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| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization & Monitoring | 4% | - Query history and monitoring - Resource optimization techniques - Query profiling and performance tuning |
| Account Objects | 8% | - Organizations and accounts structure - Warehouses, databases, and schemas hierarchy - Resource monitors |
| Data Loading & Unloading | 15% | - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices - Bulk loading with COPY command - Continuous loading with Snowpipe - Data unloading and staging |
| Security & Access Control | 10% | - Governance best practices - Authorization (roles, privileges) - Authentication (SSO, MFA) - Row-level and column-level security - Masking policies |
| Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Time Travel & Cloning | 10% | - Zero-copy cloning - UNDROP and historical data access - Fail-safe concepts - Time travel concepts and retention |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features - Virtual warehouse concepts and credit usage |
| Virtual Warehouses | 15% | - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Warehouse creation and configuration - Multi-cluster warehouses |
| Data Sharing | 12% | - Data listing marketplace - Shares and reader accounts - Reader account management - Private sharing vs. Data Exchange |
| Databases, Tables & Views | 18% | - Column types and sequences - Clustering and micro-partitions - Table types (permanent, transient, temporary) - Data manipulation (DML operations) - Views (standard, materialized, secure) - Stored procedures and UDFs |
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NEW QUESTION # 179
Which object can be shared from a database in an account with other Snowflake accounts using Secure Data Sharing?
Answer: A
Explanation:
The correct answer is B. Iceberg table .
Snowflake Secure Data Sharing allows providers to share supported database objects with other Snowflake accounts. Supported objects include tables, secure views, secure materialized views, secure UDFs, and certain other supported table types. Snowflake-managed Iceberg tables can be shared in supported configurations.
Why B is correct:
An Iceberg table is a supported table object in Snowflake and can be shared using Secure Data Sharing, subject to Snowflake's supported Iceberg table sharing requirements.
Why the other options are incorrect:
A). Event tables are used to store logging and tracing event data. They are not the expected shareable object in this question.
C). Temporary tables exist only within the session that created them and cannot be shared with other accounts.
D). Stored procedures are not standard objects shared through Secure Data Sharing in the same way as tables and secure views.
Official Snowflake documentation reference:
Snowflake documentation lists supported objects for Secure Data Sharing and describes sharing supported table objects, including Iceberg tables where supported.
Reference: Snowflake Documentation - Secure Data Sharing; Shareable database objects; Iceberg tables; SnowPro Core Study Guide - Data Protection and Governance.
NEW QUESTION # 180
How can a user get the MOST detailed information about individual table storage details in Snowflake?
Answer: A
Explanation:
To get the most detailed information about individual table storage details in Snowflake, the TABLE STORAGE METRICS view should be used. This Information Schema view provides granular storage metrics for tables within Snowflake, including data related to the size of the table, the amount of data stored, and storage usage over time. It's an essential tool for administrators and users looking to monitor and optimize storage consumption and costs.
References:
Snowflake Documentation: Information Schema - TABLE STORAGE METRICS View
NEW QUESTION # 181
What does the worksheet and database explorer feature in Snowsight allow users to do?
Answer: B
Explanation:
The worksheet and database explorer feature in Snowsight allows users to tag frequently accessed worksheets for ease of access. This functionality helps users organize and quickly navigate to the worksheets they use most often, enhancing productivity and streamlining the data exploration and analysis process within Snowsight, Snowflake's web-based query and visualization interface.
References:
Snowflake Documentation: Snowsight (UI for Snowflake)
NEW QUESTION # 182
Which SQL statement will require a virtual warehouse to run?
Answer: B
Explanation:
A virtual warehouse in Snowflake is used to perform data processing tasks that require computational resources, such as queries that modify data or perform significant computation. Of the options provided:
C). INSERT INTO TBL_EMPLOYEE(EMP_ID, EMP_NAME, EMP_SALARY, DEPT) VALUES(1, ' Adam
' ,20000, ' Finance ' );This SQL statement performs a data modification operation (DML) by inserting a new record into theTBL_EMPLOYEEtable, which requires computational resources provided by a virtual warehouse to execute.
References:
Snowflake Documentation: Understanding Virtual Warehouses
NEW QUESTION # 183
When an ACCOUNTADMIN grants a user a custom role, which additional privileges will the user have by default?
Answer: D
Explanation:
The correct answer is C. The privileges accessed by the PUBLIC role .
Every Snowflake user is automatically granted the PUBLIC role. This means that when a user receives a custom role, the user still also has access to privileges granted to PUBLIC.
Why C is correct:
The PUBLIC role is automatically available to all users. Therefore, in addition to privileges granted through the custom role, the user also has privileges available through PUBLIC.
Why the other options are incorrect:
A). Granting a custom role to a user does not give the user ACCOUNTADMIN privileges.
B). This describes the privileges provided by the custom role itself, not the additional privileges the user has by default.
D). Granting a custom role does not give the user USERADMIN privileges.
Official Snowflake documentation reference:
Snowflake documentation explains that the PUBLIC role is automatically granted to every user and every role. Privileges granted to PUBLIC are available to all users.
Reference: Snowflake Documentation - System-defined roles; Snowflake Documentation - PUBLIC role; Snowflake Documentation - Access control overview; SnowPro Core Study Guide - Security and Access Control.
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NEW QUESTION # 184
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