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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Semi-Structured Data | 10% | - Parsing and flattening semi-structured data - Array and object operations - VARIANT data type |
| Topic 2: Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query profiling and performance tuning - Query history and monitoring |
| Topic 3: Data Sharing | 12% | - Reader account management - Data listing marketplace - Shares and reader accounts - Private sharing vs. Data Exchange |
| Topic 4: Time Travel & Cloning | 10% | - UNDROP and historical data access - Fail-safe concepts - Zero-copy cloning - Time travel concepts and retention |
| Topic 5: Security & Access Control | 10% | - Authorization (roles, privileges) - Governance best practices - Row-level and column-level security - Masking policies - Authentication (SSO, MFA) |
| Topic 6: Databases, Tables & Views | 18% | - Clustering and micro-partitions - Stored procedures and UDFs - Data manipulation (DML operations) - Column types and sequences - Table types (permanent, transient, temporary) - Views (standard, materialized, secure) |
| Topic 7: Data Loading & Unloading | 15% | - Data ingestion best practices - Bulk loading with COPY command - Data unloading and staging - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) |
| Topic 8: Virtual Warehouses | 15% | - Warehouse creation and configuration - Warehouse sizing and scaling - Multi-cluster warehouses - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) |
| Topic 9: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 10: Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
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NEW QUESTION # 439
When an ACCOUNTADMIN gives a user a custom role, what privilege or privileges is the user granted by default?
Answer: B
NEW QUESTION # 440
Which views are included in the data_sharing_usage schema? (Select TWO).
Answer: A,D
Explanation:
https://docs.snowflake.com/en/sql-reference/data-sharing-usage
NEW QUESTION # 441
A user notices that query performance has decreased. The virtual warehouses appear to be properly sized and are functioning correctly. The user suspects the issue lies within the services responsible for query planning and access validation. Which components of Snowflake architecture would be involved in diagnosing or optimizing this issue? Select TWO.
Answer: A,C
Explanation:
Snowflake's Cloud Services layer handles authentication, access control, metadata management, query parsing, and query optimization. Since the issue is suspected to involve query planning and access validation, the relevant components are access control and query parsing/optimization.
Reference: Snowflake Documentation - Snowflake architecture; Cloud Services layer.
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NEW QUESTION # 442
Which Snowflake table objects can be shared with other accounts? (Select TWO).
Answer: B,E
Explanation:
In Snowflake,permanent tables and external tables can be shared with other accounts using Secure Data Sharing. Temporary tables, transient tables, and UDTFs are not shareable objects
NEW QUESTION # 443
What metadata is stored for each micro-partition? (Select TWO)
Answer: B,E
NEW QUESTION # 444
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