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| Section | Objectives |
|---|---|
| Data Loading and Unloading | - Bulk data loading using stages and COPY INTO - External and internal stages |
| Data Sharing and Protection | - Data replication and failover concepts - Secure data sharing |
| Snowflake Architecture and Platform Concepts | - Storage and data organization - Virtual warehouses and compute model - Snowflake architecture fundamentals |
| Performance and Optimization | - Warehouse sizing and scaling - Query optimization basics |
| Security and Access Control | - Authentication and user management - Role-based access control (RBAC) |
| Data Transformation and Processing | - Streams and tasks for data pipelines - SQL operations in Snowflake |
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NEW QUESTION # 1123
A user frequently runs a reporting query that returns the total record count and the minimum and maximum timestamp from a 100 TB fact table.
The table is loaded once per week and remains static between loads. The reporting query runs hundreds of times per day and causes significant warehouse-credit consumption because it repeatedly scans the fact table.
Which object will improve performance, minimize repeated query-compute costs, and provide the fastest response time?
Answer: D
Explanation:
A materialized view stores precomputed query results. Snowflake maintains the materialized view when its underlying base-table data changes. Because the source table changes only once per week, maintenance occurs much less frequently than the reporting query is executed.
Repeated queries can read the much smaller precomputed result instead of scanning the 100 TB base table hundreds of times per day. Snowflake's optimizer can also automatically rewrite an eligible query to use a materialized view even when the query references the base table.
A standard view stores only its SQL definition and normally executes the underlying query whenever it is referenced. A temporary table would require manual creation, refresh, and lifecycle management. A dynamic table could materialize transformed results, but it requires refresh scheduling and refresh compute. For this repeated, stable aggregation pattern, the intended optimization object is a materialized view.
Materialized-view maintenance itself can consume credits, so it is most beneficial when query savings outweigh maintenance costs. The table's infrequent load schedule makes that condition more likely.
References:
Snowflake Documentation - Working with materialized views: https://docs.snowflake.com/en/user-guide
/views-materialized
Snowflake Documentation - Deciding when to create a materialized view: https://docs.snowflake.com/en
/user-guide/views-materialized#deciding-when-to-create-a-materialized-view
==
NEW QUESTION # 1124
What does adding the PARTITION BY clause in the COPY INTO < location > command do?
Answer: B
NEW QUESTION # 1125
What can be used to improve the performance of queries that are run on an external table ?
Answer: D
Explanation:
To optimize query performance on external tables, you can define a materialized view on top of the external table. Snowflake will manage and cache the result for faster retrieval.
Reference:
Snowflake Docs: External Tables with Materialized Views
NEW QUESTION # 1126
Awarding a user which privileges on all virtual warehouses is equivalent to granting the user the global MANAGE WAREHOUSES privilege?
Answer: C
Explanation:
Granting a user the MODIFY, MONITOR, and OPERATE privileges on all virtual warehouses in Snowflake is equivalent to granting the global MANAGE WAREHOUSES privilege. These privileges collectively provide comprehensive control over virtual warehouses.
MODIFY Privilege:
Allows users to change the configuration of the virtual warehouse.
Includes resizing, suspending, and resuming the warehouse.
MONITOR Privilege:
Allows users to view the status and usage metrics of the virtual warehouse.
Enables monitoring of performance and workload.
OPERATE Privilege:
Grants the ability to start and stop the virtual warehouse.
Includes pausing and resuming operations as needed.
References:
Snowflake Documentation: Warehouse Privileges
NEW QUESTION # 1127
Which statement accurately describes a characteristic of a materialized view?
Answer: D
Explanation:
A characteristic of a materialized view is that the data accessed through it can be stale.This is because the data in a materialized view may not reflect the latest changes in the base tables until the view is refreshed
NEW QUESTION # 1128
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