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Snowflake COF-C02 Exam Syllabus Topics:

SectionWeightObjectives
Data Pipelines & Automation10%- Integration & connectivity
  • 1. Connectors and ETL/ELT patterns
  • 2. External functions and API integration
- Workflow & automation
  • 1. Change data capture and processing
  • 2. Streams, tasks, and pipes
Performance Concepts & Optimization15%- Warehouse sizing & tuning
  • 1. Scaling, clustering, and concurrency management
  • 2. Query profiling and optimization techniques
- Data optimization features
  • 1. Clustering keys, search optimization, materialized views
  • 2. Caching and result reuse
Account Access & Security20%- Authentication & authorization
  • 1. Network policies and security settings
  • 2. Users, roles, privileges and access control
- Data protection & governance
  • 1. Data masking and row-level security
  • 2. Encryption at rest and in transit
Snowflake Architecture & Cloud Concepts25%- Cloud data platform fundamentals
  • 1. Data storage structure and formats
  • 2. Virtual warehouses and resource management
  • 3. Service layers and separation of storage/compute
- Account structure and hierarchy
  • 1. Organization, account, database, schema levels
  • 2. Object ownership and naming conventions
Data Loading & Transformation20%- Data ingestion methods
  • 1. File formats and data type handling
  • 2. Bulk loading, continuous loading, external stages
- Data transformation & querying
  • 1. Working with structured, semi-structured, unstructured data
  • 2. DDL/DML operations and SQL functions
Data Protection & Data Sharing10%- Data recovery & retention
  • 1. Data retention policies and backup
  • 2. Time Travel, Fail-safe, cloning capabilities
- Secure data sharing
  • 1. Sharing security and access control
  • 2. Direct sharing, data exchanges, reader accounts

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Snowflake SnowPro Core Certification Exam Sample Questions (Q145-Q150):

NEW QUESTION # 145
How can a Snowsight user change a Standard virtual warehouse to a Snowpark-optimized virtual warehouse?

Answer: B

Explanation:
To change a Standard virtual warehouse to a Snowpark-optimized virtual warehouse, the warehouse must be in a suspended state. This ensures that no operations are disrupted during the modification process.
Suspend the Warehouse:Ensure that the warehouse is suspended.
ALTER WAREHOUSE my_warehouse SUSPEND;
Alter the Warehouse:Modify the warehouse to be Snowpark-optimized.
ALTER WAREHOUSE my_warehouse SET WAREHOUSE_TYPE = 'SNOWPARK-OPTIMIZED'; Resume the Warehouse:Resume the warehouse to make it operational.
ALTER WAREHOUSE my_warehouse RESUME;
References:
Snowflake Documentation: Creating Snowpark-Optimized Warehouses
Snowflake Documentation: ALTER WAREHOUSE


NEW QUESTION # 146
Which of the following practices are recommended when creating a user in Snowflake? (Choose two.)

Answer: A,D


NEW QUESTION # 147
Which file formats are supported for unloading data from Snowflake? (Choose two.)

Answer: B,C

Explanation:
Snowflake supports unloading data in JSON and delimited file formats such as CSV and TSV. These formats are commonly used for data interchange and are supported by Snowflake for unloading operations


NEW QUESTION # 148
What does a Notify & Suspend action for a resource monitor do?

Answer: B

Explanation:
The Notify & Suspend action for a resource monitor in Snowflake sends a notification to all account administrators who have notifications enabled and suspends all assigned warehouses. However, the suspension only occurs after all currently running statements in the warehouses have been completed1.
References: [COF-C02] SnowPro Core Certification Exam Study Guide


NEW QUESTION # 149
How often are encryption keys automatically rotated by Snowflake?

Answer: B

Explanation:
Snowflake automatically rotates encryption keys when they are more than 30 days old. Active keys are retired, and new keys are created. This process is part of Snowflake's comprehensive security measures to ensure data protection and is managed entirely by the Snowflake service without requiring user intervention.
References:
* Understanding Encryption Key Management in Snowflake


NEW QUESTION # 150
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