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| Section | Weight | Objectives |
|---|---|---|
| Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe - Bulk Load, Streaming, Dynamic Tables |
| Snowflake Architecture & Core Concepts | 31% | - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer |
| Account Management & Data Governance | 20% | - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance |
| Performance Optimization, Querying & Transformation | 21% | - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Query Processing, Profiling, Optimization - Materialized Views, Streams, Tasks, Pipelines |
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NEW QUESTION # 533
Assume there is a table consisting of five micro-partitions with values ranging from A to Z.
Which diagram indicates a well-clustered table?
A)
B)
C)
D)
Answer: B
Explanation:
A well-clustered table in Snowflake means that the data is organized in such a way that related data points are stored close to each other within the micro-partitions. This optimizes query performance by reducing the amount of scanned data.The diagram indicated by option C shows a well-clustered table, as it likely represents a more evenly distributed range of values across the micro-partitions1.
References =Snowflake Micro-partitions & Table Clustering
NEW QUESTION # 534
When enabling access to unstructured data, which URL permits temporary access to a staged file without the need to grant privileges to the stage or to issue access tokens?
Answer: B
Explanation:
A Scoped URL permits temporary access to a staged file without the need to grant privileges to the stage or to issue access tokens.It provides a secure way to share access to files stored in Snowflake
NEW QUESTION # 535
Which command should be used to unload all the rows from a table into one or more files in a named stage?
Answer: D
Explanation:
To unload data from a table into one or more files in a named stage, the COPY INTO <location> command should be used. This command exports the result of a query, such as selecting all rows from a table, into files stored in the specified stage. The COPY INTO command is versatile, supporting various file formats and compression options for efficient data unloading.
References:
Snowflake Documentation: COPY INTO Location
NEW QUESTION # 536
What optional properties can a Snowflake user set when creating a virtual warehouse? (Select TWO).
Answer: C,D
Explanation:
When creating a virtual warehouse in Snowflake, users have the option to set several properties to manage its behavior and resource usage. Two of these optional properties are Auto-suspend and Resource monitor.
Auto-suspend: This property defines the period of inactivity after which the warehouse will automatically suspend. This helps in managing costs by stopping the warehouse when it is not in use.
CREATE WAREHOUSE my_warehouse
WITH WAREHOUSE_SIZE = 'XSMALL'
AUTO_SUSPEND = 300; -- Auto-suspend after 5 minutes of inactivity
Resource monitor: Users can assign a resource monitor to a warehouse to control and limit the amount of credit usage. Resource monitors help in setting quotas and alerts for warehouse usage.
CREATE WAREHOUSE my_warehouse
WITH WAREHOUSE_SIZE = 'XSMALL'
RESOURCE_MONITOR = 'my_resource_monitor';
References:
Snowflake Documentation: Creating Warehouses
Snowflake Documentation: Resource Monitors
NEW QUESTION # 537
Which security models are used in Snowflake to manage access control? (Select TWO).
Answer: B,C
Explanation:
Snowflake uses both Discretionary Access Control (DAC) and Role-Based Access Control (RBAC) to manage access control. DAC allows object owners to grant access privileges to other users. RBAC assigns permissions to roles, and roles are then granted to users, making it easier to manage permissions based on user roles within the organization.
References:
Snowflake Documentation: Access Control in Snowflake
NEW QUESTION # 538
......
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