Exam COF-C02 Question - COF-C02 PDF

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Snowflake COF-C02 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Cloud Architecture and Data Loading20-25%- Data Loading Techniques
  • 1. Bulk Loading (COPY INTO)
  • 2. Data Loading Best Practices
  • 3. Continuous Loading
- Snowflake Architecture Overview
  • 1. Snowflake Editions
  • 2. Virtual Warehouses
  • 3. Multi-cluster Warehouses
  • 4. Layers (Storage, Compute, Services)
Topic 2: Billing and Account Management10-15%- Account Operations
  • 1. Database/Schema Management
  • 2. Account Parameters
  • 3. Object Naming Conventions
- Credit Usage
  • 1. Resource Monitors
  • 2. Credit Monitoring
Topic 3: Data Handling and Transformation15-20%- Data Transformation
  • 1. Time Travel Features
  • 2. Data Pipelines
  • 3. Snowflake SQL Functions
- Semi-Structured Data
  • 1. VARIANT Data Type
  • 2. JSON/Avro/Parquet Handling
  • 3. Flattening Data
Topic 4: Performance Optimization20-25%- Query Performance
  • 1. Query Profiling
  • 2. Result Set Caching
  • 3. Query History
- Data Optimization
  • 1. Search Optimization Service
  • 2. Materialized Views
  • 3. Clustering Keys
- Warehouse Optimization
  • 1. Warehouse Sizing
  • 2. Multi-cluster Configuration
  • 3. Auto-Suspend/Auto-Resume
Topic 5: Account Access and Security20-25%- Network Security
  • 1. Private Connectivity
  • 2. Network Policies
- Authentication
  • 1. SSO Integration
  • 2. User/Role Management
  • 3. Multi-Factor Authentication
- Authorization
  • 1. Role Hierarchy
  • 2. Object Privileges
  • 3. Grant/Revoke Commands

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Snowflake SnowPro Core Certification Exam Sample Questions (Q876-Q881):

NEW QUESTION # 876
What does Snowflake recommend as a best practice for using secure views?

Answer: A

Explanation:
Snowflake recommends not exposing sequence-generated columns in secure views. Secure views are used to protect sensitive data by ensuring that users can only access data for which they have permissions. Exposing sequence-generated columns can potentially reveal information about the underlying data structure or the number of rows, which might be sensitive.
Create Secure Views: Define secure views using the SECURE keyword to ensure they comply with Snowflake's security policies.
Exclude Sensitive Columns: When creating secure views, exclude columns that might expose sensitive information, such as sequence-generated columns.
CREATE SECURE VIEW secure_view AS
SELECT col1, col2
FROM sensitive_table
WHERE sensitive_column IS NOT NULL;
Reference:
Snowflake Documentation: Secure Views
Snowflake Documentation: Creating Secure Views
These answers and explanations should provide comprehensive guidance on the specified Snowflake topics.


NEW QUESTION # 877
What languages can be used to write User-Defined Functions, or UDFs? Select TWO.

Answer: A,D

Explanation:
The correct answers are B. JavaScript and C. Python .
Snowflake supports User-Defined Functions, or UDFs, in multiple languages. Common supported languages include SQL, JavaScript, Java, Python, and Scala. From the options provided, the supported UDF languages are JavaScript and Python.
Why B is correct:
JavaScript is supported for Snowflake UDFs. JavaScript UDFs allow users to write procedural logic that can be called from SQL.
Why C is correct:
Python is supported for Snowflake UDFs. Python UDFs allow users to use Python code inside Snowflake for custom processing.
Why the other options are incorrect:
A). Groovy is not a supported Snowflake UDF language.
D). Spark is a data processing engine, not a Snowflake UDF programming language.
E). Golang is not a supported Snowflake UDF language.
Official Snowflake documentation reference:
Snowflake documentation lists supported UDF languages, including SQL, JavaScript, Java, Python, and Scala.
Reference: Snowflake Documentation - User-defined functions; Snowflake Documentation - JavaScript UDFs; Snowflake Documentation - Python UDFs; SnowPro Core Study Guide - SQL and Snowflake Objects.


NEW QUESTION # 878
Which of the following practices are recommended when creating a user in Snowflake? (Choose two.)

Answer: A,D


NEW QUESTION # 879
Which Snowflake technique can be used to improve the performance of a query?

Answer: D

Explanation:
Explanation
https://docs.snowflake.com/en/user-guide/tables-clustering-keys.html


NEW QUESTION # 880
Which stream type can be used for tracking the records in external tables?

Answer: B


NEW QUESTION # 881
......

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