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Snowflake COF-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Loading & Transformation	20%	- Data transformation & querying 1. Working with structured, semi-structured, unstructured data 2. DDL/DML operations and SQL functions - Data ingestion methods 1. Bulk loading, continuous loading, external stages 2. File formats and data type handling
Topic 2: Snowflake Architecture & Cloud Concepts	25%	- Account structure and hierarchy 1. Organization, account, database, schema levels 2. Object ownership and naming conventions - Cloud data platform fundamentals 1. Data storage structure and formats 2. Service layers and separation of storage/compute 3. Virtual warehouses and resource management
Topic 3: Performance Concepts & Optimization	15%	- Warehouse sizing & tuning 1. Scaling, clustering, and concurrency management 2. Query profiling and optimization techniques - Data optimization features 1. Caching and result reuse 2. Clustering keys, search optimization, materialized views
Topic 4: Data Protection & Data Sharing	10%	- Data recovery & retention 1. Data retention policies and backup 2. Time Travel, Fail-safe, cloning capabilities - Secure data sharing 1. Direct sharing, data exchanges, reader accounts 2. Sharing security and access control
Topic 5: Data Pipelines & Automation	10%	- Integration & connectivity 1. Connectors and ETL/ELT patterns 2. External functions and API integration - Workflow & automation 1. Streams, tasks, and pipes 2. Change data capture and processing
Topic 6: Account Access & Security	20%	- Data protection & governance 1. Encryption at rest and in transit 2. Data masking and row-level security - Authentication & authorization 1. Users, roles, privileges and access control 2. Network policies and security settings

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Snowflake SnowPro Core Certification Exam Sample Questions (Q696-Q701):

NEW QUESTION # 696
The following settings are configured:

For how many days will the data be retained at the object level?

A. 0
B. 1
C. 2
D. 3

Answer: A

NEW QUESTION # 697
What is the expiration period tor a file URL used to access unstructured data in cloud storage?

A. The remainder of the session
B. The length of time specified in the expiration_time argument
C. The same length of time as the expiration period for the query results cache
D. An unlimited amount of time

Answer: C

NEW QUESTION # 698
Use of what parameter will allow files to be loaded even if the file metadata has expired?

A. PURGE = TRUE
B. MATCH_BY_COLUMN_NAME = CASE_INSENSITIVE
C. ENFORCE_LENGTH = TRUE
D. LOAD_UNCERTAIN_FILES = TRUE

Answer: A

NEW QUESTION # 699
What actions will prevent leveraging of the ResultSet cache? (Choose two.)

A. Removing a column from the query SELECT list
B. Changing a column that is not in the cached query
C. Stopping the virtual warehouse that the query is running against
D. Executing the RESULTS_SCAN() table function
E. Clustering of the data used by the query

Answer: A,D

NEW QUESTION # 700
What is the purpose of multi-cluster virtual warehouses?

A. To create separate data warehouses to increase query optimization
B. To eliminate or reduce Queuing of concurrent queries
C. To allow users the ability to choose the type of compute nodes that make up a virtual warehouse cluster
D. To allow the warehouse to resize automatically

Answer: B

Explanation:
Multi-cluster virtual warehouses in Snowflake are designed to manage user and query concurrency needs. They allow for the allocation of additional clusters of compute resources, either statically or dynamically, to handle increased loads and reduce or eliminate the queuing of concurrent queries2.
https://docs.snowflake.com/en/user-guide/warehouses-multicluster.html#:~:text=Multi%2Dcluster%
20warehouses%20enable%20you,during%20peak%20and%20off%20hours.

NEW QUESTION # 701
......

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