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| Section | Objectives |
|---|---|
| Performance and Optimization | - Warehouse sizing and scaling - Query optimization basics |
| Data Transformation and Processing | - Streams and tasks for data pipelines - SQL operations in Snowflake |
| Data Loading and Unloading | - Bulk data loading using stages and COPY INTO - External and internal stages |
| Snowflake Architecture and Platform Concepts | - Virtual warehouses and compute model - Storage and data organization - Snowflake architecture fundamentals |
| Data Sharing and Protection | - Secure data sharing - Data replication and failover concepts |
| Security and Access Control | - Authentication and user management - Role-based access control (RBAC) |
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NEW QUESTION # 143
Which kind of Snowflake table stores file-level metadata for each file in a stage?
Answer: D
Explanation:
The kind of Snowflake table that stores file-level metadata for each file in a stage is a directory table.A directory table is an implicit object layered on a stage and stores file-level metadata about the data files in the stage3.
NEW QUESTION # 144
What should be used when creating a CSV file format where the columns are wrapped by single quotes or double quotes?
Answer: A
Explanation:
When creating a CSV file format in Snowflake and the requirement is to wrap columns by single quotes or double quotes, the FIELD_OPTIONALLY_ENCLOSED_BY parameter should be used in the file format specification. This parameter allows you to define a character (either a single quote or a double quote) that can optionally enclose each field in the CSV file, providing flexibility in handling fields that contain special characters or delimiters as part of their data.
References:
Snowflake Documentation: CSV File Format
NEW QUESTION # 145
A user wants to access files stored in a stage without authenticating into Snowflake. Which type of URL should be used?
Answer: C
Explanation:
A Pre-signed URL should be used to access files stored in a Snowflake stage without requiring authentication into Snowflake. Pre-signed URLs are simple HTTPS URLs that provide temporary access to a file via a web browser, using a pre-signed access token. The expiration time for the access token is configurable, and this type of URL allows users or applications to directly access or download the fileswithout needing to authenticate into Snowflake5.
References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 146
What is the purpose of a stream in Snowflake?
Answer: C
Explanation:
The correct answer is C. To record changes made to table data and metadata, so that the changed data can be processed .
A Snowflake stream is a change tracking object. It records data manipulation language, or DML, changes made to a source table, including inserts, updates, and deletes. Streams are commonly used with tasks to build incremental data pipelines.
Why C is correct:
Streams allow users to identify what changed in a table since the stream was last consumed. This makes it possible to process only changed rows rather than reprocessing the entire table.
A stream exposes metadata columns such as:
METADATA$ACTION
METADATA$ISUPDATE
METADATA$ROW_ID
These metadata columns help identify the type of change and the affected row.
Why the other options are incorrect:
A). This describes real-time ingestion, which is closer to Snowpipe, connectors, or streaming ingestion rather than streams.
B). Snowflake streams are not media streaming services.
D). This describes a general streaming data processing system, but a Snowflake stream itself does not process data. It records changes so other SQL processes can consume them.
Official Snowflake documentation reference:
Snowflake documentation describes streams as objects that record DML changes made to tables, including metadata about each change, so the changes can be consumed in downstream processing.
Reference: Snowflake Documentation - Streams; Snowflake Documentation - Stream metadata columns; SnowPro Core Study Guide - SQL and Snowflake Objects.
NEW QUESTION # 147
Which actions can be performed using a resource monitor in Snowflake? (Select TWO).
Answer: B,C
Explanation:
Resource monitors in Snowflake can perform actions such as suspending a virtual warehouse when its credit usage reaches a defined limit and triggering a notification to account administrators when credit usage reaches a specified threshold. These actions help manage and control resource usage and costs within Snowflake.
Snowflake Documentation: Resource Monitors
NEW QUESTION # 148
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