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| Section | Weight | Objectives |
|---|---|---|
| Data Collaboration & Protection | 10% | - Secure Data Sharing, Listings, Marketplace - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe |
| 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 |
| 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 |
| Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - External Integrations, Connectors, SnowSQL - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables |
| 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 |
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NEW QUESTION # 121
Which of the following are considerations when using a directory table when working with unstructured data? (Choose two.)
Answer: A,B
Explanation:
Directory tables in Snowflake are used to store metadata about data files in a stage. They are not separate database objects but are conceptually similar to external tables.Directory tables do not have grantable privileges of their own
NEW QUESTION # 122
Which privilege enables the ability to resume or suspend a task?
Answer: C
Explanation:
The correct answer is B. OPERATE .
The OPERATE privilege on a task allows a role to suspend or resume that task. This is different from privileges used to create, monitor, or execute tasks.
Why B is correct:
To manually suspend or resume a task, the role must have the OPERATE privilege on the task.
Example concept:
GRANT OPERATE ON TASK my_task TO ROLE my_role;
After receiving this privilege, the role can perform actions such as:
ALTER TASK my_task SUSPEND;
ALTER TASK my_task RESUME;
Why the other options are incorrect:
A). MONITOR allows viewing task details and history, but it does not allow suspending or resuming the task.
C). CREATE TASK allows creating tasks in a schema, but it does not automatically allow operating an existing task.
D). EXECUTE TASK is an account-level privilege required for task execution, but it is not the privilege used to suspend or resume a task.
Official Snowflake documentation reference:
Snowflake documentation explains that the OPERATE privilege on a task enables suspending and resuming the task.
Reference: Snowflake Documentation - Task privileges; Snowflake Documentation - GRANT < privileges
> ; SnowPro Core Study Guide - SQL and Snowflake Objects.
NEW QUESTION # 123
Which Snowflake objects can be restored using Time Travel? (Select VNO).
Answer: D,E
Explanation:
Snowflake's Time Travel feature allows users to access historical data within a specific period. This feature supports the restoration of various objects, including databases and schemas, to their previous states. Time Travel can be used for recovering dropped objects, undoing accidental changes, or analyzing data changes over time. However, it does not support user or role objects like Users and Roles, or compute resources like Virtual Warehouses.
References: Snowflake Documentation on Time Travel
NEW QUESTION # 124
A Snowflake user is querying JSON data and all values in the result set are wrapped in quotes. Which step will unwrap the data from all the columns in the query results?
Answer: A
Explanation:
When querying VARIANT columns (such as JSON), the values are often returned as strings . To convert them to usable SQL types, users must apply the CAST() function (e.g., CAST(column:value AS NUMBER)).
Reference:
Snowflake Docs: Querying Semi-Structured Data
NEW QUESTION # 125
A user needs to MINIMIZE the cost of large tables that are used to store transitory dat a. The data does not need to be protected against failures, because the data can be reconstructed outside of Snowflake.
What table type should be used?
Answer: C
Explanation:
For minimizing the cost of large tables that are used to store transitory data, which does not need to be protected against failures because it can be reconstructed outside of Snowflake, the best table type to use is Transient. Transient tables in Snowflake are designed for temporary or transitory data storage and offer reduced storage costs compared to permanent tables. However, unlike temporary tables, they persist across sessions until explicitly dropped.
Why Transient Tables: Transient tables provide a cost-effective solution for storing data that is temporary but needs to be available longer than a single session. They have lower data storage costs because Snowflake does not maintain historical data (Time Travel) for as long as it does for permanent tables.
Creating a Transient Table:
To create a transient table, use the TRANSIENT keyword in the CREATE TABLE statement:
CREATE TRANSIENT TABLE my_transient_table (...);
Use Case Considerations: Transient tables are ideal for scenarios where the data is not critical, can be easily recreated, and where cost optimization is a priority. They are suitable for development, testing, or staging environments where data longevity is not a concern.
NEW QUESTION # 126
......
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