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| Section | Weight | Objectives |
|---|---|---|
| Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Databases, Schemas, Objects, Data Types - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching |
| Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe |
| Data Collaboration & Protection | 10% | - Data Protection, Retention, Time Travel, Fail-safe - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace |
| Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges - Security: Network Policies, MFA, Encryption - Governance: Resource Monitors, Data Masking, Row/Column Security |
| 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 |
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NEW QUESTION # 512
What does Snowflake recommend when planning virtual warehouse usage for a data load?
Answer: C
NEW QUESTION # 513
What are common issues found by using the Query Profile? (Choose two.)
Answer: A,E
Explanation:
The Query Profile in Snowflake is used to identify performance issues with queries. Common issues that can be found using the Query Profile include identifying inefficient micro-partition pruning (D) and data spilling to a local or remote disk (E).Micro-partition pruning is related to the efficiency of query execution, and data spilling occurs when the memory is insufficient, causing the query to write data to disk, which can slow down the query performance1.
NEW QUESTION # 514
What is the default access of a securable object until other access is granted?
Answer: A
Explanation:
In Snowflake, the default access level for any securable object (such as a table, view, or schema) is " No access " until explicit access is granted. This means that when an object is created, only the owner of the object and roles with the necessary privileges can access it. Other users or roles will not have any form of access to the object until it is explicitly granted.
This design adheres to the principle of least privilege, ensuring that access to data is tightly controlled and that users and roles only have the access necessary for their functions. To grant access, the owner of the object or a role with the GRANT option can use the GRANT statement to provide specific privileges to other users or roles.
For example, to grant SELECT access on a table to a specific role, you would use a command similar to:
GRANTSELECTONTABLEmy_tableTOROLE my_role;
Reference: Snowflake Documentation on Access Control (https://docs.snowflake.com/en/user-guide/security- access-control-overview.html)
NEW QUESTION # 515
Which components make up the Snowflake Cortex AI suite? Select TWO.
Answer: D,E
Explanation:
The correct answers are A. Document AI and E. Cortex Analyst .
Snowflake Cortex is Snowflake's integrated AI and machine learning capability set. It includes features for working with language models, document extraction, natural language analytics, and AI-powered application development.
Why A is correct:
Document AI is part of Snowflake Cortex. It is used to extract information from unstructured documents using AI.
Why E is correct:
Cortex Analyst is part of Snowflake Cortex. It enables natural language questions over structured data by using semantic models and Cortex capabilities.
Why the other options are incorrect:
B). Snowpipe is a data ingestion service, not part of the Cortex AI suite.
C). Streams are change data capture objects used to track table changes, not Cortex AI components.
D). Secure views are security/governance objects used to protect view definitions and support secure data sharing, not Cortex AI components.
Official Snowflake documentation reference:
Snowflake documentation describes Snowflake Cortex as a set of AI and ML capabilities and includes features such as Document AI and Cortex Analyst. Snowpipe, streams, and secure views belong to other Snowflake feature areas.
Reference: Snowflake Documentation - Snowflake Cortex; Snowflake Documentation - Document AI; Snowflake Documentation - Cortex Analyst; SnowPro Core Study Guide - Snowflake Architecture.
NEW QUESTION # 516
What would cause different results to be returned when running the same query twice?
Answer: B
Explanation:
When using the SAMPLE clause in a query, if the seed is not set, Snowflake will use a different random seed for each execution of the query. This results in different rows being sampled each time, leading to different results. Setting a seed ensures that the same rows are sampled each time the query is run.
Snowflake Documentation: Sampling
NEW QUESTION # 517
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