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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Databases, Schemas, Objects, Data Types |
| Topic 2: Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption |
| Topic 3: Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Query Processing, Profiling, Optimization |
| Topic 4: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - External Integrations, Connectors, SnowSQL - Bulk Load, Streaming, Dynamic Tables - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options |
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NEW QUESTION # 883
A user is configuring Snowflake CLI for multiple environments, such as dev, test, and prod. The user would like to avoid re-entering credentials every time and keep profiles organized. Which Snowflake CLI feature should be used to manage these environments efficiently?
Answer: A
Explanation:
Snowflake CLI supports configuration files with named connection profiles. These profiles allow users to organize different environments, such as dev, test, and prod, and reuse stored connection settings instead of re- entering them each time.
Reference: Snowflake Documentation - Snowflake CLI configuration; Connection profiles.
NEW QUESTION # 884
Which object can be referenced from a User-Defined Function, or UDF?
Answer: B
Explanation:
The correct answer is A. View.
In Snowflake, a SQL User-Defined Function can reference certain database objects in a SQL expression or query expression. A view can be referenced by a SQL UDF, subject to normal privilege and ownership rules.
Why A is correct:
A UDF can include SQL logic that references a view. This allows reusable logic to be built on top of existing query definitions.
Example concept:
CREATE FUNCTION my_function()
RETURNS NUMBER
AS
$$
SELECT COUNT(*) FROM my_view
$$;
Why the other options are less appropriate:
B). A stream is a change tracking object and is not the standard object referenced from a UDF for reusable query logic.
C). An external table is used to query data stored in external cloud storage. It is not the best answer for this SnowPro-style question.
D). A materialized view is a precomputed view-like object, but the standard documented answer for an object referenced from a UDF is a view.
Official Snowflake documentation reference:
Snowflake documentation for SQL UDFs explains that SQL UDF definitions can contain SQL expressions and query expressions. These query expressions can reference database objects such as views, depending on privileges and valid SQL usage.
Reference: Snowflake Documentation - SQL user-defined functions; Snowflake Documentation - Views; SnowPro Core Study Guide - SQL and Snowflake Objects.
==
NEW QUESTION # 885
What will be the retention period for an object if the parameter
MIN_DATA_RETENTION_TIME_IN_DAYS is set at the account level and the
DATA_RETENTION_TIME_IN_DAYS is set at the object level?
Answer: B
NEW QUESTION # 886
A Snowflake user is using the QUERY_HISTORY view in the ACCOUNT_USAGE schema to gather information about two queries that ran in the past 10 minutes, but the data is missing. What could cause this to occur?
Answer: A
Explanation:
The correct answer is C. The ACCOUNT_USAGE schema does not provide real-time results .
The ACCOUNT_USAGE schema contains historical metadata and usage information for the Snowflake account, but its views have latency. This means recently executed queries may not appear immediately.
Corrected wording:
The object is typically referred to as the QUERY_HISTORY view in the ACCOUNT_USAGE schema, not QUERY_HISTORY_VIEW.
Why C is correct:
If queries ran only 10 minutes ago, they may not yet appear in SNOWFLAKE.ACCOUNT_USAGE.
QUERY_HISTORY because ACCOUNT_USAGE views are not real-time. For more immediate query history, users can use the INFORMATION_SCHEMA.QUERY_HISTORY table function, subject to its scope and retention limits.
Why the other options are incorrect:
A). Running queries on a multi-cluster warehouse does not prevent query history from being recorded.
B). Queries using the result cache can still appear in query history.
D). If the user lacked privileges, they would generally be unable to query the view or would have limited visibility, but the key clue is that the queries ran in the past 10 minutes.
Official Snowflake documentation reference:
Snowflake documentation states that ACCOUNT_USAGE views can have latency and should not be expected to return real-time data.
Reference: Snowflake Documentation - ACCOUNT_USAGE schema; Snowflake Documentation - QUERY_HISTORY view; Snowflake Documentation - INFORMATION_SCHEMA.QUERY_HISTORY; SnowPro Core Study Guide - Account Usage and Monitoring.
==
NEW QUESTION # 887
A virtual warehouse is created using the following command:
Create warehouse my_WH with
warehouse_size = MEDIUM
min_cluster_count = 1
max_cluster_count = 1
auto_suspend = 60
auto_resume = true;
The image below is a graphical representation of the warehouse utilization across two days.
What action should be taken to address this situation?
Answer: D
Explanation:
The graphical representation of warehouse utilization indicates periods of significant queuing, suggesting that the current single cluster cannot efficiently handle all incoming queries. Configuring the warehouse to a multi- cluster warehouse will distribute the load among multiple clusters, reducing queuing times and improving overall performance1.
References = Snowflake Documentation on Multi-cluster Warehouses1
NEW QUESTION # 888
......
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