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| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables |
| Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace |
| Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching |
| Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - External Integrations, Connectors, SnowSQL - Unloading Data, Export Options - Stages, File Formats, COPY INTO, Snowpipe |
| Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Access Control: RBAC, DAC, Roles, Privileges - Security: Network Policies, MFA, Encryption |
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NEW QUESTION # 699
True or False: When you create a custom role, it is a best practice to immediately grant that role to ACCOUNTADMIN.
Answer: B
Explanation:
The ACCOUNTADMIN role is the most powerful role in Snowflake and should be limited to a select number of users within an organization. It is responsible for account-level configurations and should not be used for day-to-day object creation or management. Granting a custom role to ACCOUNTADMIN could inadvertently give broad access to users with this role, which is not a recommended security practice.
NEW QUESTION # 700
What consideration should be made when loading data into Snowflake?
Answer: A
Explanation:
When loading data into Snowflake, one critical consideration is the parallel processing capability of the virtual warehouse used for the data loading operation. The number of data files that can be processed in parallel during a loading operation is determined by the size and resources of the virtual warehouse. A larger warehouse can process more files simultaneously, improving the efficiency and speed of data loading operations. Optimizing the size of the virtual warehouse according to the data loading needs and the size and number of files to be loaded can significantly impact the overall performance of the data loading process.
References:
Snowflake Documentation: Optimizing Data Loading
NEW QUESTION # 701
What is the first step when creating a Data Exchange in Snowflake?
Answer: A
Explanation:
The correct answer is D. Contact Snowflake Support .
Important correction:
The provided answer A. Create an organization ID is not the best answer. A Snowflake organization is required for certain marketplace and sharing features, but users do not typically "create an organization ID" as the first procedural step for setting up a Data Exchange.
Why D is correct:
A Data Exchange is a private data hub that allows providers and consumers to securely share data. Creating or enabling a Data Exchange typically requires Snowflake involvement. The first step is to contact Snowflake Support or a Snowflake representative to enable or configure the Data Exchange.
Why the other options are incorrect:
A). An organization identifier may be involved in account and organization-level administration, but creating an organization ID is not the first step to create a Data Exchange.
B). CREATE LISTING is used for creating listings after the provider/share setup exists.
C). CREATE SHARE creates a share object, but it is not the first step for creating the Data Exchange itself.
Official Snowflake documentation reference:
Snowflake documentation describes Data Exchange as a controlled data sharing hub and indicates that setting up a Data Exchange requires working with Snowflake.
Reference: Snowflake Documentation - Data Exchange; Snowflake Documentation - Secure Data Sharing; SnowPro Core Study Guide - Data Protection and Governance.
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NEW QUESTION # 702
What happens when a database is cloned?
Answer: A
Explanation:
When a database is cloned in Snowflake, it does not retain any privileges that were granted on the source object. The clone will need to have privileges reassigned as necessary for users to access it. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 703
How many days is load history for Snowpipe retained?
Answer: A
Explanation:
Snowpipe retains load history for 14 days.This allows users to view and audit the data that has been loaded into Snowflake using Snowpipe within this time frame3.
NEW QUESTION # 704
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