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Snowflake COF-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Data Pipelines & Automation	10%	- Workflow & automation 1. Streams, tasks, and pipes 2. Change data capture and processing - Integration & connectivity 1. External functions and API integration 2. Connectors and ETL/ELT patterns
Data Loading & Transformation	20%	- Data ingestion methods 1. Bulk loading, continuous loading, external stages 2. File formats and data type handling - Data transformation & querying 1. DDL/DML operations and SQL functions 2. Working with structured, semi-structured, unstructured data
Data Protection & Data Sharing	10%	- Secure data sharing 1. Direct sharing, data exchanges, reader accounts 2. Sharing security and access control - Data recovery & retention 1. Data retention policies and backup 2. Time Travel, Fail-safe, cloning capabilities
Account Access & Security	20%	- Authentication & authorization 1. Network policies and security settings 2. Users, roles, privileges and access control - Data protection & governance 1. Encryption at rest and in transit 2. Data masking and row-level security
Performance Concepts & Optimization	15%	- Warehouse sizing & tuning 1. Query profiling and optimization techniques 2. Scaling, clustering, and concurrency management - Data optimization features 1. Caching and result reuse 2. Clustering keys, search optimization, materialized views
Snowflake Architecture & Cloud Concepts	25%	- Account structure and hierarchy 1. Object ownership and naming conventions 2. Organization, account, database, schema levels - Cloud data platform fundamentals 1. Data storage structure and formats 2. Service layers and separation of storage/compute 3. Virtual warehouses and resource management

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Snowflake SnowPro Core Certification Exam Sample Questions (Q327-Q332):

NEW QUESTION # 327
Which user preferences can be set for a user profile in Snowsight? (Select TWO).

A. Default database
B. Notification
C. Default schema
D. Username
E. Multi-Factor Authentication (MFA)

Answer: A,C

Explanation:
In Snowsight, Snowflake's web interface, user preferences can be customized to enhance the user experience. Among these preferences, users can set a default database and default schema. These settings streamline the user experience by automatically selecting the specified database and schema when the user initiates a new session or query, reducing the need to manually specify these parameters for each operation. This feature is particularly useful for users who frequently work within a specific database or schema context.
Reference: Snowflake Documentation on Snowsight User Preferences

NEW QUESTION # 328
A Snowflake Administrator needs to ensure that sensitive corporate data in Snowflake tables is not visible to end users, but is partially visible to functional managers.
How can this requirement be met?

A. Use secure materialized views.
B. Revoke all roles for functional managers and end users.
C. Use dynamic data masking.
D. Use data encryption.

Answer: C

Explanation:
Dynamic data masking is a feature in Snowflake that allows administrators to define masking policies to protect sensitive data. It enables partial visibility of the data to certain roles, such as functional managers, while hiding it from others, like end users

NEW QUESTION # 329
When reviewing the load for a warehouse using the load monitoring chart, the chart indicates that a high volume of Queries are always queuing in the warehouse.
According to recommended best practice, what should be done to reduce the Queue volume? (Select TWO).

A. Scale up the warehouse size to allow Queries to execute faster.
B. Stop and start the warehouse to clear the queued queries
C. Limit user access to the warehouse so fewer queries are run against it.
D. Migrate some queries to a new warehouse to reduce load
E. Use multi-clustered warehousing to scale out warehouse capacity.

Answer: D,E

NEW QUESTION # 330

What do these Query Profile metrics indicate about the query micro-partition pruning?

A. The query used the local disk cache and pruning was not required.
B. Since the bytes scanned is less than the bytes written to results some pruning has occurred.
C. The size of the data queried was too small to trigger micro-partition pruning.
D. No micro-partitions were pruned during execution.

Answer: C

NEW QUESTION # 331
Which file function generates a SnowFlake-hosted URL that must be authenticated when used?

A. BUILD_SCOPED_FILE_URL
B. GET_STATE_LOCATION
C. GET_PRESENT_URL
D. BUILD_STAGE_FILE_URL

Answer: D

Explanation:
* Purpose: The BUILD_STAGE_FILE_URL function generates a temporary, pre-signed URL that allows you to access a file within a Snowflake stage (internal or external). This URL requires authentication to use.
* Key Points:
* Security: The URL has a limited lifespan, enhancing security.
* Use Cases: Sharing staged data with external tools or applications, or downloading it directly.
* Snowflake Documentation (BUILD_STAGE_FILE_URL): https://docs.snowflake.com/en/sql-reference
/functions/build_stage_file_url.html

NEW QUESTION # 332
......

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