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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Transformations | 20% | - Cloning, Time Travel, and Fail-safe - SQL and DDL/DML operations - Dynamic tables and data pipelines - Working with semi-structured data |
| Topic 2: Data Protection and Sharing | 10% | - Snowflake Marketplace - Reader accounts and data clean rooms - Data retention and recovery - Secure data sharing |
| Topic 3: Account Access and Security | 20% | - Privileges, grants, and ownership - Account management and monitoring - Role-Based Access Control (RBAC) - Authentication and network policies - Encryption and data protection |
| Topic 4: Snowflake AI Data Cloud Architecture & Features | 25% | - Structured, semi-structured, and unstructured data support - Snowflake editions and cloud platform support - Three-layer architecture (Storage, Compute, Cloud Services) - Micro-partitions, clustering, and caching - Virtual warehouses and scaling |
| Topic 5: Performance Concepts | 15% | - Cost management and monitoring - Query optimization and profiling - Search optimization service - Warehouse sizing and concurrency |
| Topic 6: Data Loading and Unloading | 10% | - Continuous loading (Snowpipe) - Data unloading and export - File formats and stages - Bulk loading methods |
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