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| Section | Objectives |
|---|---|
| Topic 1: Data Loading and Unloading | - Bulk data loading using stages and COPY INTO - External and internal stages |
| Topic 2: Data Transformation and Processing | - SQL operations in Snowflake - Streams and tasks for data pipelines |
| Topic 3: Data Sharing and Protection | - Secure data sharing - Data replication and failover concepts |
| Topic 4: Performance and Optimization | - Query optimization basics - Warehouse sizing and scaling |
| Topic 5: Security and Access Control | - Authentication and user management - Role-based access control (RBAC) |
| Topic 6: Snowflake Architecture and Platform Concepts | - Storage and data organization - Snowflake architecture fundamentals - Virtual warehouses and compute model |
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NEW QUESTION # 121
What is the purpose of this Snowflake function? Select TWO.
SYSTEM$PIPE_STATUS( ' < pipe_name > ' )
Answer: B,E
Explanation:
The correct answers are C. To determine if the pipe is suspended and D. To troubleshoot errors in a pipe execution .
SYSTEM$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 # 122
How can a Snowflake user post-process the result of SHOW FILE FORMATS?
Answer: B
Explanation:
first run SHOW FILE FORMATS
then SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID(-1)))
https://docs.snowflake.com/en/sql-reference/functions/result_scan#usage-notes
NEW QUESTION # 123
If a column contains float values that are greater than (15,9) and the values need to be preserved when unloading data, what data file format should be used?
Answer: C
Explanation:
The correct answer is A. JSON .
When unloading floating-point or high-precision numeric values, users must consider whether the target file format can preserve the values as needed. JSON stores values in a textual semi-structured representation and can preserve numeric values without forcing them into a fixed Parquet numeric precision representation.
Why A is correct:
For values that exceed a precision/scale such as (15,9) and must be preserved during unloading, JSON is the safest option among the listed choices because it can represent the values textually in the output.
Why the other options are incorrect:
B). PARQUET has limitations for certain numeric precision/scale representations during unload. Snowflake documentation notes precision-related considerations for Parquet unloads.
C). AVRO is a semi-structured file format, but it is not the best documented answer for preserving float values beyond this precision scenario.
D). ORC is not the best answer for this Snowflake unload precision scenario.
Official Snowflake documentation reference:
Snowflake documentation for unloading data explains that file format choice can affect how numeric values are represented and preserved. JSON is commonly used when preserving semi-structured or text-based representations is required.
Reference: Snowflake Documentation - Unloading data; Snowflake Documentation - File format considerations; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 124
What are the correct parameters for time travel and fail-safe in the Snowflake Enterprise Edition?
Answer: E
Explanation:
In the Snowflake Enterprise Edition, the default Time Travel retention is set to 1 day, the maximum Time Travel retention can be set up to 90 days, and the Fail-safe retention time is 7 days3.
NEW QUESTION # 125
Which SQL command can be used to verify the privileges that are granted to a role?
Answer: D
Explanation:
To verify the privileges that have been granted to a specific role in Snowflake, the correct SQL command is SHOW GRANTS TO ROLE <Role Name>. This command lists all the privileges granted to the specified role, including access to schemas, tables, and other database objects. This is a useful command for administrators and users with sufficient privileges to audit and manage role permissions within the Snowflake environment.
References:
Snowflake Documentation: SHOW GRANTS
NEW QUESTION # 126
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