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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Performance Optimization, Querying & Transformation | 21% | - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - Query Processing, Profiling, Optimization |
| Topic 2: Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Virtual Warehouses, Clustering, Caching - Databases, Schemas, Objects, Data Types - Cloud Services Layer, Compute Layer, Storage Layer |
| Topic 3: Data Collaboration & Protection | 10% | - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe - Data Clean Rooms, Collaboration Features |
| Topic 4: Account Management & Data Governance | 20% | - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables - External Integrations, Connectors, SnowSQL |
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NEW QUESTION # 605
Which role has the ability to create a share from a shared database by default?
Answer: D
Explanation:
By default, the ACCOUNTADMIN role in Snowflake has the ability to create a share from a shared database. This role has the highest level of access within a Snowflake account, including the management of all aspects of the account, such as users, roles, warehouses, and databases, as well as the creation and management of shares for secure data sharing with other Snowflake accounts.
References:
Snowflake Documentation: Roles
NEW QUESTION # 606
What calculation of metrics found in the QUERY_HISTORY view can be used to determine whether optimizing virtual warehouse caching will improve the performance of a long-running query?
Answer: C
Explanation:
The useful calculation is based on BYTES_SCANNED and PERCENTAGE_SCANNED_FROM_CACHE.
These metrics help estimate how much scanned data came from the warehouse cache. A low cache percentage on a query that scans many bytes may indicate that warehouse cache optimization could help.
Corrected note: the original options had OCR errors. The best matching valid answer is B .
Reference: Snowflake Documentation - QUERY_HISTORY view; Warehouse cache; Query performance monitoring.
NEW QUESTION # 607
Which query types will have significant performance improvement when run using the search optimization service? (Select TWO)
Answer: C,D
Explanation:
The search optimization service in Snowflake significantly improves the performance of range searches and equality searches. Range searches involve looking for values within a specific range (e.g., BETWEEN, <, >). Equality searches involve looking for values that match a specific value (e.g., =).
References:
Snowflake Documentation: Search Optimization Service
NEW QUESTION # 608
What features that are part of the Continuous Data Protection (CDP) feature set in Snowflake do not require additional configuration? (Choose two.)
Answer: B,D
Explanation:
Data encryption and Time Travel are part of Snowflake's Continuous Data Protection (CDP) feature set that do not require additional configuration.Data encryption is automatically applied to all files stored on internal stages, and Time Travel allows for querying and restoring data without any extra setup
NEW QUESTION # 609
What is the PRIMARY factor that determines the cost of using a virtual warehouse in Snowflake?
Answer: D
Explanation:
The primary factor that determines the cost of using a virtual warehouse in Snowflake is D. The length of time the compute resources in each cluster run. Snowflake's pricing model for compute usage is based on the concept of Snowflake credits, which are consumed based on the time virtual warehouses are running and the size of the warehouses. The more compute resources are utilized and the longer they run, the more credits are consumed, which directly impacts the cost.
References:
Snowflake Documentation on Virtual Warehouses: Understanding and Managing Warehouse Credit Usage
NEW QUESTION # 610
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