Snowflake ' s data warehousing capabilities, allowing for sophisticated data analysis and manipulation.
Introduction to Python Worksheets:
Python worksheets provide an interactive environment to write and execute Python code.
They are designed to facilitate data science and data engineering tasks.
Functionality:
Users can run Python scripts to manipulate data stored in Snowflake.
It allows for leveraging Python ' s extensive libraries for data analysis, machine learning, and more.
Integration with Snowflake:
Python worksheets run on Snowflake ' s compute infrastructure, ensuring scalability and performance.
They can access and manipulate Snowflake tables directly, making them a powerful tool for data transformation.
Snowflake Documentation: Snowsight Python Worksheets
NEW QUESTION # 393
Which of the following activities consume virtual warehouse credits in the Snowflake environment? (Choose two.)
Answer: C,D
Explanation:
Running EXPLAIN and SHOW commands, as well as running a custom query, consume virtual warehouse credits in the Snowflake environment. These activities require computational resources, and therefore, credits are used to account for the usage of these resources. References: [COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 394
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