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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 |
| Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features |
| Data Loading, Unloading & Connectivity | 18% | - External Integrations, Connectors, SnowSQL - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables - Stages, File Formats, COPY INTO, Snowpipe |
| Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges |
| Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables - SQL Transformations, Semi-structured/Unstructured Data - Materialized Views, Streams, Tasks, Pipelines |
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NEW QUESTION # 219
Which URL type should be used to provide a user with a window of time to access files that are in cloud storage?
Answer: A
Explanation:
The correct answer is C. Pre-signed URL .
Corrected wording:
The option listed as "re-signed URL" appears to be a typing error. The correct term is "pre-signed URL." A pre-signed URL provides temporary access to a file in cloud storage. It is commonly used when a user or application needs time-limited access to a staged file without granting broader permissions to the underlying storage location.
Why C is correct:
A pre-signed URL includes authorization information and is valid only for a defined period of time. This makes it appropriate when users need a limited access window.
Example concept:
SELECT GET_PRESIGNED_URL(@my_stage, ' path/file.csv ' , 3600);
This returns a URL that allows access to the staged file for a limited duration, such as 3600 seconds.
Why the other options are incorrect:
A). A scoped URL is encoded and scoped to a query result context. It is useful for controlled access through Snowflake, but the option that directly provides a time-limited access window to cloud storage is a pre-signed URL.
B). A file URL identifies a file location, but it does not itself provide temporary authorized access.
D). Redirect URL is not the Snowflake file access URL type used for this requirement.
Official Snowflake documentation reference:
Snowflake documentation describes GET_PRESIGNED_URL as a function that returns a pre-signed URL to a staged file, allowing temporary access for a specified expiration time.
Reference: Snowflake Documentation - GET_PRESIGNED_URL; Snowflake Documentation - File functions; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 220
Which command should be used to load data from a file, located in an external stage, into a table in Snowflake?
Answer: B
Explanation:
The COPY command is used in Snowflake to load data from files located in an external stage into a table. This command allows for efficient and parallelized data loading from various file formats1.
References = [ COF-C03 ] SnowPro Core Certification Exam Study Guide, Snowflake Documentation
NEW QUESTION # 221
Which objects are included in replication when a primary database is replicated? Select TWO.
Answer: C,E
Explanation:
When a primary database is replicated, Snowflake replicates supported database objects. Secure views are database objects and are included. Pipes are schema-level database objects and can also be replicated, subject to supported replication behavior and configuration.
Important note: support for newer objects such as dynamic tables, event tables, and external tables can vary by feature maturity and replication configuration. Based on SnowPro Core-style expectations, the best answers are secure views and pipes .
Reference: Snowflake Documentation - Database replication; Replicated database objects; Secure views; Pipes.
==
NEW QUESTION # 222
Which COPY INTO < table > parameter setting should be used to prevent a partial data load when an error is encountered?
Answer: A
Explanation:
ON_ERROR = ABORT_STATEMENT instructs Snowflake to abort the COPY INTO statement when a data- loading error is encountered. This setting is used when the load should not continue after discovering an invalid record or file.
Other ON_ERROR values, such as CONTINUE, can allow valid rows or files to load while problematic records are skipped, which can produce a partial data load.
FORCE controls whether files that were previously loaded are loaded again. LOAD_UNCERTAIN_FILES controls how files with uncertain load status are handled. RETURN_FAILED_ONLY controls result reporting and does not determine whether a load is atomic.
References:
Snowflake SQL Reference - COPY INTO < table > : https://docs.snowflake.com/en/sql-reference/sql/copy- into-table Snowflake Documentation - Handling data-load errors: https://docs.snowflake.com/en/user-guide/data-load- considerations-load
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NEW QUESTION # 223
The property mins_to_bypass_network_policy is set at which level?
Answer: D
Explanation:
The property mins_to_bypass_network_policy is set at the account level in Snowflake. This setting allows administrators to specify a time frame during which users can bypass network policies that have been set on their account. It is particularly useful in scenarios where temporary access needs to be granted from IPs not covered by the existing network policies. By adjusting this property at the account level, Snowflake administrators can manage and enforce network access controls efficiently across the entire account.
References:
Snowflake Documentation on Network Policies: Network Policies
NEW QUESTION # 224
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