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| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Materialized Views, Streams, Tasks, Pipelines - Cortex AI, Notebooks, Apache Iceberg Tables |
| Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features - Virtual Warehouses, Clustering, Caching |
| Data Loading, Unloading & Connectivity | 18% | - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables |
| Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Account Management & Data Governance | 20% | - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security |
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NEW QUESTION # 1050
What is the default format-type COMPRESSION option when unloading CSV data from Snowflake using the COPY INTO < location > command?
Answer: B
Explanation:
The correct answer is A. GZIP .
When unloading data from Snowflake to staged files using COPY INTO < location > , the default compression for CSV output is GZIP unless a different compression option is specified.
Why A is correct:
For CSV unloads, Snowflake compresses output files using GZIP by default.
Example:
COPY INTO @my_stage/output/
FROM my_table
FILE_FORMAT = (TYPE = CSV);
If no compression is specified, the unloaded CSV files are compressed with GZIP by default.
Why the other options are incorrect:
B). AUTO is commonly used when loading data so Snowflake can automatically detect compression. It is not the default unload compression for CSV.
C). NONE disables compression, but it is not the default.
D). DEFLATE is a supported compression type, but it is not the default for CSV unload.
Official Snowflake documentation reference:
Snowflake documentation for CSV file format options explains that the default COMPRESSION value for unloading CSV data is GZIP.
Reference: Snowflake Documentation - COPY INTO < location > ; Snowflake Documentation - CSV file format options; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 1051
How can performance be optimized for a query that returns a small amount of data from a very large base table?
Answer: D
Explanation:
The search optimization service in Snowflake is designed to improve the performance of selective point lookup queries on large tables, which is ideal for scenarios where a query returns a small amount of data from a very large base table1. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 1052
Which Snowflake governance feature allows users to assign metadata labels to improve data governance and database access control?
Answer: A
Explanation:
Object tagging in Snowflake allows users to assign metadata labels to various database objects to improve data governance and access control. Tags can be used to categorize and manage data based on business needs, helping to enforce governance policies and streamline database administration.
References:
Snowflake Documentation: Object Tagging
NEW QUESTION # 1053
Which object can be used with Secure Data Sharing?
Answer: C
Explanation:
Views can be used with Secure Data Sharing in Snowflake.Materialized views, external tables, and UDFs are not typically shared directly for security and performance reasons2.
NEW QUESTION # 1054
Which object type is granted permissions for reading a table?
Answer: A
Explanation:
In Snowflake, permissions for accessing database objects, including tables, are not granted directly to users but rather to roles. A role encapsulates a collection of privileges on various Snowflake objects. Users are then granted roles, and through those roles, they inherit the permissions necessary to read a table or perform other actions. This approach adheres to the principle of least privilege, allowing for granular control over database access and simplifying the management of user permissions.
NEW QUESTION # 1055
......
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