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| Section | Weight | Objectives |
|---|---|---|
| Data Collaboration & Protection | 10% | - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe - Data Clean Rooms, Collaboration Features |
| Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe |
| Account Management & Data Governance | 20% | - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security - Trust Center, Data Lineage, Compliance - Security: Network Policies, MFA, Encryption |
| Performance Optimization, Querying & Transformation | 21% | - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Query Processing, Profiling, Optimization |
| Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Databases, Schemas, Objects, Data Types |
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NEW QUESTION # 391
Snowflake supports the use of external stages with which cloud platforms? (Choose three.)
Answer: B,C,D
Explanation:
Snowflake supports the use of external stages with Amazon Web Services (AWS), Microsoft Azure Cloud, and Google Cloud Platform (GCP).These platforms allow users to stage data externally and integrate with Snowflake for data loading operations
NEW QUESTION # 392
What is the primary purpose for configuring multiple Identity Providers, or IdPs, in Snowflake?
Answer: B
Explanation:
The correct answer is D. To allow different authentication methods for multiple user groups .
Multiple identity providers allow an organization to support different authentication configurations for different users, departments, partners, or applications. This is useful when separate user groups authenticate through different SSO providers or require different authentication flows.
Why D is correct:
Configuring multiple IdPs allows Snowflake to support multiple federated authentication integrations and assign appropriate authentication behavior to different users or groups.
Why the other options are incorrect:
A). Complex password rules are controlled by password policies, not by configuring multiple IdPs.
B). Identity providers affect authentication, not query performance.
C). Encryption key management is handled by Snowflake encryption features and key management options, not IdP configuration.
Official Snowflake documentation reference:
Snowflake documentation describes federated authentication and multiple identity provider support as a way to configure different SSO/authentication integrations for different users.
Reference: Snowflake Documentation - Federated authentication; Multiple identity providers; Authentication policies; SnowPro Core Study Guide - Security and Access Control.
NEW QUESTION # 393
Which file function generates a SnowFlake-hosted URL that must be authenticated when used?
Answer: A
Explanation:
Purpose: The BUILD_STAGE_FILE_URL function generates a temporary, pre-signed URL that allows you to access a file within a Snowflake stage (internal or external). This URL requires authentication to use.
Key Points:
Security:The URL has a limited lifespan, enhancing security.
Use Cases:Sharing staged data with external tools or applications, or downloading it directly.
Snowflake Documentation (BUILD_STAGE_FILE_URL):https://docs.snowflake.com/en/sql-reference/functions/build_stage_file_url.html
NEW QUESTION # 394
Which steps will reduce memory spillage when running a very large query? (Select TWO)
Answer: C,E
Explanation:
* Processing data in smaller batches reduces resource pressure during execution.
* Increasing warehouse size provides more memory and CPU, which helps reduce memory spillage , where intermediate data is written to disk.
Reference:
Snowflake Docs: Query Performance Tuning
NEW QUESTION # 395
A dashboard query is running much slower than expected. The Query Profile shows a join operator consuming 70% of the total execution time and producing 1,000 times more rows than its input tables. What is causing this issue?
Answer: D
Explanation:
A join operator producing dramatically more rows than its input tables usually indicates a join explosion, commonly caused by a missing, incomplete, or incorrect join condition. This can result in a Cartesian product where rows from one table are matched with many unrelated rows from another table.
Reference: Snowflake Documentation - Query Profile; Join operators; Query optimization.
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NEW QUESTION # 396
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