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Snowflake COF-C02 Exam Syllabus Topics:

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

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Snowflake SnowPro Core Certification Exam Sample Questions (Q831-Q836):

NEW QUESTION # 831
User-level network policies can be created by which of the following roles? (Select TWO).

Answer: A,E

Explanation:
Explanation
By default, Snowflake allows users to connect to the service from any computer or device IP address. A security administrator (or higher) can create a network policy to allow or deny access to a single IP address or a list of addresses. Network policies currently support only Internet Protocol version 4 (i.e. IPv4) addresses.
An administrator with sufficient permissions can create any number of network policies.
https://docs.snowflake.com/en/user-guide/network-policies.html#:~:text=A%20security%20administrator%20(or


NEW QUESTION # 832
Which query types will have significant performance improvement when run using the search optimization service? (Select TWO)

Answer: A,B

Explanation:
The search optimization service in Snowflake significantly improves the performance of range searches and equality searches. Range searches involve looking for values within a specific range (e.g., BETWEEN, <, >). Equality searches involve looking for values that match a specific value (e.g., =).
Reference:
Snowflake Documentation: Search Optimization Service


NEW QUESTION # 833
Which Snowflake objects are supported by Snowpipe Streaming? (Select TWO)

Answer: A,C


NEW QUESTION # 834
How does Snowflake reorganize data when it is loaded? (Select TWO).

Answer: B,D

Explanation:
When data is loaded into Snowflake, it undergoes a reorganization process where the data is stored in a columnar format and compressed. The columnar storage format enables efficient querying and data retrieval, as it allows for reading only the necessary columns for a query, thereby reducing IO operations. Additionally, Snowflake uses advanced compression techniques to minimize storage costs and improve performance. This combination of columnar storage and compression is key to Snowflake's data warehousing capabilities.
References:
* Snowflake Documentation: Data Storage and Organization


NEW QUESTION # 835
Which table function should be used to view details on a Directed Acyclic Graphic (DAG) run that is presently scheduled or is executing?

Answer: D

Explanation:
TheCURRENT_TASK_GRAPHStable function is designed to provide information on Directed Acyclic Graphs (DAGs) that are currently scheduled or executing within Snowflake. This function offers insights into the structure and status of task chains, enabling users to monitor and troubleshoot task executions. DAGs in Snowflake represent sequences of tasks with dependencies, and understanding their current state is crucial for managing complex workflows.
References: Snowflake Documentation on Task Management


NEW QUESTION # 836
......

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