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Snowflake COF-C02 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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. Materialized Views
  • 2. Clustering Keys
  • 3. Search Optimization Service
Topic 2: Billing and Account Management10-15%- Account Operations
  • 1. Object Naming Conventions
  • 2. Account Parameters
  • 3. Database/Schema Management
- Credit Usage
  • 1. Resource Monitors
  • 2. Credit Monitoring
Topic 3: Account Access and Security20-25%- Authorization
  • 1. Grant/Revoke Commands
  • 2. Role Hierarchy
  • 3. Object Privileges
- Authentication
  • 1. SSO Integration
  • 2. Multi-Factor Authentication
  • 3. User/Role Management
- Network Security
  • 1. Private Connectivity
  • 2. Network Policies
Topic 4: Cloud Architecture and Data Loading20-25%- Data Loading Techniques
  • 1. Bulk Loading (COPY INTO)
  • 2. Data Loading Best Practices
  • 3. Continuous Loading
- Snowflake Architecture Overview
  • 1. Snowflake Editions
  • 2. Layers (Storage, Compute, Services)
  • 3. Multi-cluster Warehouses
  • 4. Virtual Warehouses
Topic 5: Data Handling and Transformation15-20%- Semi-Structured Data
  • 1. Flattening Data
  • 2. VARIANT Data Type
  • 3. JSON/Avro/Parquet Handling
- Data Transformation
  • 1. Snowflake SQL Functions
  • 2. Data Pipelines
  • 3. Time Travel Features

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Snowflake SnowPro Core Certification Exam Sample Questions (Q469-Q474):

NEW QUESTION # 469
What transformations are supported in a CREATE PIPE ... AS COPY ... FROM (....) statement? (Select TWO.)

Answer: B,C


NEW QUESTION # 470
What happens when a cloned table is replicated to a secondary database? (Select TWO)

Answer: B,E

Explanation:
When a cloned table is replicated to a secondary database in Snowflake, the following occurs:
* C. The physical data is replicated: The actual data of the cloned table is physically replicated to the secondary database. This ensures that thesecondary database has its own copy of the data, which can be used for read-only purposes or failover scenarios1.
* E. Metadata pointers to cloned tables are replicated: Along with the physical data, the metadata pointers that refer to the cloned tables are also replicated. This metadata includes information about the structure of the table and any associated properties2.
It's important to note that while the physical data and metadata are replicated, the secondary database is typically read-only and cannot be used for write operations. Additionally, while there may be additional storage costs associated with the secondary account, this is not a direct result of the replication process but rather a consequence of storing additional data.
References:
SnowPro Core Exam Prep - Answers to Snowflake's LEVEL UP: Backup and Recovery Snowflake SnowPro Core Certification Exam Questions Set 10


NEW QUESTION # 471
Which of the following are characteristics of security in Snowflake?

Answer: C

Explanation:
One of the security features of Snowflake includes the periodic rekeying of encrypted data, which is available with the Snowflake Enterprise edition and higher2.
This ensures that the encryption keys are rotated regularly to maintain a high level of security.
References: [COF-C02] SnowPro Core Certification Exam Study Guide


NEW QUESTION # 472
Which components make up the Snowflake Cortex AI suite? Select TWO.

Answer: A,C

Explanation:
The correct answers are A. Document AI and E. Cortex Analyst .
Snowflake Cortex is Snowflake's integrated AI and machine learning capability set. It includes features for working with language models, document extraction, natural language analytics, and AI-powered application development.
Why A is correct:
Document AI is part of Snowflake Cortex. It is used to extract information from unstructured documents using AI.
Why E is correct:
Cortex Analyst is part of Snowflake Cortex. It enables natural language questions over structured data by using semantic models and Cortex capabilities.
Why the other options are incorrect:
B). Snowpipe is a data ingestion service, not part of the Cortex AI suite.
C). Streams are change data capture objects used to track table changes, not Cortex AI components.
D). Secure views are security/governance objects used to protect view definitions and support secure data sharing, not Cortex AI components.
Official Snowflake documentation reference:
Snowflake documentation describes Snowflake Cortex as a set of AI and ML capabilities and includes features such as Document AI and Cortex Analyst. Snowpipe, streams, and secure views belong to other Snowflake feature areas.
Reference: Snowflake Documentation - Snowflake Cortex; Snowflake Documentation - Document AI; Snowflake Documentation - Cortex Analyst; SnowPro Core Study Guide - Snowflake Architecture.


NEW QUESTION # 473
What is the MINIMUM Snowflake edition required to use the periodic rekeying of micro-partitions?

Answer: B

Explanation:
Periodic rekeying of micro-partitions is a feature that requires the Enterprise Edition of Snowflake or higher. This feature is part of Snowflake's comprehensive approach to encryption key management, ensuring data security through regular rekeying1. References: [COF-C02] SnowPro Core Certification Exam Study Guide


NEW QUESTION # 474
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