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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Account Management and Data Governance | 20% | - Logging, tracing and audit (ACCOUNT_USAGE) - Network policies and authentication - Role-based access control (RBAC) and security policies - Data masking and object tagging |
| Topic 2: Snowflake AI Data Cloud Features and Architecture | 31% | - Virtual warehouses and best practices - Object hierarchy and types (tables, views, UDFs, etc.) - Storage concepts (micro-partitions, table types) - Snowflake interfaces and tools (Snowsight, CLI, IDEs) - Snowflake architecture (storage, compute, cloud services) |
| Topic 3: Performance Optimization, Querying and Transformation | 21% | - Materialized views and clustering - Query performance tuning and caching - SQL transformations (structured & semi-structured) - Workload management |
| Topic 4: Data Loading, Unloading and Connectivity | 18% | - File formats and stages - Connectors, APIs and Git integration - COPY INTO and error handling - Snowpipe, streams and tasks |
| Topic 5: Data Collaboration | 10% | - Secure data sharing and replication - Cloning, Time Travel and Fail-safe - Marketplace and data exchange |
True or False: Snowflake's Global Services Layer gathers and maintains statistics on all columns in all micro-partitions.
Correct Answer: A 🗳️
Which of the following accurately represents how a table fits into Snowflake's logical container hierarchy?
Correct Answer: B 🗳️
Data storage for individual tables can be monitored using which commands and/or object(s)? Choose 2 answers
Correct Answer: C,D 🗳️
True or False: When you create a custom role, it is a practice to immediately grant that role to ACCOUNTADMIN.
Correct Answer: A 🗳️
Which of the following statements are true of Snowflake data loading? Choose 3 answers
Correct Answer: A,B,D 🗳️
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