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| Section | Weight | Objectives |
|---|---|---|
| Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Security: Network Policies, MFA, Encryption - Governance: Resource Monitors, Data Masking, Row/Column Security - Access Control: RBAC, DAC, Roles, Privileges |
| Snowflake Architecture & Core Concepts | 31% | - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching |
| Data Collaboration & Protection | 10% | - Secure Data Sharing, Listings, Marketplace - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe |
| Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines |
| Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe - Bulk Load, Streaming, Dynamic Tables |
>> Latest COF-C03 Test Answers <<
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NEW QUESTION # 901
What happens to historical data when the retention period for an object ends?
Answer: D
Explanation:
When the retention period for an object ends in Snowflake, Time Travel on the historical data is dropped
. This means that the ability to access historical data via Time Travel is no longer available once the retention period has expired2.
NEW QUESTION # 902
Which virtual warehouse consideration can help lower compute resource credit consumption?
Answer: D
Explanation:
One key strategy to lower compute resource credit consumption in Snowflake is by automating the suspension and resumption of virtual warehouses. Virtual warehouses consume credits when they are running, and managing their operational times effectively can lead to significant cost savings.
A).Setting up a multi-cluster virtual warehouseincreases parallelism and throughput but does not directly lower credit consumption. It is more about performance scaling than cost efficiency.
B).Resizing the virtual warehouse to a larger sizeincreases the compute resources available for processing queries, which increases the credit consumption rate. This option does not help in lowering costs.
C).Automating the virtual warehouse suspension and resumption settings: This is a direct method to manage credit consumption efficiently. By automatically suspending a warehouse when it is not in use and resuming it when needed, you can avoid consuming credits during periods of inactivity. Snowflake allows warehouses to be configured to automatically suspend after a specified period of inactivity and to automatically resume when a query is submitted that requires the warehouse.
D).Increasing the maximum cluster count parameter for a multi-cluster virtual warehousewould potentially increase credit consumption by allowing more clusters to run simultaneously. It is used to scale up resources for performance, not to reduce costs.
Automating the operational times of virtual warehouses ensures that you only consume compute credits when the warehouse is actively being used for queries, thereby optimizing your Snowflake credit usage.
Reference: Snowflake Documentation on Managing Warehouse Credit Usage (https://docs.snowflake.com/en
/user-guide/warehouses-considerations.html#managing-warehouse-credit-usage)
NEW QUESTION # 903
What does a masking policy consist of in Snowflake?
Answer: A
Explanation:
A masking policy in Snowflake consists of a single data type, with one or more conditions, and one or more masking functions.These components define how the data is masked based on the specified conditions3.
NEW QUESTION # 904
What affects whether the query results cache can be used?
Answer: B
Explanation:
The query results cache can be used as long as the data in the table has not changed since the last time the query was run.If the underlying data has changed, Snowflake will not use the cached results and will re-execute the query1.
NEW QUESTION # 905
A user executed a SELECT query in Snowsight which returned a 1 GB result set. The user then downloads the files.
What will occur?
Answer: A
NEW QUESTION # 906
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