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Snowflake COF-C02 Exam Syllabus Topics:

SectionWeightObjectives
Data Handling and Transformation15-20%- Semi-Structured Data
  • 1. JSON/Avro/Parquet Handling
  • 2. VARIANT Data Type
  • 3. Flattening Data
- Data Transformation
  • 1. Time Travel Features
  • 2. Snowflake SQL Functions
  • 3. Data Pipelines
Performance Optimization20-25%- Warehouse Optimization
  • 1. Warehouse Sizing
  • 2. Auto-Suspend/Auto-Resume
  • 3. Multi-cluster Configuration
- Query Performance
  • 1. Query History
  • 2. Query Profiling
  • 3. Result Set Caching
- Data Optimization
  • 1. Search Optimization Service
  • 2. Materialized Views
  • 3. Clustering Keys
Account Access and Security20-25%- Network Security
  • 1. Network Policies
  • 2. Private Connectivity
- Authorization
  • 1. Role Hierarchy
  • 2. Grant/Revoke Commands
  • 3. Object Privileges
- Authentication
  • 1. Multi-Factor Authentication
  • 2. User/Role Management
  • 3. SSO Integration
Cloud Architecture and Data Loading20-25%- Snowflake Architecture Overview
  • 1. Snowflake Editions
  • 2. Layers (Storage, Compute, Services)
  • 3. Multi-cluster Warehouses
  • 4. Virtual Warehouses
- Data Loading Techniques
  • 1. Bulk Loading (COPY INTO)
  • 2. Continuous Loading
  • 3. Data Loading Best Practices
Billing and Account Management10-15%- Credit Usage
  • 1. Resource Monitors
  • 2. Credit Monitoring
- Account Operations
  • 1. Account Parameters
  • 2. Object Naming Conventions
  • 3. Database/Schema Management

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Snowflake SnowPro Core Certification Exam Sample Questions (Q154-Q159):

NEW QUESTION # 154
Which semi-structured file format is a compressed, efficient, columnar data representation?

Answer: D


NEW QUESTION # 155
Which tasks are performed in the Snowflake Cloud Services layer? (Choose two.)

Answer: C,D

Explanation:
The Snowflake Cloud Services layer performs a variety of tasks, including the management of metadata and the parsing and optimization of queries. This layer is responsible for coordinating activities across Snowflake, including user session management, security, and query compilation3.


NEW QUESTION # 156
What action should be taken if a Snowflake user wants to share a newly created object in a database with consumers?

Answer: C

Explanation:
When a Snowflake user wants to share a newly created object in a database with consumers, the correct action to take is to use the GRANT privilege ... TO SHARE command to grant the necessary privileges for the object to be shared. This approach allows the object owner or a user with the appropriate privileges to share database objects such as tables, secure views, and streams with other Snowflake accounts by granting access to a named share.
The GRANT statement specifies which privileges are granted on the object to the share. The object remains in its original location; sharing does not duplicate or move the object. Instead, it allows the specified share to access the object according to the granted privileges.
For example, to share a table, the command would be:
GRANT SELECT ON TABLE new_table TO SHARE consumer_share;
This command grants the SELECT privilege on a table named new_table to a share named consumer_share, enabling the consumers of the share to query the table.
Automatic sharing, dropping and re-adding the object, or recreating the object with a different name are not required or recommended practices for sharing objects in Snowflake. The use of the GRANT statement to a share is the direct and intended method for this purpose.
Reference: Snowflake Documentation on Sharing Data (https://docs.snowflake.com/en/user-guide/data- sharing-intro.html)


NEW QUESTION # 157
Which clients does Snowflake support Multi-Factor Authentication (MFA) token caching for? (Select TWO).

Answer: A,D

Explanation:
Multi-Factor Authentication (MFA) token caching is typically supported for clients that maintain a persistent connection or session with Snowflake, such as the ODBC driver and Python connector, to reduce the need for repeated MFA challenges. Reference: Based on general security practices in cloud services as of 2021.


NEW QUESTION # 158
What is a limitation of a Materialized View?

Answer: B

Explanation:
There are several limitations to using materialized views:
A materialized view can query only a single table.
Joins, including self-joins, are not supported.


NEW QUESTION # 159
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