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| Section | Weight | Objectives |
|---|---|---|
| Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Column types and sequences - Views (standard, materialized, secure) - Stored procedures and UDFs - Table types (permanent, transient, temporary) - Clustering and micro-partitions |
| Data Sharing | 12% | - Data listing marketplace - Shares and reader accounts - Reader account management - Private sharing vs. Data Exchange |
| Semi-Structured Data | 10% | - VARIANT data type - Array and object operations - Parsing and flattening semi-structured data |
| Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Account Objects | 8% | - Resource monitors - Organizations and accounts structure - Warehouses, databases, and schemas hierarchy |
| Security & Access Control | 10% | - Row-level and column-level security - Governance best practices - Authorization (roles, privileges) - Authentication (SSO, MFA) - Masking policies |
| Data Loading & Unloading | 15% | - Data unloading and staging - Bulk loading with COPY command - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices |
| Virtual Warehouses | 15% | - Multi-cluster warehouses - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting - Warehouse creation and configuration |
| Time Travel & Cloning | 10% | - Fail-safe concepts - UNDROP and historical data access - Time travel concepts and retention - Zero-copy cloning |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Virtual warehouse concepts and credit usage - Snowflake editions and features |
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NEW QUESTION # 954
Which Snowflake feature is used for both querying and restoring data?
Answer: C
Explanation:
Snowflake's Time Travel feature is used for both querying historical data in tables and restoring and cloning historical data in databases, schemas, and tables3. It allows users to access historical data within a defined period (1 day by default, up to 90 days for Snowflake Enterprise Edition) and is a key feature for data recovery and management.References:[COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 955
Which file function provides a URL with access to a file on a stage without the need for authentication and authorization?
Answer: D
Explanation:
The GET_PRESIGNED_URL file function in Snowflake provides a URL with access to a file on a stage without requiring authentication and authorization. This is particularly useful for sharing data files stored in Snowflake stages with external parties securely and conveniently. The presigned URL generated by this function gives temporary access to the file, which expires after a specified duration.
Example usage of GET_PRESIGNED_URL:
SELECT GET_PRESIGNED_URL('<stage_name>', '<file_path>');
This function generates a URL that can be used to directly access a file in the stage, making it easier to share data without compromising security.
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NEW QUESTION # 956
What are the default Time Travel and Fail-safe retention periods for transient tables?
Answer: D
Explanation:
Transient tables in Snowflake have a default Time Travel retention period of 1 day, which allows users to access historical data within the last 24 hours. However, transient tables do not have a Fail-safe period. Fail-safe is an additional layer of data protection that retains data beyond the Time Travel period for recovery purposes in case of extreme data loss.Since transient tables are designed for temporary or intermediate workloads with no requirement for long-term durability, they do not include a Fail-safe period by default1.
References:
Snowflake Documentation on Storage Costs for Time Travel and Fail-safe
NEW QUESTION # 957
Which object type is granted permissions for reading a table?
Answer: D
Explanation:
In Snowflake, permissions for accessing database objects, including tables, are not granted directly to users but rather to roles. A role encapsulates a collection of privileges on various Snowflake objects. Users are then granted roles, and through those roles, they inherit the permissions necessary to read a table or perform other actions. This approach adheres to the principle of least privilege, allowing for granular control over database access and simplifying the management of user permissions.
Reference: Snowflake ' s official documentation on access control introduces the concept of roles and how they are used to manage permissions: https://docs.snowflake.com/en/user-guide/security-access-control- overview.html#roles
NEW QUESTION # 958
True or False: When you create a custom role, it is a best practice to immediately grant that role to ACCOUNTADMIN.
Answer: A
Explanation:
The ACCOUNTADMIN role is the most powerful role in Snowflake and should be limited to a select number of users within an organization. It is responsible for account-level configurations and should not be used for day-to-day object creation or management. Granting a custom role to ACCOUNTADMIN could inadvertently give broad access to users with this role, which is not a recommended security practice.
NEW QUESTION # 959
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