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Snowflake COF-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Billing and Account Management	10-15%	- Account Operations 1. Object Naming Conventions 2. Account Parameters 3. Database/Schema Management - Credit Usage 1. Credit Monitoring 2. Resource Monitors
Account Access and Security	20-25%	- Network Security 1. Private Connectivity 2. Network Policies - Authentication 1. Multi-Factor Authentication 2. User/Role Management 3. SSO Integration - Authorization 1. Grant/Revoke Commands 2. Object Privileges 3. Role Hierarchy
Cloud Architecture and Data Loading	20-25%	- Data Loading Techniques 1. Continuous Loading 2. Bulk Loading (COPY INTO) 3. Data Loading Best Practices - Snowflake Architecture Overview 1. Snowflake Editions 2. Multi-cluster Warehouses 3. Layers (Storage, Compute, Services) 4. Virtual Warehouses
Data Handling and Transformation	15-20%	- Semi-Structured Data 1. Flattening Data 2. VARIANT Data Type 3. JSON/Avro/Parquet Handling - Data Transformation 1. Data Pipelines 2. Time Travel Features 3. Snowflake SQL Functions
Performance Optimization	20-25%	- Data Optimization 1. Clustering Keys 2. Materialized Views 3. Search Optimization Service - Warehouse Optimization 1. Warehouse Sizing 2. Multi-cluster Configuration 3. Auto-Suspend/Auto-Resume - Query Performance 1. Query Profiling 2. Result Set Caching 3. Query History

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Snowflake SnowPro Core Certification Exam Sample Questions (Q505-Q510):

NEW QUESTION # 505
Which Snowflake object can be used to record DML changes made to a table?

A. Stream
B. Task
C. Stage
D. Snowpipe

Answer: A

Explanation:
Snowflake Streams are used to track and record Data Manipulation Language (DML) changes made to a table.
Streams capture changes such as inserts, updates, and deletes, which can then be processed by other Snowflake objects or external applications.
* Creating a Stream:
CREATE OR REPLACE STREAM my_stream ON TABLE my_table;
* Using Streams:Streams provide a way to process changes incrementally, making it easier to build efficient data pipelines.
* Consuming Stream Data:The captured changes can be consumed using SQL queries or Snowflake tasks.
References:
* Snowflake Documentation: Using Streams
* Snowflake Documentation: Change Data Capture (CDC) with Streams

NEW QUESTION # 506
While running a query on a virtual warehouse in auto-scale mode, additional clusters are stated immediately if which setting is configured?

Answer: C

NEW QUESTION # 507
Which statement describes pruning?

A. The ability to allow the result of a query to be accessed as if it were a table.
B. The return of micro-partitions values that overlap with each other to reduce a query's runtime.
C. The filtering or disregarding of micro-partitions that are not needed to return a query.
D. A service that is handled by the Snowflake Cloud Services layer to optimize caching.

Answer: C

NEW QUESTION # 508
True or False: The user has to specify which cluster a query will run on in multi-clustering Warehouse.

A. True
B. False

Answer: B

NEW QUESTION # 509
How can a Snowflake administrator determine which user has accessed a database object that contains sensitive information?

A. Query the REPLICATION USAGE HISTORY view in the ORGANIZATION USAGE schema.
B. Query the ACCESS_HlSTORY view in the ACCOUNT_USAGE schema.
C. Review the granted privileges to the database object.
D. Review the row access policy for the database object.

Answer: B

Explanation:
To determine which user has accessed a database object containing sensitive information, a Snowflake administrator can query the ACCESS_HISTORY view in the ACCOUNT_USAGE schema, which provides information about access to database objects3.

NEW QUESTION # 510
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