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| Section | Weight | Objectives |
|---|---|---|
| Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security |
| Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe - Bulk Load, Streaming, Dynamic Tables |
| Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables |
| Snowflake Architecture & Core Concepts | 31% | - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer |
| Data Collaboration & Protection | 10% | - Data Protection, Retention, Time Travel, Fail-safe - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace |
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NEW QUESTION # 58
When using SnowSQL, which configuration options are required when unloading data from a SQL query run on a local machine? {Select TWO).
Answer: B,D
Explanation:
When unloading data from SnowSQL (Snowflake ' s command-line client), to a file on a local machine, you need to specify certain configuration options to determine how and where the data should be outputted. The correct configuration options required are:
C). output_file: This configuration option specifies the file path where the output from the query should be stored. It is essential for directing the results of your SQL query into a local file, rather than just displaying it on the screen.
D). output_format: This option determines the format of the output file (e.g., CSV, JSON, etc.). It is crucial for ensuring that the data is unloaded in a structured format that meets the requirements of downstream processes or systems.
These options are specified in the SnowSQL configuration file or directly in the SnowSQL command line.
The configuration file allows users to set defaults and customize their usage of SnowSQL, including output preferences for unloading data.
References:
Snowflake Documentation: SnowSQL (CLI Client) at Snowflake Documentation Snowflake Documentation: Configuring SnowSQL at Snowflake Documentation
NEW QUESTION # 59
What are characteristics of reader accounts in Snowflake? (Select TWO).
Answer: A,C
Explanation:
Characteristics of reader accounts in Snowflake include:
A . Reader account users cannot add new data to the account: Reader accounts are intended for data consumption only. Users of these accounts can query and analyze the data shared with them but cannot upload or add new data to the account.
E . Reader accounts enable data consumers to access and query data shared by the provider: One of the primary purposes of reader accounts is to allow data consumers to access and perform queries on the data shared by another Snowflake account, facilitating secure and controlled data sharing.
References:
Snowflake Documentation: Reader Accounts
NEW QUESTION # 60
Which commands should be used to grant the privilege allowing a role to select data from all current tables and any tables that will be created later in a schema? (Choose two.)
Answer: A,D
Explanation:
To grant a role the privilege to select data from all current and future tables in a schema, two separate commands are needed.The first command grants the SELECT privilege on all existing tables within the schema, and the second command grants the SELECT privilege on all tables that will be created in the future within the same schema.
NEW QUESTION # 61
Data storage for individual tables can be monitored using which commands and/or objects? (Choose two.)
Answer: C,E
Explanation:
To monitor data storage for individual tables, the commands and objects that can be used are 'SHOW STORAGE BY TABLE;' and the Information Schema view 'TABLE_STORAGE_METRICS'.These tools provide detailed information about the storage utilization for tables. References: Snowflake Documentation
NEW QUESTION # 62
When regularly unloading similarly formatted semi-structured data, where should copy options be specified?
Answer: A
Explanation:
The correct answer is B. In a named file format .
When data is regularly loaded or unloaded using the same format settings, Snowflake recommends defining those settings in a named file format. This avoids repeating the same file format options in every COPY command and reduces operational overhead.
Why B is correct:
A named file format stores reusable format options, such as file type and formatting behavior. For semi- structured data, named file formats can define options for formats such as JSON, Avro, ORC, Parquet, or XML.
Example:
CREATE FILE FORMAT my_json_format
TYPE = JSON
COMPRESSION = AUTO;
COPY INTO @my_stage/output/
FROM my_table
FILE_FORMAT = my_json_format;
Why the other options are incorrect:
A). A table definition defines table columns and properties, not unload formatting options.
C). A named stage can include a file format reference, but the reusable copy/file parsing settings themselves are defined in a named file format.
D). Copy options can be specified directly in the COPY command, but that is less efficient for repeated, similarly formatted unload operations.
Official Snowflake documentation reference:
Snowflake documentation explains that named file formats are reusable database objects that define format options for loading and unloading data.
Reference: Snowflake Documentation - CREATE FILE FORMAT; Snowflake Documentation - Data unloading; Snowflake Documentation - COPY INTO < location > ; SnowPro Core Study Guide - Data Loading and Unloading.
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NEW QUESTION # 63
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