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| Section | Weight | Objectives |
|---|
| Data Handling and Transformation | 15-20% | - Semi-Structured Data
- 1. JSON/Avro/Parquet Handling
- 2. Flattening Data
- 3. VARIANT Data Type
- Data Transformation
- 1. Snowflake SQL Functions
- 2. Data Pipelines
- 3. Time Travel Features
|
| Billing and Account Management | 10-15% | - Credit Usage
- 1. Resource Monitors
- 2. Credit Monitoring
- Account Operations
- 1. Database/Schema Management
- 2. Object Naming Conventions
- 3. Account Parameters
|
| Account Access and Security | 20-25% | - Authentication
- 1. User/Role Management
- 2. Multi-Factor Authentication
- 3. SSO Integration
- Authorization
- 1. Role Hierarchy
- 2. Object Privileges
- 3. Grant/Revoke Commands
- Network Security
- 1. Private Connectivity
- 2. Network Policies
|
| Cloud Architecture and Data Loading | 20-25% | - Snowflake Architecture Overview
- 1. Layers (Storage, Compute, Services)
- 2. Virtual Warehouses
- 3. Snowflake Editions
- 4. Multi-cluster Warehouses
- Data Loading Techniques
- 1. Bulk Loading (COPY INTO)
- 2. Data Loading Best Practices
- 3. Continuous Loading
|
| Performance Optimization | 20-25% | - Warehouse Optimization
- 1. Auto-Suspend/Auto-Resume
- 2. Multi-cluster Configuration
- 3. Warehouse Sizing
- Data Optimization
- 1. Search Optimization Service
- 2. Materialized Views
- 3. Clustering Keys
- Query Performance
- 1. Query History
- 2. Result Set Caching
- 3. Query Profiling
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q235-Q240):
NEW QUESTION # 235
How does Snowflake enable OAuth?
- A. By using SnowSQL to enable an external OAuth using the Snowflake protocol
- B. By establishing IP allowed lists and IP blocked lists
- C. By creating an external integration
- D. By configuring a security integration
Answer: D
Explanation:
* Snowflake enables OAuth integration by creating a security integration object that links Snowflake with an external OAuth 2.0 provider (e.g., Azure AD, Okta).
* This security integration defines the relationship between Snowflake and the identity provider for token- based authentication.
Why Other Options Are Incorrect:
* A. External integration: Used for connecting to external storage or cloud services, not OAuth.
* C. IP allowed/blocked lists: Related to network security, not OAuth.
* D. SnowSQL with Snowflake protocol: SnowSQL does not handle OAuth configuration.
References:
* OAuth Integration in Snowflake
NEW QUESTION # 236
Which feature is integrated to support Multi-Factor Authentication (MFA) at Snowflake?
- A. Duo Security
- B. Authy
- C. One Login
- D. RSA SecurlD Access
Answer: A
Explanation:
Snowflake integrates Duo Security to support Multi-Factor Authentication (MFA). This feature provides increased login security for users connecting to Snowflake, and it is managed completely by Snowflake without the need for users to sign up separately with Duo4.
NEW QUESTION # 237
What are the correct parameters for time travel and fail-safe in the Snowflake Enterprise Edition?
- A. Default Time Travel Retention is set to 1 day.
Maximum Time Travel Retention is 365 days.
Fail Safe retention time is 7 days. - B. Default Time Travel Retention is set to 90 days.
Maximum Time Travel Retention is 7 days.
Fail Safe retention time is 356 days. - C. Default Time Travel Retention is set to 1 day.
Maximum Time Travel Retention is 90 days.
Fail Safe retention time is 7 days. - D. Default Time Travel Retention is set to 0 days.
Maximum Time Travel Retention is 90 days.
Fail Safe retention time is 7 days. - E. Default Time Travel Retention is set to 7 days.
Maximum Time Travel Retention is 1 day.
Fail Safe retention time is 90 days. - F. Default Time Travel Retention is set to 0 days.
Maximum Time Travel Retention is 30 days.
Fail Safe retention time is 1 day.
Answer: C
Explanation:
In the Snowflake Enterprise Edition, the default Time Travel retention is set to 1 day, the maximum Time Travel retention can be set up to 90 days, and the Fail-safe retention time is 7 days3.
NEW QUESTION # 238
The following settings are configured:
THE MIN_DATA_RETENTION_TIME_IN_DAYS is set to 5 at the account level.
THE DATA_RETENTION_TIME_IN_DAYS is set to 2 at the object level.
For how many days will the data be retained at the object level?
Answer: C
Explanation:
The settings shown in the image indicate that the data retention time in days is configured at two different levels: the account level and the object level. At the account level, the MIN_DATA_RETENTION_TIME_IN_DAYS is set to 5 days, and at the object level, the DATA_RETENTION_TIME_IN_DAYS is set to 2 days. Since the object level setting has a lower value, it takes precedence over the account level setting for the specific object. Therefore, the data will be retained for 2 days at the object level.
Reference: Snowflake Documentation on Data Retention Policies
NEW QUESTION # 239
What is the minimum Snowflake edition required to create a materialized view?
- A. Business Critical Edition
- B. Enterprise Edition
- C. Virtual Private Snowflake Edition
- D. Standard Edition
Answer: B
Explanation:
Materialized views require Enterprise Edition. To inquire about upgrading, please contact Snowflake Support
https://docs.snowflake.com/en/sql-reference/sql/create-materialized-view.html#:~:text=Materialized%20views%20require%20Enterprise%20Edition,upgrading%2C%20please%20contact%20Snowflake%20Support.
NEW QUESTION # 240
......
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