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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options |
| Topic 2: Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables |
| Topic 3: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 4: Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer |
| Topic 5: Account Management & Data Governance | 20% | - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges |
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NEW QUESTION # 780
How can a data provider ensure that a data consumer is going to have access to the required objects?
Answer: D
Explanation:
To ensure a data consumer has access to the required objects, a data provider can enable the data sharing feature and validate that the consumer can access the views or tables shared with them.References:Based on general data sharing practices in cloud services as of 2021.
NEW QUESTION # 781
What is the purpose of this Snowflake function? Select TWO.
SYSTEM$PIPE_STATUS( ' < pipe_name > ' )
Answer: B,D
Explanation:
The correct answers are C. To determine if the pipe is suspended and D. To troubleshoot errors in a pipe execution .
SYSTEM$PIPE_STATUS returns status information about a Snowpipe pipe. This function is useful for monitoring Snowpipe health and troubleshooting ingestion issues.
Why C is correct:
The output of SYSTEM$PIPE_STATUS includes information that can indicate whether a pipe is paused or running, helping determine whether ingestion is suspended.
Why D is correct:
The function can return diagnostic information about pipe execution, including pending files, notification channel status, and error-related information. This helps troubleshoot Snowpipe loading problems.
Example:
SELECT SYSTEM$PIPE_STATUS( ' my_pipe ' );
Why the other options are incorrect:
A). The pipe name is supplied as input to the function; the function is not primarily used to identify the pipe name.
B). SYSTEM$PIPE_STATUS is informational only. It does not modify pipe configuration. Configuration changes are made with commands such as ALTER PIPE.
E). Snowpipe loads data into tables. It does not unload data. Listing staged files is done using stage listing commands or directory tables, not SYSTEM$PIPE_STATUS.
Official Snowflake documentation reference:
Snowflake documentation describes SYSTEM$PIPE_STATUS as a system function that retrieves a JSON representation of the current status of a pipe, useful for monitoring and troubleshooting Snowpipe.
Reference: Snowflake Documentation - SYSTEM$PIPE_STATUS; Snowflake Documentation - Snowpipe monitoring and troubleshooting; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 782
Which schema-level objects allow the user to periodically perform an action under specific conditions, based on data within Snowflake?
Answer: C
NEW QUESTION # 783
What is the minimum Snowflake edition that has column-level security enabled?
Answer: B
Explanation:
Column-level security, which allows for the application of masking policies to columns in tables or views, is available starting from the Enterprise edition of Snowflake1.
References = [COF-C02] SnowPro Core Certification Exam Study Guide, Snowflake Documentation1
NEW QUESTION # 784
What is the recommended file sizing for data loading using Snowpipe?
Answer: D
Explanation:
For data loading using Snowpipe, the recommended file size is a compressed file greater than 10 MB and up to 100 MB. This size range is optimal for Snowpipe's continuous, micro-batch loading process, allowing for efficient and timely data ingestion without overwhelming the system with files that are too large or too small.
References:
[COF-C02] SnowPro Core Certification Exam Study Guide
Snowflake Documentation on Snowpipe1
NEW QUESTION # 785
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