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COF-R02 exam Format | COF-R02 Course Contents | COF-R02 Course Outline | COF-R02 exam Syllabus | COF-R02 exam Objectives

SnowFlake COF-R02 Snowflake SnowPro Core Recertification



- Domain 1: Snowflake AI Data Cloud Features and Architecture (25%)



- key features of the Snowflake AI Data Cloud.



- Elastic storage

- Elastic compute

- Snowflake's three distinct layers

- Cloud partner categories

- Overview of Snowflake editions



- tools and user interfaces.



- Snowsight

- SnowSQL

- Snowflake connectors

- Snowflake drivers

- Snowpark

- SnowCD



- catalog and objects.



- Databases

- Stages

- Schema types

- Table types

- View types

- Data types

- User Defined Functions (UDFs)

- User Defined Table Functions (UDTFs)

- Stored procedures

- Streams

- Tasks

- Pipes

- Shares

- Sequences



- storage concepts.



- Micro-partitions

- Data clustering

- Data storage monitoring



- Domain 2: Account Access and Security (20%)



- security principles.



- Network security and policies

- Multi-Factor Authentication (MFA)

- Federated authentication

- Key pair authentication

- Single Sign-On (SSO)



- Define the entities and roles that are used in Snowflake.



- Overview of access control



- Access control frameworks

- Access control privileges



- how privileges can be granted and revoked

- Explain role hierarchy and privilege inheritance



- data governance capabilities in Snowflake.



- Accounts

- Organizations

- Secure views

- Secure functions

- Information schemas

- Access history



- Tracking read/write operations



- Overview of row/column-level security

- Object tags



- Domain 3: Performance Concepts (15%)



- Explain the use of the Query Profile.



- Explain plans

- Data spilling

- Use of the data cache

- Micro-partition pruning

- Query history



- Explain virtual warehouse configurations.



- Types of warehouses

- Multi-clustering warehouses



- Scaling policies

- Scaling modes



- Warehouse sizing

- Warehouse settings and access



- virtual warehouse performance tools.



- Monitoring warehouse loads

- Scaling up compared to scaling out

- Resource monitors

- Query acceleration service



- Optimize query performance.



- Describe the use of materialized views

- Use of specific SELECT commands

- Clustering

- Search optimization service

- Persisted query results

- Understanding the impact of different types of caching



- Metadata cache

- Result cache

- Warehouse cache



- Domain 4: Data Loading and Unloading (10%)



- Define concepts and best practices that should be considered when loading data.



- Stages and stage types

- File size and formats

- Folder structures

- Ad hoc/bulk loading

- Snowpipe



- different commands used to load data and when they should be used.



- CREATE STAGE

- CREATE FILE FORMAT

- CREATE PIPE

- CREATE EXTERNAL TABLE

- COPY INTO

- INSERT/INSERT OVERWRITE

- PUT

- VALIDATE



- Define concepts and best practices that should be considered when unloading data.



- File size and formats

- Overview of compression methods

- Empty strings and NULL values

- Unloading to a single file

- Unloading relational tables



- different commands used to unload data and when they should be used.



- GET

- LIST

- COPY INTO

- CREATE STAGE

- CREATE FILE FORMAT



- Domain 5: Data Transformations (20%)



- Explain how to work with standard data.



- Estimation functions

- Sampling



- trial command

- /TABLESAMPLE command

- Sampling methods



- Fraction-based

- Fixed-size



- Supported function types



- System functions

- Table functions

- External functions

- User-Defined Functions (UDFs)



- Stored procedures

- Streams

- Tasks



- Explain how to work with semi-structured data.



- Supported data formats, data types, and sizes

- VARIANT column

- Flattening the nested structure



- FLATTEN command

- LATERAL FLATTEN command



- Semi-structured data functions



- ARRAY/OBJECT creation and manipulation

- Extracting values

- Type predicates



- Explain how to work with unstructured data.



- Define and use directory tables

- SQL file functions



- Types of URLs available to access files



- the purpose of User-Defined Functions (UDFs) for data analysis



- Domain 6: Data Protection and Data Sharing (10%)



- Continuous Data Protection with Snowflake.



- Time Travel

- Fail-safe

- Data encryption

- Cloning

- Replication



- data sharing capabilities.



- Account types

- Snowflake Marketplace

- Data Exchange

- Access control options



- DDL commands to create and manage shares

- Privileges required for working with shares



- Secure Data Sharing (for example, Direct Share, Listing)

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